Axle Health provides scheduling and workforce management software for home health care providers. Our customers use our software to improve the utilization of their clinicians by 15%+, and automate the operational burden of scheduling and dispatching.

Axle Health

axlehealth

With shifting consumer demands for fast and convenient services, healthcare organizations are embracing digital transformation. In turn, the Big Tech companies are accelerating their pursuit of the healthcare market. They are leveraging their vast resources and data insights to develop innovative solutions that could change the game for both consumers and medical professionals alike. Below, I break down how these tech giants are working to reshape healthcare with new initiatives, products, and investments. Big tech companies are increasing their investments in healthcare. In 2021, Apple, Alphabet (Google), Amazon, Microsoft, and Meta over $3.1 billion in the healthcare industry, representing a twofold increase from the amount invested in 2016. The year 2020, marred by the pandemic, witnessed a remarkable surge, with FAMGA investing $3.8 billion. Alphabet is particularly active in this respect, having invested $1.7 billion in "future health ideas" during the first six months of 2022 via subsidiaries such as Google Ventures, Gradient Ventures, and others. Since 2020, Alphabet has closed 100 deals in the domains of biology and healthcare. collectively invested Chinese big tech companies, including ByteDance, Alibaba, and Tencent, are also investing hundreds of millions of dollars in startups and new technologies related to healthcare. The big tech companies are seeking a share of the market, which is estimated to be worth more than $8 trillion, with $3.8 trillion of it in the US, . The healthcare market is projected to have an average annual growth rate of almost 4% by 2024. according to CB Insights As CB Insights points out, big tech companies have all the means to successfully enter the healthcare industry: huge amounts of free cash on their balance sheets (over $100 billion for each of the five companies), an existing user base, and serious capabilities for collecting and processing large amounts of information. There are several reasons why the investment boom in healthcare began now: the growing popularity of wearables, new opportunities for using AI in medicine, and the industry's general ambition to reduce healthcare costs through automation. Alphabet’s healthcare-related projects: wearables, AI for drug development, and a patient data platform Alphabet, the parent company of Google, is heavily invested in healthcare and has a number of healthcare-related projects. One of their latest initiatives is Care Studio, which was released in the fall of 2021. for the consolidation of patient health information from various sources into a single location, providing a more complete and comprehensive view of the patient's health. Additionally, Care Studio uses artificial intelligence to efficiently analyze and sort through the data. This platform allows In 2022, DeepMind, a company acquired by Alphabet in 2014 for $500 million, a significant breakthrough in the healthcare industry. Its AlphaFold algorithm can predict the spatial structure of nearly 200 million known proteins, allowing for faster development of new drugs. DeepMind specializes in developing artificial intelligence and, in 2016, an algorithm that can diagnose eye diseases. announced introduced One year before the AlphaFold breakthrough, Alphabet Isomorphic Labs, a company that will develop new drugs using artificial intelligence. Among Alphabet's healthcare investments are Freenome, a platform for early cancer detection; Overture, an embryology startup; and Metabiota, an analytics company that assesses the risks of future epidemics for humanity. created In 2021, Alphabet acquired Fitbit, a manufacturer of fitness trackers and smartwatches, for $2 billion. One of Fitbit's latest developments is a sensor that detects heart rhythm disturbances. The sensor approval from the US Food and Drug Administration (FDA) in April 2022, enabling Alphabet to use it in its watches, bracelets, and even its Pixel smartphones. received Moreover, Alphabet's Nest smart home systems now have healthcare-related functionality. In 2021, they added a Soli sensor to the system, which a person's sleep patterns without the need for wearables. As of 2022, there have been no significant updates on these developments. tracks Amazon: clinics, telemedicine, and online pharmacies In the summer of 2022, Amazon the purchase of One Medical, a US-based network of clinics that provides telemedicine services and house calls. With an extensive network of over 8,000 partner companies, One Medical also offers healthcare services to their employees. As of Q1 2022, One Medical had of 767,000, a nearly 30% increase from the previous year. Experts the acquisition of One Medical to Amazon's purchase of Whole Foods in 2017, as the company seeks to build a comprehensive healthcare business and integrate it with other services. announced a customer base compare This is not Amazon's first investment in healthcare.  In 2018, the company PillPack, an online pharmacy, for $753 million. Two years later, Amazon launched its e-pharmacy, Amazon Pharmacy, based on PillPack's technology, in the US. At the time of the acquisition, PillPack's annual revenue was approximately $300 million. acquired Amazon also plans to expand its Amazon Care program to 20 more US cities by the end of 2022, with the potential to not only offer remote consultations, but also house calls. The company also intends to add psychological support to the range of services it offers. Amazon Care has been since the fall of 2019, initially providing telemedicine services to Amazon employees only. The program was later expanded to 20 cities in the US and made available to employees of other companies such as Hilton and Silicon Labs, who Amazon for the service based on the number of employees. As of the end of 2021, 40,000 employees from various companies used Amazon Care. reportedly operating pay In 2022, Amazon signed an with Teladoc Health, a telemedicine company, to integrate Teladoc's services into its voice assistant Alexa. In the summer of 2022, Amazon also signed an with the Fred Hutchinson Cancer Research Center to conduct clinical trials of a vaccine for melanoma and breast cancer. agreement agreement Since the start of the COVID-19 pandemic in 2020, Amazon has a two-year, $20 million initiative called the Diagnostic Development Initiative to study COVID-19 and other infectious diseases, as well as develop methods for their diagnosis. During the initial waves of the pandemic, Amazon launched its own COVID-19 diagnostic kit called Amazon DX, but the project has since been discontinued. launched Amazon Web Services, the company's cloud service, is developing support for the Fast Healthcare Interoperability Resources (FHIR) medical information exchange standard, its services to be used to create a unified interface for working with medical software. allowing Amazon also has its own fitness tracker, Amazon Halo, which did not receive any significant updates in 2022. Microsoft: cloud services In the spring of 2022, Microsoft new capabilities for its cloud-based service, Microsoft Cloud for Healthcare. One notable addition is Azure Health Data Services, which allows for the consolidation of various medical data types, such as clinical studies, medical imaging, and medical device data, into a single platform. announced Microsoft Cloud for Healthcare was initially introduced in 2020, as a comprehensive cloud ecosystem that combined Microsoft's existing services, such as Microsoft 365, chatbots, and the Azure cloud platform, to cater to the healthcare industry. Microsoft had also announced its plans to add new services to Cloud Healthcare, which was confirmed in the spring of 2022. The company also stated that it would utilize the AI technology of Nuance, a company it for $20 billion in March 2022, to further develop healthcare services. acquired to CB Insights, Microsoft holds the largest number of patents related to medical technologies, followed by Alphabet and Apple. According Apple: iPhone and Watch health features, medical research In July 2022, Apple released a detailing its healthcare strategy, which includes two main areas of focus. The first involves the development of health-related features for the Apple Watch and iPhone, which already collect significant amounts of user health information. The second area involves collaboration with the government and medical communities to facilitate medical research. report Apple is striving to transform its Apple Watch into a smart health monitor by utilizing cutting-edge third-party applications and collaborating with researchers to develop tools for new scientific breakthroughs. Apple has already integrated its smartwatches into 55 healthcare initiatives across 17 countries and its Health Records digital medical card is accepted by 800 medical institutions in the United States, Canada, and the United Kingdom. Apple regularly FDA approval for its medical applications and offers medical practitioners access to multiple developer kits so that they could create their own apps. Rumors that the company was planning to launch its own network of primary healthcare clinics with doctors hired directly by Apple; however, no significant progress has been made. obtains circulated In addition to its healthcare initiatives, Apple also offers its Fitness+ service, which provides video and audio workouts. However, there were no significant updates to the service in 2022. Meta: healthcare in the Metaverse Virtual universes, or metaverses, have the potential to greatly enhance telemedicine capabilities by utilizing VR technology. The use of digital twins, which can be used to create a patient's digital replica, also has great potential in understanding how quickly a person will recover after a specific surgery. While Meta has not announced any definite plans in this area, the company a promotional video in mid-July highlighting the benefits of Metaverse for surgeons,  allowing them to practice their skills in a virtual reality environment prior to performing operations. In the fall of 2021, Meta several healthcare-related job openings on LinkedIn. released posted Meta is actively promoting its Oculus VR headset and Meta Portal video communication device to medical professionals. The Oculus headset has many potential applications in telemedicine and working with digital twins, and can also be used for pre-operative training in virtual reality. Several US clinics have already adopted the Meta Portal device to help patients stay connected with their loved ones during hospital stays. The demand for the device has increased significantly during the pandemic, as it has been utilized to alleviate the effects of lockdowns and social isolation. However, the company's healthcare plans may be hindered by ongoing linked to the accusations of unauthorized patient data collection through Facebook. legal proceedings ByteDance: expanding into healthcare with acquisitions and online services In August 2022, ByteDance made headlines with its $1.5 billion acquisition of Amcare Healthcare, one of the largest private networks of women's and children's clinics in China. The network is now fully owned by two ByteDance subsidiaries. The company has not disclosed any details of the deal or future plans for the network. ByteDance's acquisition of Amcare Healthcare suggests that the company is following in the footsteps of tech giants like Amazon and Alphabet, who have also invested heavily in the healthcare sector. Bloomberg also that Chinese companies are investing in healthcare as a means to safeguard themselves from government scrutiny, as the Chinese authorities have been cracking down on "disorderly capital expansion" among big tech companies since 2021. highlights ByteDance also has a medical service called Xiaohe, which allows users to consult with doctors online and make appointments. Similar services are available in the Chinese market from companies such as Alibaba and the insurance company Ping An. Alibaba: e-pharmacies and blockchain for clinics Alibaba's subsidiary, AliHealth, is a leader in China's market for online and offline sales of both prescription and non-prescription drugs. According to its H1 2021 financial report, the majority of Alibaba Health's (84%) comes from direct sales of drugs through its own pharmacies, with another 13% from online sales. The company also provides medical insurance services, which are by approximately 250 million people. revenue utilized However, the company's stated goal is to develop medicine through big data and utilize the internet to "create fair and accessible medical services." One of their recent projects involves using blockchain technology to the medical infrastructure of the city of Changzhou, which has a population of over 4.5 million people. integrate Tencent: telemedicine and robots Tencent, another major player in the Chinese market, is also making substantial investments in the healthcare sector. In the summer of 2022, Tencent a new telemedicine service called i-Care, which is built on the Tencent Cloud platform. The primary goal of i-Care is to enhance the treatment efficacy and patient experience in healthcare facilities. It is equipped with a robot that can turn text into speech, translate between Chinese and English, and has an integrated messenger. launched In addition to its investments in the Chinese market, Tencent is expanding to India and the United States. The company, along with Alphabet and Amazon, in Grail, a startup developing solutions for early cancer detection. invested Key Takeaways: In 2021, FAMGA invested a total of more than $3.1 billion in the healthcare industry. In the first half of 2022, Alphabet became the most active investor in healthcare with $1.7 billion in financing. Since 2020, Alphabet has closed 100 deals in the field of biology and healthcare. In the summer of 2022, Amazon announced its plans to acquire the One Medical network of clinics for $3.9 billion, with the aim of expanding its existing program under the Amazon Care brand. This program currently provides telemedicine services to Amazon's own employees as well as employees of other companies. Microsoft offers a comprehensive cloud-based solution called Microsoft Cloud for Healthcare, designed to streamline the work of medical professionals. In 2022, the company introduced new services to the platform, including Azure Health Data Services, which consolidates medical data, enabling different types of medical information to be collected in a single, secure location. In the summer of 2022, Apple released a report outlining its strategy in healthcare.  The company aims to advance the use of the Apple Watch and iPhone in the medical field by collaborating with clinics and medical institutions to develop joint programs and tools that improve healthcare delivery. Meta is focusing on the use of its VR headset Oculus Quest and the potential applications of the Metaverse in medicine. Additionally, the company is directing its attention to the development of its video communication device, Meta Portal. Chinese technology firms are keeping up with their global counterparts. ByteDance, the parent company of TikTok, recently acquired a network of clinics for $1.5 billion. Also, Alibaba has established a dedicated subsidiary called AliHealth, which is actively exploring ways to integrate blockchain technology into the healthcare sector.

Big Tech Made Huge Moves in the Healthcare Industry in the Past Year

The COVID-19 pandemic has spurred significant changes in the way businesses to operate. Particularly, it the growth of e-commerce, including in the pharmaceutical space. As consumer needs and preferences have evolved, e-commerce has become crucial to healthcare delivery. In this post, I will discuss some of the key tech trends in pharmaceutical e-commerce and the development of online pharmacies. has accelerated Online Pharmacy Market Pharmaceutical e-commerce offers a simple, effective, and transparent way to purchase prescription drugs in both B2B and B2C settings, which makes it an especially attractive, fast-growing market. No wonder the world’s largest e-commerce corporations have doubled down on their online pharmacy investments, followed closely by big pharmaceutical companies that are going digital. Here’s a closer look at this global trend. the global e-pharmacy market size is expected to reach US$ 351.9 billion by the end of 2033. It is anticipated to create lucrative growth opportunities over the forecast period by registering a CAGR of 14.3% from 2023 to 2033. According to Future Market Insights Take , an online pharmacy service offered by the e-commerce giant Amazon. It a relatively recent addition to the company’s core platform and aims to make filling prescriptions as easy and convenient as other transactions performed on Amazon. Prime members have access to free two-day delivery of orders and to savings of up to 80% off generic and 40% off branded medications when not paying using insurance. Amazon Pharmacy has become Another major US-based player, , has been in its digital offerings, including its CVS app that allows customers to refill prescriptions, set medication reminders, and access health resources. CVS Health investing heavily Meanwhile in China, , also known as AliHealth, has an online pharmacy platform that offers prescription medications and over-the-counter products. The company also provides telemedicine services and a health management app. Alibaba Health Information Technology launched is a similar project in India. PharmEasy's mobile customers to order medications and other healthcare products, as well as book lab tests and consult with a physician. PharmEasy app allows Harnessing the Cutting-Edge Tech As the above examples suggest, the growth of pharmaceutical e-commerce falls within a wider trend toward the digitization of the healthcare industry. Both pharmacies and healthcare providers technological innovations in areas including telemedicine, AI, blockchain, and the IoT to develop and deliver novel treatments and services. effectively harness Integration of technologies gives rise to a new type of service, an e-pharmacy, which potentially can transform beyond its initial scope of selling medications online. By collaborating with other healthcare providers, such as hospitals and clinics, e-pharmacies can offer patients seamless access to a wide range of healthcare services and serve as a central hub for a comprehensive healthcare platform. This emerging trend has the potential to transform the way we think about healthcare, by providing patients with a convenient and holistic approach to managing their health. Artificial Intelligence The biggest advantage of AI-driven healthcare is personalisation. E-commerce companies are to develop personalised treatment plans, product recommendations, email marketing, and promotions. AI is also being used to with chatbots and virtual assistants that can answer customer queries and provide customer support. using AI improve the customer experience When it comes to treatment plans, AI-assisted pharmacists can use data from a patient's medical history, genetics, and lifestyle to manage both acute and chronic conditions. This can help optimise medication therapy and reduce the risk of adverse events. The patient experience can be further enhanced with AI-enabled chatbots and virtual assistants that can respond to customer queries and provide support. Furthermore, AI can be used to help patients manage their prescribed treatment by sending out alerts that remind them to take medications or refill prescriptions, as well as warnings about potential drug interactions or side effects. Telemedicine Many online pharmacies—including Amazon, , , and CVS, among others—already provide telemedicine consultations. Telemedicine is the practice of using telecommunication and information technologies to provide remote clinical services. This technology can help online pharmacies offer virtual consultations and remote monitoring to patients, increasing access to medical care. Hims Sesame The Internet of Things IoT devices can monitor patient health and transmit data to healthcare providers, allowing for more personalised treatment plans. With regard to pharmacies, IoT devices can be used to monitor the temperature and humidity levels of pharmaceutical products during shipping and storage. Blockchain In the pharmaceutical industry, Blockchain technology can be utilised to improve supply chain transparency and prevent counterfeiting. With blockchain, e-commerce companies can track the movement of pharmaceutical products from the manufacturer to the end consumer, ensuring that the products are authentic and have not been tampered with. Each transaction or movement of the product is recorded on the blockchain, creating an immutable trail of the product's journey. If a pharmaceutical product has been compromised during transportation, the blockchain will show an irregularity in its movement, allowing the e-commerce company to investigate and take appropriate action. One example of a company using blockchain in the pharmaceutical industry is Blockpharma, a French startup that is using blockchain and ML to combat medicine counterfeiting. Alibaba Case A more prominent example is the case of Alibaba Health Information Technology, a subsidiary of Chinese online retail giant Alibaba. The company has created a one-stop healthcare platform and provides a comprehensive range of clinical services, including online consultation, medicine delivery, and appointment booking. Aside from conventional medical care, Alibaba Health has also partnered with Traditional Chinese Medicine hospitals so that patients can consult with traditional healthcare practitioners remotely and receive prescribed herbal medicine through Alibaba Health's logistics network. Additionally, Alibaba Health has developed a medication traceability system to ensure the authenticity and safety of the drugs sold on their platform. This system uses blockchain technology to track the entire supply chain of a drug, from production to distribution. Alibaba Health's online pharmacy business has been particularly important during the COVID-19 pandemic, when online consultations and medicine delivery have made it easier for patients to access the healthcare they need while minimising their exposure to the virus. This makes Alibaba Health's e-commerce pharmaceutical business a prime example of the potential for technology to revolutionise healthcare. By investing in advanced tech, Alibaba Health is transforming the way medical care is delivered in China and setting a precedent for the rest of the world. To conclude The COVID-19 pandemic has accelerated the growth of e-commerce, particularly in the pharmaceutical space, as consumer needs and preferences have evolved.  The growth of pharmaceutical e-commerce falls within a wider trend toward the digitization of the healthcare industry, which integrates technologies such as telemedicine, AI, blockchain, and the IoT to develop and deliver novel treatments and services. These technologies can help personalise treatment plans, improve the customer experience, increase access to medical care, monitor patient health and transmit data, improve supply chain transparency, and prevent counterfeiting. The case of Alibaba Health Information Technology demonstrates how a one-stop healthcare platform can provide a comprehensive range of clinical services, including online consultation, medicine delivery, and appointment booking.

Tech Trends Driving E-Pharmacy

News in AI and machine learning

Let's learn about via these 74 free stories. They are ordered by most time reading created on HackerNoon. Visit the to find the most read stories about any technology. Tesla /Learn Repo 1. Electric Vehicles: to Buy or Not to Buy Electric Vehicles are Popular, but Should YOU Get One? 2. Musk Took on a $12.5 Billion Personal Loan Secured by His $62.5 Billion Worth of Tesla Stock Twitter v. Elon Musk Court Filing, July 12, 2022 is part of HackerNoon's Legal PDF series. Part 14 of 31: FACTUAL ALLEGATIONS -The financing structure 3. Where are crypto markets heading in 2021 Elon Musk is more than just the world’s richest man and one of the most divisive famous figures. He’s an inventor and an innovator whose opinion matters in today’s tech space, perhaps more than it ever did. 4. The Tech Entrepreneur Elon Musk is Making Advanced Pigs Elon Musk facilitated the live demo to show how Neuralink mind inserts can be carefully added to a live subject with no hindrance to their wellbeing. ‘They’re solid and glad, and undefined from an ordinary pig,’ he said. 5. All You Need to Know About the Tesla Dojo Supercomputer All about the Dojo Supercomputer, what it is, why it was created, how it works and what it will be used for 6. Why The Tesla Robot Won't Work Everything you need to know about the Tesla Robot, what we know about this new machine, what we think it will be capable of doing and why we think it won't work 7. MashRadar Reviews: The Tesla Prototype Humanoid Robot Optimus This Tesla Humanoid Robot Optimus review will examine the features and functionality of Elon Musk’s latest invention. 8. Tesla Cybertruck: Built for Mars, Available on Earth Elon Musk is known for his incredibly ambitious, multi-year visions for the future. Tesla’s initial Master Plan, funding cheap vehicles with expensive ones, was realized with the Model 3. Now the Cybertruck is part of a whole new Master Plan that has much more to do with SpaceX than Tesla. You might love the Cybertruck, or you might hate it, but it was never designed for you. Cybertruck was designed to be extremely rugged, Mars rugged. 9. MachineFi: Unlocking The Machine Economy The Internet of Things could be as important to household wealth as homeownership by 2030. MachineFi makes sure this new wealth is distributed fairly. 10. The GameStop Incident is Only The Beginning Be it QAnon, Game stop, or T-Series the underlying forces are the same. They are driven by the followers of a belief, a belief initially led by a few with some 11. Tesla’s Recent Layoffs May Start a Trend in Tech Employment With the United States' economy in unseen circumstances, tech companies' hiring habits are responding and employees must also. 12. Elon Musk and Crypto Markets: "Seriously, playing?" or "Playing seriously"? Elon Musk and crypto market manipulation - is it a joke or a serious crime? 13. Mass Transit In a Post COVID-19 World As I write this on April 18, 2020, there are over 156,000 global deaths due to COVID-19, which is actually a tiny percent, however, this disease is incredibly communicable and is still not well understood. 14. Elon Musk: From The King's Gambit to The Pawn's Endgame Decentralization is one of favorite Elon’s words, but not when it comes to the Internet. 15. Three Bullish Tech Predictions for 2020 #1 The Distributed Workforce Proliferates 💻 16. Tesla Joins the Cryptocurrency Game: What does this Mean for the Market? On February 8, the cryptocurrency market was rocked by the news of a $1.5 billion investment in BTC from Tesla. Bitcoin responded with an immediate rise to $48,000 and an increase in capitalization to almost $900 billion. 17. How to Hack Self-Driving Cars: Vulnerabilities in Autonomous Vehicles Self driving cars use artificial intelligence to allow vehicles like Tesla to drive without human interaction. This feature makes these cars vulnerable to hack. 18. Another Self-Driving Car Accident: New AI Development Lesson To Learn From (Source: https://blogs.nvidia.com) 19. Tesla's Snowball Effect There is a threshold before which growth seems painfully slow, yet, as you pass through that threshold, things start to grow exponentially. 20. The Future of Technology: Advanced AI Technology on the Roads Google and Tesla believe that self-driving vehicles have the ability to reduce automotive accidents dramatically. The National Highway Traffic Safety Administration's data shows that 90 per cent of automobile crashes involve human choice. AI can be used in automobiles to allow drivers to make better and/or quicker choices while preventing human errors
such as texting or drunk driving. Many have expressed concerns over fear of loss of control and allowing robots to oversee our driving. Critics question whether AI can make ethical decisions involving cars, obstacles and pedestrians in complex situations. 21. The Pros and Cons of Electric Cars Electric Cars have their pros and cons. It includes easy maintenance, environment friendly, safer driving at the expense of range, cost, and charging time. 22. Meta's "Oops" Moment 2022 might not have been Facebook's year, yet the social media titan continues to dominate HackerNoon's Tech Company Rankings. 23. Why Tesla’s Optimus Is a Big Step on the Way to AGI LaMDA-like large language models with Tesla Optimus-like robots will be the next big step on the way to Artificial General Intelligence. 24. Is Tesla Adding Dogecoin as a Payment Option? Twitter user @BitDeepu tweeted an image of Tesla’s source code that shows that Dogecoin holders can buy Tesla Model Y with their DOGE tokens. 25. Tesla Plans to Expand Onshore Manufacturing to Capitalize on IRA Energy Tax Credits Leveraging advanced manufacturing production credits and consumer incentives appear to be a key element in its business strategy for the upcoming year. 26. Is Elon Musk the Real-Life Scrooge McDuck? Where has all of Elon's coolnessity gone? 27. Disruption in the Tech Giants Musical Chairs This week's tech rankings are a bit unusual in that we have new entrants making it to the top 5. 28. Solar Energy and Technology: Innovative Solutions Against Global Warming From one year to another, people become more aware of the existing ecological problems and start to realize the need for eco-friendly solutions. Fortunately, technology also develops in this direction: there are countless startups that offer innovative solutions to eco-problems. In this article, we have gathered the promising projects that have appeared in the recent years. They are united by the same goal to help our planet and to innovate towards clean energy. 29. TLDR Newsletter Week of August 12th Highlights Sponsor: Scraper API's 5 Tips for Web Scraping 30. More Than Just an OS: Microsoft Stays at #1 More Than Just an OS: Microsoft Stays at #1 31. New Battery Technologies and the Race to Beating Climate Change NextGen batteries will power the future… if we can make them. 32. Some Tech Giants Hurt In Wake of Pelosi's Visit to Taiwan Thousands of people from across the globe tracked Nancy Pelosi's plane ahead of its touchdown in Taiwan, making it one of the most tracked flights of all time. 33. How to Increase the Market Cap of Your Car Company The route to success in the automotive industry is a meticulous and ever-evolving process. 34. Elon Musk for Time's Person of the Year is Controversial to Say the Least When was the Last Time We had an Entrepreneur For TIME's POY? 35. Elon Musk Wants to Sell Brain Chips, But No One's Buying Musk might not be a neurosurgeon, but it was only a matter of time before he also entered the world of healthcare. 36. The Noonification: What Is the Future of AI Rights? (1/30/2023) 1/30/2023: Top 5 stories on the Hackernoon homepage! 37. Terra Approaches Tesla in Terms of Bitcoin Reserves Soon Terra can have more Bitcoins than Tesla. Moreover, in long term, it can get more Bitcoins than Microstrategy. 38. The Noonification: The Forgotten Planet (10/5/2022) 10/5/2022: Top 5 stories on the Hackernoon homepage! 39. Electric Vehicles Are Getting Mainstream, Whether You Like It Or Not Move over Tesla. Electric vehicles are becoming extremely, completely normal. Everyone is both disappointed and thrilled, for different reasons. 40. Tesla to Build $5 Billion Gigafactory in Mexico With the Gigafactory agreement inked, Musk stands to benefit from a series of advantages a Mexican factory could provide. 41. Tesla's Environmental Futurism And Impact The mission of Tesla is to “accelerate the world’s transition to sustainable energy.” The company builds electric vehicles designed to be more efficient and faster than traditional automobiles. Tesla envisions a zero-emission future for our fossil fuel-reliant world, yet must continue to advance technologically in order to achieve this aim. 42. Cars With Smartphone Integration Soon Will Be Mainstream In today’s fast-paced world we’re constantly online, whether we’re at home, in the office, or behind the wheel. Connectivity and mobility rule our lives, and smartphones have become an integral part of our daily routine. But while connectivity and mobility bring tons of possibilities, they also bring new problems. One of them is safely managing our communication. 43. Learn About the History of Tesla Jon Erlichman goes over the history of Tesla. 44. Here's How Your Favorite Tech Giants Did Financially This Quarter Tech giants reported their earnings this past week and stories about these results played a role in the latest round of HackerNoon Tech Company rankings. 45. The Multiverse of Madness: Warren Buffett, Elon Musk, Inflation & Bitcoin Warren Buffett vs. Elon Musk - Inflation vs. Bitcoin 46. Et Tu, Muske? Et Tu, Muske? 47. Console #17: Japanese Pizza Toast and Turtles 01/12/2019 48. Tesla Stock Wears A Double Halo (Illustration: Mike Bloom) 49. Right-to-Repair: Facts, Myths, and Possibilities for the Future As my friends discuss some up and coming opportunities in the technology space, something came up this afternoon about a new law that’s been approved by 75% of voters in Massachusetts, called “right-to-repair”. I’ve done some reading and got some interesting thoughts for the near future. 50. Elon Musk's Lessons In Business Scaling In 2006 Tesla was struggling to pull off the first viable version of its car, which would prove at least the first feasibility of the project. And that time, Musk laid out a master plan. 51. Should Telsa Humanoids Be Our Future Nurses? While many older movies set in the future paint the 2020s as a futuristic megalopolis, the reality is that we have yet to transform into a society that sees flying cars and teleportation as normal parts of everyday life. However, new innovations and developments in healthcare, such as ambulatory surgery centers and telehealth, are slowly starting to usher us into a new age in which highly advanced technology is becoming more and more accepted and utilized. 52. Noonie Nominee Nick Oneill on Defining "Cool" for a 5 Year Old Nicholas Oneill from the Netherlands has been nominated in Product Development for his double diamond discovery series on Hacker Noon. 53. What Can Tesla, the Company, Still Learn From Tesla, the Inventor? It is pretty much obvious why Elon Musk named his company - Tesla, isn't it? But, did Elon Musk do his homework research on Nikola Tesla thoroughly? 54. What Customers Want From EV Manufacturers This Slogging thread by Arthur and Richard-kubina occurred in hackernoon's official #slogging-beta channel, and has been edited for readability. 55. 10 Stocks to Consider When Looking to Invest in Connected Cars Space The rollout of 5G is making even more connections possible, and one of the revolutionary  trends in the connected world is connected cars. Vehicles are getting smarter than ever before, and they’ll be using up a lot of data as more and more get connected to the Internet of Things. 56. Tesla's Optimus Humanoid and the Future of Sentient AI On AI Day 2022, Tesla introduced the Optimus prototype, an improvement from the human in a costume a year prior. How close to sentience is the new bot? 57. An Intro to Robotaxi and Tesla’s Foray into Autonomous Taxis Elon Musk promised Tesla robotaxis to be launched in 2020. No Robotaxis are yet to be seen while competitors like Hyundai, Waymo, and Ford make progress. 58. How Q-Reel Want to Revolutionize Electric Vehicle Charging Game-changing technology offers EV consumers safe, effortless and hassle-free at-home electric vehicle charging via first-of-its-kind automation that’s paired with integrated app-based monitoring and control; Tesla, BMW, Nissan, Chevrolet, Ford, Volkswagen, Kia and other EV drivers to benefit from leading-edge solution making home charging safer, easier and more controllable than ever before 59. Natasha Reads The News So You Don't Have To In today's most talked about and not-talked about global news: Minneapolis; Brazil; Trump vs. Twitter; Xpeng vs. China; and two well-intentioned men with machetes and a broom end up in the wrong home Down Under. 60. The Elon-Twitter Love Affair: Is it Steamy Enough for Crypto and Tech? Elon Musk Twitter association is expected to pave the way for the next-gen of social networking, web 3.0 adoption, and other tech-powered developments. 61. Manufacturing Robotization: Drivers and Barriers By 2035, in the leading industrial robotics countries, factory productivity will grow by 40% and gross value added will double. 62. SpaceX Technology May Have The Potential To Revolutionise The Future of Cars As the years have gone by, entrepreneur Elon Musk has undoubtedly become a household name. His broader visions, and not to mention wealth, has helped him to carve out a legendary mark in outer space and the automotive industry alike. 63. Dutch Forensic Team Hacked Tesla's Driving Data to Investigate a Crash Tesla’s data storage system was hacked by a team of Dutch forensic researchers this week to investigate a car crash. 64. Tesla Is Profitable, But Its Total Debt Is Nearly $28 Billion: Can They Recover? The CFO says reducing debt is the priority right now. Tesla's annual revenue tops $30 billion and first annual profit ($720 million), but total debt is $28B. 65. "Virgin Galactic is the next Tesla" - Cal Evans, Noonie Nominee for Learning To Code Learning how to code is one of the most difficult and rewarding tasks you can do. While this journey may be a tough and long one, our 2020 Noonie Nominee Cal Evans from United States can help you out. 66. Machine Learning News Roundup - 6 Essential AI Articles of 2019 67. Free Land Incentives in The Bahamas for Clean Energy Introduction 68. Landing a Job at Tesla Using Facebook Ads Step by step guide how to stand out of the crowd landing a job with Facebook ads 69. Why Hasn't Tesla Entered the Indian Market? The internet has been buzzing since Elon Musk announced that Tesla is coming to India next year. This is big news and not just for the people who are waiting to get their hands on a luxury electric car like Tesla but also for the entire electric vehicles (EV) industry in the country. 70. As Tesla Stock 📉, Musk needed to personally pay $33.5 Billion (previously $21 Billion) for Twitter Twitter v. Elon Musk Court Filing, July 12, 2022 is part of HackerNoon's Legal PDF series. Part 15 of 31: FACTUAL ALLEGATIONS -The financing structure 71. Why The Real Estate Industry Should be More Like Tesla & Less Like Volkswagen As of August 4th, 2020, Tesla shows a market cap of $280B. Volkswagen AG is worth $77B. Why is that? And what can we apply to real estate from these examples? 72. Car Safety Technology Is A Must-Have To Save Pedestrians' Lives When we talk about pedestrian traffic, safety must be the top concern. But sadly, transportation infrastructure worldwide pays more attention to the vehicle's safety, not people. 73. Tesla AI Day: How Does Tesla's Autopilot Work An overview of Andrej Karpathy's talk at Tesla AI Day on how Tesla's autopilot works in 10 minutes. 74. Did You Say $500,000 For A Virtual Plot Of Land? Amy Tom, Limarc Ambalina, and Natasha Nel are wrapping their head's around the fact that a plot of land on the Decentraland platform sold for $572k. Thank you for checking out the 74 most read stories about Tesla on HackerNoon. to find the most read stories about any technology. Visit the /Learn Repo

74 Stories To Learn About Tesla

Healthcare impacts everyone. It only makes sense, then, that the workforce in this industry reflects the diversity of its patients. Unfortunately, diversity in healthcare has a long way to go. Diversity, equity, and inclusion (DEI) practices are important in every sector. In healthcare, though, the effects of this inclusion — or lack thereof — are more impactful than most. The Importance of Diversity in Healthcare According to the Association of American Medical Colleges (AAMC), are white. Just 8.1% are Hispanic, and 6.1% are Black. That doesn’t reflect the demographics of the overall workforce, much less the diversity of these professionals’ patients. 48.8% of all resident doctors Improving those figures is about more than providing equal career opportunities for people of different backgrounds, though. The healthcare industry needs diversity because long-standing biases and the lingering effects of historical discrimination have led to uneven care standards. The medical system , slow their treatment, and be less likely to refer them to specialty services. Similar disparities arise with other demographic groups because of similar knowledge gaps and trends stemming from bias and discrimination throughout history. tends to underdiagnose Black patients A more diverse workforce could finally put an end to these trends. Black and female doctors are less likely to exhibit the same implicit biases against Black and female patients as white male doctors. How Technology Can Improve Diversity in Healthcare The path to a more diverse healthcare workforce isn’t an easy one, but technology can help. Here are a few ways medical organizations can use new tech to drive better DEI practices. Removing Bias and Barriers in Recruitment Healthcare diversity starts with more inclusive hiring. Artificial intelligence (AI) in several ways. can increase diversity in recruiting First, can parse applicants’ resumes to highlight ideal candidates without considering factors like name or gender, which could trigger innate human biases. It can even scan job sites to find professionals who haven’t applied but show potential. That way, healthcare organizations can access a wider, more diverse talent pool than they would with manual processes. AI AI can also promote diversity by looking past traditional qualifications. People from historically discriminated groups may lack the same education or experience as others, stopping them from catching human recruiters’ eyes. AI recruiting algorithms can consider a wider range of factors, searching for potential rather than experience to enable more inclusive hiring. Enabling Remote Collaboration Technology can also promote diversity by making it easier to work with people from different areas. Telehealth platforms, Internet of Things (IoT) devices, and similar innovations let medical professionals collaborate despite physical distance. As a result, hospitals can gain a global workforce without anyone needing to move. Many organizations lack diversity because their local talent pools aren’t diverse. If people from other cities, states, or even countries can work for these companies, it removes that barrier. This shift to remote and hybrid work similarly expands employment options for underrepresented groups. Not every job in healthcare is possible to do remotely. Still, can do at least some of their work remotely, only slightly below the average for all jobs. As innovations like remote-controlled surgery robots become more common, remote work will become more viable, too. 45% of healthcare professionals Personalizing Training Programs Healthcare organizations must also rethink their onboarding and training to boost diversity. Technology can help by tailoring career development programs to each worker’s unique needs. Diverse hiring means accepting some employees who don’t have the same level of experience, thanks to historical barriers. For example, just are women, creating a cycle where hospitals promote or hire more men for their leadership experience. The answer to this issue is to raise expertise from within, and personalized training enables that. 13% of radiology leaders AI can restructure training programs to better suit employees' education, skillset, and experience. Similar tools can adapt career development resources as employees gain new skills. This personalization enables faster learning, leading women and minorities to achieve needed expertise in less time. Empowering Employee Feedback Fostering diversity is also about making fair and equitable workplaces so employees of different backgrounds feel safe and respected. Technology enables this equity by making it easier for medical professionals to voice their opinions. Cloud platforms provide ideal tools for gathering and analyzing employee feedback. Employees can comfortably fill out forms while staying anonymous, removing the fear of consequences for being honest. On the management side, these tools can aggregate and visualize this data so leaders understand it better. When more workers express their views and management can see them more clearly, it’s easier to know how the organization must change. More than who’ve left a position recently cite feeling disrespected as a reason why. Fostering more communication through technology fights those feelings and shows employees their leaders care about them. half of all employees Tracking Diversity and Inclusion Goals After implementing employee-recommended changes, hospitals can track their impact with data analytics. Ongoing monitoring , as it reveals how impactful these changes are. is essential for effective DEI initiatives Cloud solutions can combine data from across workflows and employee feedback to provide a single point of view for the entire organization’s DEI. AI can go further and comb through this information to pull actionable insights. It’ll be easier for healthcare leaders to see which changes were effective and what tweaks are necessary. Over time, predictive analytics could judge the efficacy of potential changes to inform better decision-making. Healthcare organizations could improve their DEI with less trial and error as a result. As they become fairer workplaces, they’ll also attract more diverse talent. New Tech Could Be the Gateway to Greater Healthcare DEI It will take time for the healthcare industry to foster the diversity it needs. As long and challenging as that road may be, it’d be a lot harder without modern technology. AI, cloud computing, IoT and similar innovations pave the way for more effective DEI programs. These changes are beneficial anywhere, but in healthcare, they save lives. As healthcare organizations embrace this technology, they’ll become more diverse and inclusive in less time with less struggle. Quality of care for all people groups will rise as a result.

Why Diversity Matters in Healthcare — And How Technology Can Help

স্বাস্থ্যসেবাতে বৈচিত্র্য কেন গুরুত্বপূর্ণ - এবং কীভাবে প্রযুক্তি সাহায্য করতে পারে

Warum Vielfalt im Gesundheitswesen wichtig ist – und wie Technologie helfen kann

Por qué es importante la diversidad en la atención sanitaria y cómo puede ayudar la tecnología

Pourquoi la diversité est importante dans le domaine des soins de santé – et comment la technologie peut aider

स्वास्थ्य देखभाल में विविधता क्यों मायने रखती है - और प्रौद्योगिकी कैसे मदद कर सकती है

医療において多様性が重要な理由 — そしてテクノロジーがどのように役立つのか

의료 분야에서 다양성이 중요한 이유와 기술이 어떻게 도움이 될 수 있습니까?

Por que a diversidade é importante na área da saúde – e como a tecnologia pode ajudar

Почему разнообразие имеет значение в здравоохранении и как технологии могут помочь

Sağlık Hizmetinde Çeşitlilik Neden Önemlidir ve Teknoloji Nasıl Yardımcı Olabilir?

Tại sao sự đa dạng lại quan trọng trong chăm sóc sức khỏe - Và công nghệ có thể trợ giúp như thế nào

为什么多元化在医疗保健领域很重要——以及技术如何提供帮助

TTS Avatars are digital characters that use AI to convert written text into human speech. They can be personalized and adjusted to match an application's personality or brand. TTS Avatars technology uses algorithms to create and speaking and dialects. They are ideal for businesses and global enterprises. natural-sounding voices communicating emotions multiple languages This article briefly overviews the TTS market and industry and explores the use cases and monetization opportunities. TTS Avatar Technology Industry The COVID pandemic has significantly increased demand for TTS Avatar and services, especially in the . telehealth industry By publishing explainer videos and audio manuals, this technology encourages patients to engage more actively in their health and promotes awareness of health guidelines. Because of developments in neural networking and customized voice cloning, the TTS Avatar business will grow significantly in the future. These developments will accelerate with the recent introduction of language prediction model. Open AI's GPT 3 Even SMEs are expected to show interest in TTS technology due to its cost-effectiveness. The market is becoming more competitive, with major companies like Google, Amazon, and IBM investing heavily in this field. According to recent studies by , the worldwide TTS market is predicted to grow at a steady CAGR of 14.7%, from USD 2.0 billion to USD 7.06 billion by 2028. Emergen Research The entire is also expected to reach USD 31.82 billion by 2025, with the combination of voice recognition and virtual reality (VR) driving market demand. Speech and Voice Recognition Market A prominent example is Facebook's VR platform Oculus Rift, which integrated voice recognition into VR gear in February 2017. Benefits of TTS Avatars Technology for Businesses TTS avatars are becoming more prevalent in various industries, and as this technology advances, businesses can use it to their advantage. One of the most apparent benefits of TTS avatars is their ability to provide consistent across all communication channels 24/7. TTS avatars can therefore enhance customer satisfaction and loyalty, increasing sales and revenue while improving a company's brand image. customer service Moreover, by handling multiple inquiries simultaneously, TTS Avatars increase , reducing the need for human customer support personnel and lowering business costs. efficiency TTS avatars can improve and save time by reading reports. They can also provide flexibility for remote workers and decrease the need for in-person meetings. internal corporate communication With the many advantages and use cases mentioned, TTS avatars offer numerous commercial and in various sectors. Investing in this technology can improve operations and maintain competitiveness in the market. monetization opportunities TTS Avatar Use Cases TTS avatars can be utilized in different ways. For instance: e-learning and training programs by providing a more dynamic and exciting learning experience. Enhancing communication between healthcare professionals and patients, particularly those with hearing or visual impairments and language barriers. Improving organizations with consumers and workers by utilizing TTS avatars for efficient, tailored communication. Connecting more immersive and engaging experiences in the entertainment industry as virtual storytellers or for interactive audio tours. Creating gaming experiences by providing spoken instructions or feedback to gamers. Boosting spoken translations of the text in other languages for language translation services, thus facilitating effective communication between people who speak different languages. Delivering more engaging and personalized advertisements in the advertising industry. Providing Certainly, TTS Avatar technology will lead to even more unique uses and commercial possibilities. Famous TTS Avatar Applications Let's now see some of the most popular applications and use scenarios of TTS Avatar technology in different industries. E-learning provides an education and e-learning solution that uses video to improve the learning experience. Deepbrain Their interactive solutions allow students to ask questions and receive real-time responses, and they offer one-on-one AI Tutor classes to accelerate English speaking proficiency in various scenarios. They also provide a (TTS) solution that enables users to convert text, URLs, and PPTs to natural-sounding speech using a library of over 200 AI voices in over 80 languages, including celebrity voices. text-to-speech Telehealth provides a telehealth solution utilizing an AI text-to-speech avatar named Molly that assists patients throughout their healthcare experience. Molly helps patients schedule appointments, renew prescriptions, and answers questions relating to their health. Sensely Patients converse with Molly using natural language and receive responses in real-time. Social Entrainment is a virtual influencer and musician featured in music videos and fashion campaigns. A text-to-speech program produces her voice. is an AI chatbot that uses TTS technology to communicate with users. Lil Miquela Replika It can provide emotional support and companionship to users by conversing with them in a human-like manner. TTS Avatars are virtual guides in museums and theme parks, such as Deepak at the National Museum of Natural History and Karen at Universal Studios Hollywood. They provide spoken descriptions and storytelling to visitors, creating an immersive and engaging experience. Is TTS Technology a Challenge for Developers? As easily intuitive, TTS Avatars allows developers to augment their apps with spoken feedback and instructions, resulting in more engaging and individualized end-user experiences. Integrating language processing into mobile and online apps is relatively simple. However, there are challenges. One of them is ensuring that the TTS avatar's voice and tone reflect the app's overall style and correspond with the . Developers must also guarantee that the TTS avatar's spoken replies are accurate and helpful to users. app's brand identity Despite these obstacles, the power of TTS avatars can help developers' products stand out in a crowded marketplace. ZEGOCLOUD TTS Avatar SDK With SDK, developers can seamlessly incorporate a 3D Avatar maker into their apps. This solution has exceptional features like automatic and manual avatar creation, facial expression mirroring, voice modeling, and gesture and body posture detection. ZEGO Avatar Recently, ZEGOCLOUD launched an upgraded version - - elevating metaverse immersion to new heights. It includes three major updates: ZEGO Avatar SDK 2.0 : The AI-powered TTS technology can identify written language and match Avatar's correct mouth shape and speaking manner while playing the corresponding audio. Text-to-speech : Users may experience full-body motion capture mapping fast and efficiently with their phone camera and no extra motion capture gear. Motion captures and mapping capabilities : With a headgear model, users obtain avatars flawlessly merged with real-time camera video. AR Avatar ZEGO Avatar SDK 2.0 will be a must-have for every developer wishing to create creative and engaging virtual experiences for their consumers.

Innovative Communication: The Role of Text-to-Speech Avatar Technology

Comunicación innovadora: el papel de la tecnología de avatar de texto a voz

Communication innovante : le rôle de la technologie d'avatar de synthèse vocale

इनोवेटिव कम्युनिकेशन: टेक्स्ट-टू-स्पीच अवतार टेक्नोलॉजी की भूमिका

革新的なコミュニケーション: テキスト読み上げアバター技術の役割

Comunicação inovadora: o papel da tecnologia Avatar Text-to-Speech

Truyền thông sáng tạo: Vai trò của công nghệ hình đại diện chuyển văn bản thành giọng nói

创新沟通：文本到语音化身技术的作用

The American Hospital Association reports that hospital expenses from 2019 to 2022, while Medicare reimbursements remained far behind, growing by a mere 7.5%. increased by 17.5% Given this unfortunate situation, healthcare organizations need to take it upon themselves to reduce costs without overloading their medical and administrative staff, who already have too much on their plate. One way to cut down expenses is by deploying a hospital facility management solution that will improve both internal operations and patient care. offer different types of ready-made and custom tools that can address your unique needs. And healthcare organizations seem to love it. The global healthcare facility management market is forecast to after it was valued at $6 billion in 2021. Hospital software development companies reach $8.3 billion by 2026 This article explains what hospital facility management is, presents seven exciting ways in which technology can improve your operations, and gives a brief guide on how to proceed with deployment. What tasks comprise hospital facility management in 2023? Health facilities management aims to sustain an environment that helps staff members perform at their best while improving patient experience. The concept comprises a wide range of tasks, including managing equipment, taking care of employees, making sure the facilities are clean and safe, and overseeing the budget. In many healthcare organizations, facility managers are also responsible for public relations, marketing, and compliance. Basically, this discipline is responsible for all non-clinical activities performed at healthcare organizations. Here is a list of the key tasks associated with hospital facility management: Maintaining patient comfort and privacy Simplifying navigation for staff and visitors Coordinating the use of equipment Taking over equipment purchase, installation, and maintenance Building renovations, which includes selecting contractors and monitoring their work Taking measures to enforce hospital’s safety and security, including periodically assessing the building for fire hazards and such Placing protocols for emergency situations, like hazardous waste release and spreading infections Ensuring compliance with the governmental and local regulations, such as Centers for Disease Control and Prevention policies Handling finances, including putting forward the operations budget and adhering to it, prioritizing investments, negotiating service agreements Marketing the hospital and its services Crafting strategies to improve patient and employee experience Let us investigate how technology helps enhance or fully automate these processes, lessening the burden of administrative work for healthcare organizations. 7 ways technology is transforming healthcare facility management as we know it Here are seven major examples of how hospital facility management technology can support your healthcare organization. Transforming asset management Enabling predictive maintenance Optimizing energy consumption Streamlining process automation Facilitating healthcare data analytics Improving patient care Ensuring compliance with standards and policies Transforming asset management Technology can help hospital facility managers handle both staff and equipment effectively. Below you will find several examples of hospitals that leveraged cutting-edge technologies, such as the Internet of Things and artificial intelligence, to streamline their operations. Equipment management The NutrsingTime.net survey reported that nurses tend to looking for lost equipment; in 16% of the cases, they fail to locate it. Hospitals can embed different types of trackers, such as GPS and Bluetooth tags, into defibrillators, medical carts, and any other piece of equipment to retrieve information on the equipment’s whereabouts from healthcare IT systems in real time. waste around 40 hours per month As an added benefit, this practice will also reduce theft. Research shows that during their lifecycle, which averages a loss of $3000 per item. 10%-20% of medical assets are stolen There are several off-the-shelf facility management solutions for hospitals that can help you with equipment tracking. One example is . The company built a medical inventory and device monitoring solution that tracks equipment’s location, displays its condition and where it was deployed, and schedules maintenance when needed. Hospital managers can add as many users as they want while enabling role-based access to the assets. Texas-based Asset Panda Staff management Healthcare facility management technology powered by can help evenly distribute workload among medical staff, taking into consideration their preferences and capabilities. AI solutions for hospitals A research team from the Massachusetts Institute of Technology built an AI robot that could assign care givers to different medical procedures and patients. This solution was tested at the labor-and-delivery ward. The staff and testified to its success in creating a more even workload than they could accomplish with a manual assignment. accepted 90% of the tool’s recommendations You can find more examples in article on our blog. how AI benefits the healthcare sector Enabling predictive maintenance Predictive maintenance is about relying on the Internet of Things (IoT) sensors and data analysis techniques to detect any anomalies in a piece of equipment before it starts malfunctioning. At the first signs of defects, the device’s manager can conduct maintenance at a convenient time to prevent a breakdown. offer sensors and the corresponding software to gather data on power consumption, temperature, and more. This data is analyzed , like excessive vibration, which might be caused by machine overload, but can also be an early indicator of a breakage. This approach to maintenance prevents unexpected device failures, which can result in poor patient outcomes, litigation, and reputational damage. Hospital IoT development companies to detect any anomalies A team of researchers in the United Arab Emirates developed an approach to IoT-powered predictive maintenance and tested it on a Vitros-Immunoassay analyzer at a local hospital. The primary cause of this device’s breakage is metering arm belt slippage when the belt is worn out. It’s possible to catch the belt’s early deterioration signs by analyzing vibration signals. So, the researchers collected vibration data and analyzed it with ML algorithms to detect any evidence of malfunctioning. This experiment resulted in . 25% savings in the device’s maintenance costs Optimizing energy consumption Unlike residential and commercial buildings, hospitals operate 24/7, consuming around 2.5 times more electricity than other establishments of the same size. Hospital facility management technology, such as , , and , can help significantly reduce the electricity bill in the following ways: AI data analytics cloud computing Data analytics can identify areas of wasted energy and recommend optimizations. Machine learning algorithms can be trained to predict energy demands based on historical usage data, building information, climate, and other relevant parameters. This allows hospitals to prepare in the case of spiking demand and maybe cut down on energy use in other areas for that time period. Some technologies can reduce energy consumption just by deploying them. For instance, studies show that organizations by moving their workload to the cloud instead of keeping it on premises. can achieve almost 80% of energy saving One example of applying hospital facilities management technology to energy consumption comes from the ENGIE x NTU Innovation Challenge in Singapore, where participants gained access to a local hospital to come up with an energy optimization solution over the course of eight months. The winners deployed multi-variant sensors to capture data on room occupancy parameters, such as carbon dioxide and humidity, analyze these using machine learning algorithms, and control air conditioning accordingly. The team succeeded in . reducing energy consumption by 20% Streamlining process automation Robotic process automation (RPA) . Here are some of the key applications of this technology in the context of hospital facility management: has many benefits in healthcare . RPA bots can assist staff in medical coding and preparing insurance claims. Streamlining billing and payments . RPA tools can monitor that data sharing across different healthcare facilities adheres to data privacy protocols and has strict access rights. Facilitating data sharing . This technology can monitor the location and usage of different medical tools. It’s even applied in organ tracking to facilitate organ transplantation procedures. Managing inventory . Bots can help spot the right candidates and guide them through the onboarding processes, taking the load off human resources. Assisting in recruitment and onboarding For example, US-based ApprioHelth deployed UiPath’s RPA solution enhanced with AI and computer vision to facilitate insurance claims handling. This tool automates data capturing and entering into the corresponding application form fields. It can even extract text from images. This solution . yielded a 96% reduction in insurance claims backlog Facilitating healthcare data analytics . This includes assisting in cancer treatment, mitigating hospitalization risks, helping patients with mental issues, and more. Big data has many applications in the medical field In the context of hospital facility management, big data analytics tools can assist with strategic planning as they enable managers to understand the needs and motivations of medical staff. Analytics can also predict when a senior staff member needs to be present to consult junior colleagues, and can help devise training and development plans, as it monitors employees’ performance. Data analytics tools can also help better allocate hospital facilities. For instance, Texas Children’s Hospital relied on an to identify available practice rooms and assign them to appointments. The tool processes appointment data to estimate room demands and finds empty rooms that meet these conditions. Thanks to this solution, the hospital could schedule 550 additional appointments, which added $86,000 to its revenue in merely six months. analytics-powered space visualization solution Improving patient experience Hospital facility management while taking the load off the medical staff and the facilities. Here is what it can do: technology can also enhance patient care Predicting how many patients to expect at a hospital on any given day, which helps with staffing and spares patients the wait Easing the administrative burden around doctor visits, as technology supports patients in appointment scheduling, sends reminders, and helps visitors navigate around the facilities instead of having to call someone asking for directions Post-discharge care, such as sending automated reminders of medication intake, distributing wellbeing surveys, and analyzing the results without overwhelming doctors and nurses Enabling virtual care and remote patient monitoring, as patients don’t need to be physically present at the hospital to receive consultations. Patients are happy to stay at home and the hospital isn’t overloaded. Even though telehealth solutions are not typically classified under the hospital facility management technology, one can argue that they improve patient care without putting an extra load on the clinic’s facilities. And they enable doctors to consult patients, who they otherwise wouldn’t reach. For instance, Aravind Eye Hospital located in India opened five IT-powered centers in rural areas to conduct telemedicine sessions with people who couldn’t reach the hospital. Thanks to this setup, over 90% of the patients received adequate care without commuting. Ensuring compliance with standards and policies Compliance is extremely important in the healthcare sector, and it’s one of a hospital facility manager’s responsibilities. Depending on your country of operations, there are different compliance regulations to abide by. In the US, the medical sector is governed by the Health Insurance Portability and Accountability Act (HIPAA). And in addition to the country-wide regulations, each hospital has its set of policies that the medical facility management solutions can also help enforce. Technology, such as , can increase compliance in the following ways: AI and its subtypes . Compliance laws tend to change rapidly, and hospitals can’t afford to stay behind. AI-powered solutions can monitor the regulations and report on any changes. Monitoring for updates in healthcare standards and regulations . Data privacy is a huge concern for medical institutions, and artificial intelligence tools can ensure that only authorized parties gain access to patient information. Controlling data access . AI can continuously monitor hospital software looking for . It can also monitor passwords and guide users to select options that are hard to hack. Preventing data breaches security vulnerabilities . There are ready-made credentialing management software solutions that can keep track of and verify staff qualifications, including their university degrees and any training they received afterwards. Streamline employee credentialing . This type of solution can help trace the number of visitors at any given time to remain within the limits imposed by the hospital and the government. Visitor tracking . Some healthcare software solutions can capture incidents/near incidents, analyze them to determine the cause, and monitor improvement. Incident management One example of incident management and reporting solution comes from . Headquartered in Houston, symplr uses technology to improve healthcare operations. The company offers a solution that enables hospitals to evaluate and mitigate operational and financial risks that would accompany failure to comply with changing regulations. The company claims that with the help of their software, managers will spend 45% less time monitoring compliance issues. symplr How to approach a hospital facility management overhaul The following steps can guide you through medical facility management technology deployment: Determine which organizational needs you want to address. Are you considering monitoring equipment, improving energy efficiency, enhancing compliance, or enabling predictive maintenance? Write down what you want to cover, prioritize this list, and choose the best suited technology accordingly. In addition to the use cases, consider other factors, such as scalability, ease-of-use, how well it will , and so on. integrate with your existing system Develop the overall strategy. Identify key stakeholders and determine how to engage them, allocate people and budget, determine how you will measure success. Conduct a pilot test. Experimenting with the technology will reveal: How do different systems work together, especially if it involves legacy equipment? Can your infrastructure handle the new load? Does the new solution incorporate all the corresponding business flows? Is every user comfortable with the new tools? Offer training and education. Hospital facility managers might not be familiar with this type of tools, and it’s better to offer formal training instead of expecting employees to learn independently. If they find the new tools hard to use, they will not be eager to adopt them. Come up with a . Facility management solutions for hospitals tend to generate vast amounts of data, especially when it involves IoT. You will need a system that can store and process all this information. data management strategy Also, depending on the technology you choose, you might encounter different challenges associated with its implementation. Our blog details , , and to help you sail through the transformation. AI implementation challenges RPA-related challenges issues associated with big data Still hesitating to proceed? As the technology becomes more powerful, it enables facility managers in hospitals to accomplish more with fewer resources and in shorter time. There is no more running around searching for equipment, wasting hours on trivial manual tasks, and getting fined for missing the latest regulations updates. If this is still happening at your practice, it might feel acceptable at the moment, but in the near future it will become difficult to compete with more tech-savvy facilities. You don’t have to take any radical steps now. You can start with one or two use cases, such as equipment tracking, and scale from there. If you want to work with a basic ready-made hospital facility management solution, we can help you integrate it into your workflows and customize it if needed. And if you are interested in deploying something more comprehensive, we can set you up with IoT sensors, build and train AI algorithms, develop data analytics and reporting tools that will give you a 360-degree view of your operations, and more. And, don’t hesitate to reach out if you have any questions. Considering streamlining your operations with hospital facility management tech? ! We will assist you in choosing the right technology, implementing the software, and integrating the final solution into your system. Get in touch Also published . here

How Technology Is Changing Hospital Facility Management as We Know It

Cómo la tecnología está cambiando la gestión de las instalaciones hospitalarias tal como la conocemos

Comment la technologie change la gestion des installations hospitalières telle que nous la connaissons

जैसा कि हम जानते हैं, प्रौद्योगिकी अस्पताल सुविधा प्रबंधन को कैसे बदल रही है

私たちが知っているように、テクノロジーは病院施設管理をどのように変えているのか

Como a tecnologia está mudando o gerenciamento de instalações hospitalares como o conhecemos

Công nghệ đang thay đổi cách quản lý cơ sở bệnh viện như chúng ta biết

正如我们所知，技术如何改变医院设施管理

The 40 Under 40 Fueling Spain's Startup Economy

40 অনূর্ধ্ব 40 স্পেনের স্টার্টআপ অর্থনীতিতে জ্বালানি দিচ্ছে

Die 40 unter 40 treiben Spaniens Startup-Wirtschaft voran

Los 40 menores de 40 que impulsan la economía de las startups en España

Les 40 de moins de 40 ans alimentent l'économie des startups espagnoles

40 अंडर 40 स्पेन की स्टार्टअप अर्थव्यवस्था को बढ़ावा दे रहा है

スペインのスタートアップ経済を支える40歳未満の40人

스페인의 스타트업 경제를 촉진하는 40세 미만 40세

Os 40 abaixo dos 40 impulsionam a economia das startups na Espanha

40 Yaş Altı 40, İspanya'nın Startup Ekonomisini Güçlendiriyor

Nhóm 40 Under 40 thúc đẩy nền kinh tế khởi nghiệp của Tây Ban Nha

40 位 40 岁以下的人士推动了西班牙的创业经济

Even as the workforce slowly recovers from the post-pandemic blues, massive layoffs are stressing an already stretched workforce. The sudden and massive layoffs have once again thrust many employees into a state of financial insecurity and uncertainty, further exacerbating the challenges they face. An X-Leap Research report nine out of 10 people are reporting early signs of mental health issues. In addition, titled, “Mental health and well-being in the workplace,” 80% of the Indian workforce has reported mental health issues in the previous year. Research shows that a person’s stress level is five out of ten when employed, but can rise to when healthy coping mechanisms are compromised. says according to Deloitte’s 2022 survey eight or higher Consequently, awareness is one of the latest trends in workplaces after the pandemic revealed its significance. Yesterday, , an Indian mental health platform conducted a mental health awareness camp for students in Kota, Rajasthan to address the escalating mental health concerns among students of engineering and medical preparation. mental health Lissun In March, , an Indian social gaming platform, tied up with , a tech-led omnichannel mental health platform to provide WinZO’s employees with access to mental health consultants and online counselling and therapy services, as well as to organise workshops to improve their understanding of user behaviour and build better products for its users. WinZO Amaha If you are innovating, you need to perceive the environment you operate in as psychologically safe Saumya Singh Rathore, co-founder, WinZO “If you are innovating, you need to perceive the environment you operate in as psychologically safe. A startup in itself is challenging because you are swimming against current. Lastly, we want our teams to understand this for themselves and for the consumer – an insight into feelings can be hugely enabling,” says Saumya Singh Rathore, co-founder, WinZO and a Masters in psychology. “The world post covid era has been very challenging to most. The world outside had survival threats to self and loved ones. The norms of society changed every few weeks and many of us were isolated, a way of life we are not used to. This only followed with many businesses going through an unstable cycle and layoffs everywhere,” she adds. Employers Must Step Up The state of the Indian employee has room for improvement. According to a from , an employee health insurance platform, Indian employers are falling short in offering comprehensive benefits; only 5% of Indian organisations offer comprehensive insurance coverage. report Plum Also, only 56% of Indian organisations offer maternity benefits to their female employees, with just 14% of them having a maternity limit greater than INR 50,000. Moreover, less than 2% of Indian companies offer OPD coverage with insurance. The uptick is telehealth consultation, which is the most popular at a 42% adoption rate. Employers are beginning to recognize the importance of mental health in the , and initiatives such as mental health awareness camps and access to mental health consultants are becoming more common. workplace As we move forward, it is crucial that employers prioritize the mental health and well-being of their workforce to help them cope with the ongoing challenges and build a healthier, more resilient workforce for the future. This article was originally published by Navanwita Bora Sachdev on The Tech Panda.

Mental Health in Indian Workplaces: Employers Must Step Up

Salud mental en los lugares de trabajo indios: los empleadores deben intensificar

Santé mentale dans les lieux de travail indiens : les employeurs doivent intensifier leurs efforts

भारतीय कार्यस्थलों में मानसिक स्वास्थ्य: नियोक्ताओं को अवश्य कदम उठाना चाहिए

インドの職場におけるメンタルヘルス: 雇用主は強化する必要がある

Saúde mental nos locais de trabalho indianos: os empregadores devem intensificar

Sức khỏe tâm thần tại nơi làm việc của Ấn Độ: Người sử dụng lao động phải tăng cường

印度工作场所的心理健康：雇主必须加强

This is the fifth piece in a series on developing XR applications and experiences using Oracle and focuses on XR applications of healthcare, vision AI, training and collaboration, and messaging, including other topics such as multi-platform development, etc. Find the links to the first four articles below: Develop XR With Oracle, Ep 1: Spatial, AI/ML, Kubernetes, and OpenTelemetry Develop XR With Oracle, Ep 2: Property Graphs and Data Visualization Develop XR With Oracle, Ep 3: Computer Vision AI, and ML Develop XR With Oracle, Ep 4: Digital Twins and Observability As with the previous posts, I will specifically show applications developed with Oracle database and cloud technologies using HoloLens 2, Oculus, iPhone, and PC and written using the Unity platform and OpenXR (for multi-platform support), Apple Swift, and WebXR. Throughout the blog, I will reference the corresponding demo video below. https://www.youtube.com/watch?v=QTe2trT2ZHM&embedable=true Extended Reality (XR) and Healthcare I will refer the reader to the first article in this series (again, the link is above) for an overview of XR, and I will not go in-depth into the vast array of technology involved in the healthcare sector but will instead focus on the XR-enablement of these topics and the use of Oracle tech to this end particularly as Oracle has an increased focus in this area via the Cerner acquisition and other endeavors. It is well known that telehealth has grown tremendously since the pandemic, peaking at 78 times the rate just a month before the pandemic and even now still leveling off at 38 times that rate. These and other numbers and their impact are well documented in numerous publications, such as this and the , which will be referenced in this article. One only needs to have heard of the to understand the extent to which XR will aid in this industry, and so again, I will not delve too deeply into attempting to prove this, but proceed to give some examples and ideas involving Oracle database and cloud technologies. McKinsey report VR/AR Associations Healthcare Forum use of XR for live surgeries by Johns Hopkins back in 2021 Vision AI and Contextual Intelligence: Real-time analysis and diagnosis The first example involves the use of the Hololens mixed-reality headset (though other headsets/devices could be used) and Oracle’s Vision AI service. It should not be much of a stretch of the imagination to envision healthcare workers wearing XR devices that provide additional functionality and information to them (and indeed, many already are). Today doctors, dentists, etc. constantly cross-reference a computer screen with a patient to check for information and orient what they see (being x-ray, MRI, etc.) and often where head-mounted lights, monocular magnifying glasses, etc. The XR solutions being discussed here are mere evolutions of that. More details on this application can be found in the research blog , but the basic details of how it works are described here. here The application running on the Hololens takes pictures with its built-in camera using the wearer’s field of vision as a reference and does so at regular intervals. This provides a hands-free experience that is, at the very least, more convenient. Still, in many situations, like in the operating room, it’s necessary for users’ hands to interact with the real (or XR) world, thus making it a more optimal solution. This also means the system can pick up contextual information that the practitioner may not be aware of or have access to while quickly gathering and processing such information without the practitioner having to explicitly instruct it, thus saving time as well. This leads to the optimization that mixed reality provides, an exciting byproduct of immersion. via secure REST calls, where they can be conveniently accessed by directly and also stored and/or accessed in the database. The Hololens then sends these pictures to OCI Object Storage the OCI Vision AI Service There are several different approaches and architectures that can be used from this point to conduct the logic and calls to the Oracle Vision AI APIs for processing the images sent by the XR device. For example, as far as language used, initial versions were written using the OCI CLI, Java, and Python, with a final Java GraalVM-native image version being used. Also, as the Java GraalM native image starts almost instantaneously when the service conducts a particular short-lived routine, it is a good candidate for a serverless function. Optionally, the OCI Notification Service can listen to Object Store changes and call serverless functions as well. The Java service receives a notification of image upload to object storage and conducts a series of actions as follows: Conducts an OCI Vision AI service API call backed by an x-ray object detection model and provides the location of the image sent by the Hololens. Receives a reply from the object detection model with the percentage chance of the x-ray being in the image and the bounding coordinates of it. Crops the original image using the bounding coordinates. Conducts another OCI Vision AI service API call backed by an x-ray classification model and provides it the cropped image of the x-ray. Receives a reply from the image classification model with percentage change of x-ray containing signs of abnormalities/pneumonia. The Hololens application receives this reply and notifies the wearer with an audible notification – this is configurable and can also be visual. In the case of this application, the information includes the picture of the cropped x-ray with its discovered details listed and stored in a virtual menu located on the wrist and viewable by the wearer only. This approach prevents the interruption of the wearer though it is also possible to overlay the results on the real-life x-ray from which they were derived. Vision AI and XR are a natural match for solutions in a number of areas, including both healthcare workers, as shown here, and people with conditions such as Parkinson’s, autism, Alzheimer’s, vision and hearing impairment, etc.. (e.g., applications/solutions that can be used in this space is described in ) this blog Motion and Sentiment Study: Real-time face and body tracking analytics Today, 95% of healthcare facilities provide remote treatment and rehabilitation. XR technologies can be used to help patients better understand their conditions and treatment options. This can help patients feel more informed and empowered in their healthcare decisions. The next example was implemented using the iPhone and Swift using Apple’s for body tracking movements. The joint coordinates of a model movement are recorded and sent to the Oracle database via Rest calls to ORDS. A person (whether it be a patient, athlete, etc.) using the application attempts to conduct the same movement, and their joint coordinates are compared to those of the model movement stored in the database. If the allowable deviation/delta of the movements is exceeded, the corresponding joints and bones are shown in red rather than green. RealityKit This feedback is given in real-time to measure progress (e.g., after a rotator cuff or other surgery) and/or to allow the user to modify their movement to match the control model as well as work on balance and coordination. These movements can, in turn, be analyzed (more on XR and Oracle Analytics in an upcoming blog), replayed, manipulated to carry out simulations, etc. These use cases, of course, extend into the sports, entertainment, etc. sectors as well. Digital Twins + Doubles and Multiplayer/Participant Messaging: Training and Collaboration A recent study reported by Unity shows that approximately 94% of companies using real-time 3D technology find it valuable for staff training and are using it to create interactive guided learning experiences. This applies across industries, including manufacturing, transportation, healthcare, retail, and many more, and some trends in the area (many of which coincide with what is shown in this blog) are discussed . here XR technologies can be used to create realistic simulations of medical scenarios, allowing healthcare professionals to practice procedures and techniques in a safe and controlled environment. For example, medical students and surgeons can use XR simulations to practice surgeries with tactile sensations giving the feedback of real surgery, and nurses can use AR simulations to practice administering medications. This can help healthcare professionals gain valuable experience without risking patient safety. In addition to teaching, XR provides a unique ability for collaboration between individuals in different locations and specialties, creating a shared virtual space where multiple users can interact with each other and with virtual objects. There are several different techniques and software options available for creating XR multiplayer/participant training and collaboration, including XR conferencing software and metaverses, Photon and others like it, Rest, WebSockets, and different types of messaging. XR conferencing software and platforms, such as Alakazam, are becoming increasingly popular and allow multiple users to participate in virtual meetings, events, training sessions, etc. Photon is a platform that allows developers to create multiplayer games and applications using Unity, Unreal Engine, and other game engines and can easily be installed on and take advantage of Oracle Cloud compute (including ). It is perhaps the most famous of such platforms, but there are others. NVIDIA GPU WebSockets are a protocol for real-time communication between web clients and servers and can be a faster and more efficient method for such use cases than Rest though Rest calls are a simple, viable option in many cases as well, and more APIs are available via Rest in general than any of the other methods. Messaging is another technique that can be used to create XR training and collaboration experiences. Systems such as Kafka and JMS have both pub/sub (multi-consumer topics) and producer/consumer (single-consumer topics) and are very flexible for different training and collaboration needs. In the training application shown in the video, I used a number of the techniques above but focused on using Oracle’s TxEventQ messaging engine (formerly known as AQ). This is a very powerful and unique offering for a number of reasons, one key one being its ability to conduct database work and messaging work in the same local transaction. This is unique and and also exactly-once message delivery so that there is no message loss and no need for the developer to write deduplication logic. perfectly suited for microservices as it provides a transaction outbox pattern This may not be necessary for conventional gaming or movie streaming but is a must for mission-critical systems and provides some extremely interesting and unique aspects for XR where the ability to reliably store a shared (3D) object (especially those that are dynamic or created via generative AI, e.g.) and the interactions/messages that have been made upon it by various participants is a very powerful tool. That is precisely what is done in the app shown in the video. The collaborative session is not only recorded in 3d for viewing as a video but the actual objects and their interactions by participants are recorded in the database and available for playback so that they can be intercepted and manipulated later on. This allows for the ability to do deeper learning and run further models (AI or otherwise), simulations, scenarios, etc., by tweaking the objects and interactions like/with playbooks. With the development of more advanced technology and more powerful devices, XR training will become more prevalent in the near future, making the training experience more immersive and interactive. One other small note is that the app in the video has healthcare workers in full 3d volumetric video captures made professionally in a studio but also one that is a simple 2d video with the green screen alpha-channel removed via a Unity shader providing a similar holographic effect with minimal effort (the quality could be better with more effort re lighting, etc.). A Zoom virtual greenscreen could be used to this end as well as free assets with animation done in Blender. Unity, Zoom, and Blender all being free and use the Oracle always-free Autonomous database, making creating the solution very accessible as far as software and cloud costs. Data EcoSystem: Telehealth and Virtual Health Centers A virtual healthcare center or hospital is a healthcare facility that provides medical services through digital channels such as video conferencing, online chat, remote monitoring, and, increasingly, XR technologies. These digital tools allow patients to access healthcare services from the comfort of their homes or remote locations without the need to physically visit a hospital or clinic. The concept of a virtual healthcare center is becoming increasingly popular due to the growing demand for telemedicine services, especially in the wake of the COVID-19 pandemic. A virtual healthcare center can provide a wide range of medical services such as primary care, specialty consultations, diagnostic tests, and prescription refills and offers convenience and flexibility to patients who can access medical services from anywhere and at any time. This can be especially beneficial for patients with mobility issues, those living in rural areas, or patients who need to consult with a specialist who is not available in their local area. It can also reduce healthcare costs for both patients and healthcare providers. By using remote consultations and monitoring, healthcare providers can reduce the need for expensive in-person consultations and hospital stays. Patients can also save money on transportation costs and time off from work. A virtual healthcare center can improve the quality of care for patients. With remote monitoring, patients can receive personalized and continuous care, with healthcare providers able to monitor their health in real-time and intervene quickly if necessary. This can result in better health outcomes and reduced hospital readmissions. However, there are also some challenges to implementing virtual healthcare centers. These include issues around data privacy and security, as well as the need for adequate internet access and digital literacy among patients. In addition, some patients may still prefer traditional in-person care, and, though decreasing in number, there are limitations to what medical services can be provided remotely. The concept of a virtual healthcare center has the potential to revolutionize the way healthcare is delivered, with benefits for both patients and healthcare providers. However, careful consideration and planning are needed to ensure that the implementation of virtual healthcare centers is safe, effective, and equitable for all patients. Oracle, with its acquisition of Cerner and increased focus on the future of healthcare, is in a one-of-a-kind position to facilitate such XR solutions by its ability to “Deliver better health insights and human-centric experiences for patients, providers, payers, and the public. Oracle Health offers the most secure and reliable healthcare solutions, which connect clinical, operational, and financial data to improve care and advance decision-making around health and well-being.” ( ). Larry Ellison made this clear at his Oracle OpenWorld presentation, where healthcare was the priority for Oracle’s future, and earlier in the year when he , “Together, Cerner and Oracle have all the technology required to build a revolutionary new health management information system in the cloud.” Oracle Health page stated Mental Health Over 20% of American adults experience mental illness, while over 2.5M youth struggle with severe depression and 800,000 people commit suicide each year in the world due to mental illness. Simultaneously, there is a growing deficit of mental health professionals, which is a nationwide issue but is particularly severe for minors and adolescents. According to the U.S. Department of Health and Human Services, the country is expected to have a shortage of 10,000 mental health professionals by 2025. Mental health is one of the areas where XR has been most widely researched and proven extremely effective as a way to deliver therapies and treatments for mental health conditions such as anxiety, depression, and PTSD. For example, VR exposure therapy can be used to help patients confront and overcome their fears by exposing them to simulations of the things they are afraid of in a controlled and safe environment. Cognitive Behavioral Therapy (CBT), XR can be used to create immersive, meditative experiences to promote mindfulness, relaxation, and stress reduction. For example, VR environments can simulate peaceful and calming natural environments, such as beaches, forests, mountains, or space. Children, the elderly, and others that may spend prolonged periods in hospitals, etc., are using XR to explore the world and socialize. Using XR and teletherapy, therapists can create virtual environments that can simulate in-person therapy sessions, providing a more immersive and personalized experience while reducing the inhibitions of the patient and even allowing the use of AR lenses and avatars for privacy. NLP (Natural Language Processing) sentiment analysis, such as that provided by the corresponding Oracle AI service, can interpret emotions and intent from verbal communication, and with advances in facial recognition and facial sentiment analysis, it is now possible with great accuracy to detect the emotions a person is feeling and/or expressing non-verbally (the same follows for body/gesture tracking). Neuro-technology and neural interfaces in coordination with XR can now interpret and give insight into human intent and measure emotion, providing even greater insight into intent and emotion. And, of course, the world is quite familiar with the greater and simpler accessibility of AI interfaces such as ChatGPT, etc., to facilitate this. As with the X-ray example given earlier, these can, in some situations, provide greater and more consistent accuracy and speed than a human but can also act as assisting technologies for healthcare workers. More examples of this will be in upcoming blogs. Additional Thoughts I have given some ideas and examples of how healthcare and XR can be used together and facilitated by Oracle. I look forward to putting out more blogs on this topic and other areas of XR with Oracle Cloud and Database soon. Please see for more information on XR and Oracle cloud and database, as well as various topics around microservices, observability, transaction processing, etc., as well as this . Also, please feel free to contact me with any questions or suggestions for new blogs and videos, as I am very open to suggestions. Thanks for reading and watching. my other publications recent blog about what AR is

Develop XR with Oracle, Ep 5 Healthcare, Vision AI, Training/Collaboration, and Messaging

Oracle, Ep 5 Healthcare, Vision AI, প্রশিক্ষণ/সহযোগিতা, এবং মেসেজিং সহ XR বিকাশ করুন

Entwickeln Sie XR mit Oracle, Ep 5 Healthcare, Vision AI, Training/Zusammenarbeit und Messaging

Desarrolle XR con Oracle, Ep 5 Healthcare, Vision AI, capacitación/colaboración y mensajería

Développer XR avec Oracle, Ep 5 Healthcare, Vision AI, Formation/Collaboration et Messagerie

Oracle, EP 5 हेल्थकेयर, विज़न AI, प्रशिक्षण/सहयोग, और मैसेजिंग के साथ XR विकसित करें

Oracle、Ep 5 Healthcare、Vision AI、トレーニング/コラボレーション、およびメッセージングを使用した XR の開発

Oracle, Ep 5 Healthcare, Vision AI, 교육/협업 및 메시징을 사용하여 XR 개발

Desenvolva XR com Oracle, Ep 5 Healthcare, Vision AI, Treinamento/Colaboração e Mensagens

Oracle, Ep 5 Healthcare, Vision AI, Eğitim/İşbirliği ve Mesajlaşma ile XR'yi geliştirin

Phát triển XR với Oracle, Ep 5 Chăm sóc sức khỏe, Vision AI, Đào tạo/Cộng tác và Nhắn tin

使用 Oracle、第 5 集医疗保健、Vision AI、培训/协作和消息传递开发 XR

Technology is the cornerstone of just about every industry nowadays, and the massive healthcare industry is no exception. Modern healthcare is more advanced than ever, and caring for patients is becoming easier and more effective because of new technologies. However, the COVID-19 pandemic put a spotlight on some of the weaknesses the healthcare industry is struggling to improve. A serious issue many healthcare workers are facing right now is burnout — a unique type of job-related stress — and the situation is only getting worse. New and emerging technologies might serve as a potential solution to healthcare worker burnout. Healthcare Workers and Burnout in 2023 Unfortunately, many healthcare workers are experiencing significant cases of burnout. Burnout, as defined by the Mayo Clinic, is directly tied to one’s job. a state of emotional and physical exhaustion Workers experiencing burnout often feel a reduced sense of accomplishment, interest in their roles and responsibilities, and even a lost sense of purpose or identity. Burnout is running rampant in the healthcare industry. Some of the include: symptoms of caregiver burnout Lack of energy Fatigue/sleeping problems Increased symptoms of anxiety and depression Mood swings Feeling hopeless Withdrawal from usual activities Difficulty coping with stress or sadness Unintended weight gain or loss A 2021 survey from Cross County Healthcare, Inc. found that nearly 37% of nurses were burned out, overworked, or stressed, causing more nurses to consider leaving their jobs. Only 32% of them were satisfied with their jobs, a decline from the before the pandemic. 52% who reported feeling satisfied 5 Technologies That Potentially Reduce Burnout in Healthcare Workers Various are sparking change. Take telehealth, for example. new technologies in the healthcare sector The significant increase in telehealth and telemedicine services made it much easier for patients to receive care from doctors at a time when leaving home meant potential exposure to the COVID-19 virus. Without telehealth appointments, it would’ve been more difficult for people to find decent medical care. Humans weren’t the only ones to benefit from telehealth or telemedicine, either — and even offered animal healthcare online during the pandemic. veterinary services went digital Explore some of the technologies that might help alleviate the cases of burnout in healthcare workers. 1. Robotic Process Automation (RPA) RPA can be a major boon to healthcare organizations. Caregivers are often responsible for loads of paperwork, filling out electronic health records (EHRs), and processing claims. The main purpose of RPA is to use various advanced algorithms for doctors and other medical workers. to automate monotonous or repetitive tasks In doing so, RPA-enabled equipment and computer systems to operate without human intervention, freeing up doctors, nurses, and other medical staff to care for patients instead. Employees can automate claims processing, insurance paperwork, and other EHR processes to focus on more meaningful duties. Healthcare workers can achieve high productivity in the areas of their job that need it most urgently, such as administering medications to patients, performing life-saving surgeries, and diagnosing medical conditions. 2. Workforce Management System (WMS) Another piece of technology that could help healthcare workers avoid burnout is a state-of-the-art workforce management system (WMS). WMSs are critical in today’s healthcare sector, as they enable healthcare facilities to manage a productive staff. There are many types of software and service platforms available in the WMS space to assist healthcare providers with scheduling, reducing costs, improving efficiency, and delivering positive patient outcomes. The risk of poor patient outcomes and are straining today’s industry. the shortage of skilled workers A high-performing WMS might not solve labor shortages or poor patient experiences, but it could play a major role in reducing worker burnout. Nurses and doctors benefit from enhanced staffing and scheduling with a WMS, meaning they might be able to work fewer hours and strike a work-life balance. 3. Remote Monitoring Remote patient monitoring (RPM) tools, whether Bluetooth-enabled glucometers, spirometers, weight scales, or manometers, are becoming increasingly popular in healthcare. RPM devices help medical workers monitor their patients from afar, so they can stay on top of any changes as they happen from any location. With remote monitoring, physicians can monitor a patient’s medical condition, vitals, or basic health metrics without having them visit the office or spend time on a phone or video call. Ultimately, remote monitoring helps healthcare providers save time and effort, helping reduce feelings of burnout. Another benefit of RPM is that it can reduce the number of hospitalization cases. RPM can from diseases. prevent or delay complications Fewer patients in a hospital ease the burden on an already busy staff, which gives them more time to take breaks, eat, drink water, and take care of their bodies and minds. 4. Artificial Intelligence (AI) Chatbots AI is becoming more widely used in just about every industry. AI-powered healthcare chatbots are one technology that could also reduce employee fatigue. Instead of answering calls or emails, or scheduling appointments, employees allow an AI chatbot to start the triage process with patients. The chatbot can gather intake forms, ask patients about their symptoms and guide them on the next steps. AI healthcare chatbots are revolutionizing with their patients, and employees get to benefit from chatbots as well. the way healthcare providers interact In these instances, patients can receive a more streamlined version of an in-office visit from the comfort of their own homes through their devices, like smartphones, tablets, and laptops. 5. Digital Wellness Tools The tech mentioned above might not eliminate employee burnout entirely, but it could alleviate some of the burdens employees carry throughout their workdays. Additionally, digital wellness tools can help employees cope with common burnout symptoms, like sleeping problems, anxiety and depression, and lack of energy or motivation. Mental health matters, especially in the caregiving and healthcare field. It’s crucial for providers to take care of their own mental well-being so they can show up to work and care for others. Various — like Headspace, Wellness 360, Pulse, and more — can help employees prioritize their mental, physical and emotional well-being to curb the effects of burnout. digital wellness tools Using New Tech to Reduce Burnout in Healthcare Workers It’s safe to say that jobs in the healthcare sector are very demanding. Doctors, nurses, caregivers, and other hospital staff are busy professionals, working with patients and trying to deliver the best, highest quality care possible. Achieving these goals can become challenging, especially at a time when risks are high and hospitals are busy. Burnout in healthcare workers is increasingly common. If healthcare companies want to ensure their staff is operating successfully, it’s critical they adopt and implement some of the technologies above. Technology won’t remove potential workplace barriers like burnout, but it can surely alleviate the burdens healthcare workers face in their roles.

Healthcare Worker Burnout: 5 Technologies That Could Help

Agotamiento de los trabajadores de la salud: 5 tecnologías que podrían ayudar

Burnout des travailleurs de la santé : 5 technologies qui pourraient aider

हेल्थकेयर वर्कर बर्नआउट: 5 तकनीकें जो मदद कर सकती हैं

医療従事者の燃え尽き症候群: 役立つ 5 つのテクノロジー

Burnout do profissional de saúde: 5 tecnologias que podem ajudar

Sự kiệt sức của nhân viên y tế: 5 công nghệ có thể giúp ích

医护人员职业倦怠：5 种可以提供帮助的技术

Technology tends to get a bad rep when it comes to mental health issues. According to , at-risk adolescents experience more conduct problems and higher ADHD symptoms when they exceed their normal use of technology. However, if technology is the problem, can it also be the solution? research Oh yes, it can. And it should be. (Considering the fact that there’s no hiding from tech anyway). Mental Health Technology: Then. Now. Future Over the last few years, technology for assessing, monitoring, and managing mental health issues has swiftly taken. Many anticipate that if technology continues to advance quickly, it will offer creative answers to the myriad problems that mental health services currently confront. The COVID-19 epidemic and the ensuing rise in public exposure to remote healthcare technologies have expedited the shift toward new contactless kinds of mental health support. According to , global spending on mental health technology has grown twofold since 2019 - from $203 million in 2019 to $491 million in 2022. Why? Let’s look at the health statistics. Deloitte Against the backdrop of global turbulence and economic crises, we, humans, are facing a looming global mental health crisis - the biggest we have ever had. In the US alone, almost adults live with a mental illness. 53 million Mental health disorders in adolescents are at an all-time high as well. 10-19-year-olds experiences a diagnosable mental disorder, which translates into 13% of the global burden of disease in this age group. The leading triggers of illnesses are reported to be depression, anxiety, and behavioral disorders. one in seven It’s estimated the global , including both direct and indirect costs. And it’s now clear that the old ways of diagnosing and managing mental illnesses do no work. cost of this crisis will reach USD 16 trillion by 2030 Why traditional mental health treatment doesn’t suffice Statistics demonstrate that of people with mental illnesses in England may not get access to the treatment they need. In the US, this number is lower, yet still significant - a total of people do not receive the treatment. And there are some tangible reasons behind this downward tendency. 75% 27 million Stigma Be it ignorance, misinformation, or personal issues, the stigma around mental illnesses is still strong. Moreover, individuals may experience self-stigma which includes internalized shame about having a condition. As a result, people are too afraid to get therapy and come out about a mental illness. How technology can help: mobile applications can reduce stigma by providing easy-to-access information about mental illness that helps prevent discrimination and encourage more acceptance. Moreover, virtual treatment is more anonymous than physical appointments so clients can seek treatment options without involving other people. Accessibility of healthcare services Sufficient and high-quality healthcare helps individuals overcome their health challenges, especially when it comes to mental health. However, of individuals report at least one barrier to healthcare access. High costs account for over 13% of missed treatments. over 95% How technology can help: although digital care isn’t enough to treat severe mental health conditions, it can still complement traditional psychological counseling (psychotherapy) to control symptoms. Moreover, telehealth can eliminate structural barriers to getting online psychiatry and therapy. Thus, digital healthcare solutions such as BetterHelp or Amwell have proven to be as as in-person therapy, and come at lower costs. effective Scarcity of mental health services In 2022, the healthcare industry is experiencing a growing psychiatrist shortage. Thus, the dearth of mental health professionals has affected people. According to analysts, between 14,280 and 31,109 psychiatrists will be needed in the nation within a few years. Geographical constraints also prevent people from seeking treatment. over 150 million How technology can hel p: digital health helps reach people that live in rural areas and provide access to a larger pool of professionals, bypassing geographic boundaries. Emerging technologies in mental health Now that we have reinforced the importance of technology in improving mental health services, let’s see what kind of technology can help bridge the gap. The range of digital health solutions is immense - from wearables and symptom checkers to IoT and virtual counseling. I’ll flesh out the basics of the most widespread tech pieces in the area. Mobile apps Even if individuals living with mental disorders around the globe lack access to mental health care, they’re most likely to have access to a mobile phone. The global mental health apps market size stood at in 2021 and is projected to grow at a CAGR of 16.5% from 2022 to 2030. $4.2 billion Smartphone apps can offer flexible 24/7 support, based on individuals’ lifestyles and needs. Some apps are designed to help manage specific symptoms such as anxiety or depression. They can also give users reminders so that individuals don't forget to take medication or record how they're feeling each day. Our team had a chance to build a mental health application that helps patients connect with counselors and therapists based on their specialty and state. The The also includes telehealth features that allow patients and therapists to communicate with each other. Around of clients have found the app to be as effective as traditional therapy. Calmerry app 88% Predictive analytics Experts tend to talk about artificial intelligence as a silver bullet for all problems. And there’s something to it. Its unprecedented capability to analyze mounds of data, discern hidden patterns, and generate predictions bodes well for mental health as well. Enter digital phenotyping. Digital phenotyping is the use of digital devices to measure and track an individual’s physiological and behavioral data. This data can be used to infer information about the individual’s health, well-being, and risk for certain diseases. Clinicians can also monitor treatment adherence and response in psychiatric patients. was among the first to employ predictive analytics to identify users with severe depression. Facebook Predictive analytics can also be used to make predictions about the likelihood of developing a mental health condition or possible clinical outcomes. Thus, developed a tool that identifies individuals likely to require crisis services such as A&E, community mental health crisis services, or inpatient care. Healthcare Financial Management Association Immersive technologies Immersive technologies are becoming increasingly popular, with a wide range of applications in gaming, entertainment, and education. But immersive technologies are also being used in more unexpected ways, such as in the treatment of mental health conditions. Virtual reality (VR) and augmented reality (AR) are being used to help people with anxiety, PTSD, and other conditions. These technologies can be used to create experiences that are calming or therapeutic, and studies have shown that they can be effective in treating mental health conditions. The thegameChange by Freeman had 346 participants, making it the biggest VR treatment trial for a mental health problem to date. The researchers discovered that their immersive strategy lessened the anxiety and discomfort brought on by commonplace circumstances and that automated VR therapy was especially helpful for people with severe agoraphobia. study Prescription video games Excessive gaming is often associated with having a detrimental effect on mental health. However, ADHD video game treatment has proven to improve attention function in children 8‑12. Yet, it can only be used as a supplemental tool and cannot substitute for medication. As of today, there is only one therapeutic game approved by the FDA and that’s . EndeavorRX The game was created in collaboration with neuroscientists and is intended to improve and stimulate regions of the brain that are crucial for the function of attention. The purpose is to teach a child with ADHD to better multitask and ignore distractions. A computer algorithm monitors the player's progress and adjusts the game's difficulty as needed. Digital pills This sci-fi technology refers to a pharmaceutical dosage with an ingestible sensor inside. The pill is designed to improve medication adherence and inform the user whenever they need to take their medication. These sensors use Bluetooth to transmit and are activated in the stomach by pH variations. Although the concept looks interesting, digital pills haven’t stirred much enthusiasm due to privacy and logistical concerns. However, the etectRx™ company managed to get FDA approval for its flagship product, . It includes a wearable reader for recording events that are signalled by ingesting the ID-Tag, an ingestible sensor, from the ID-Capsule. The ID-Cap System offers unattended data collecting for clinical applications while also logging, tracking, and trending intake times. ID-Cap System Mental health technology: the next frontier of healthcare During the last several years, we've seen an abundance of new apps and technologies geared toward helping people improve or maintain their mental health. However, as much as we can say that these apps are making a difference, there are still plenty of gaps to fill. Mental health issues are a huge source of controversy and stigma, but there have been major contributions to help change that. Artificial intelligence, mobile applications, and telehealth stand to have the greatest potential in the field and are likely to grab all the attention in the coming years.

The Mixed Blessings of Technology for Mental Health

Las bendiciones mixtas de la tecnología para la salud mental

Les bienfaits mitigés de la technologie pour la santé mentale

मानसिक स्वास्थ्य के लिए प्रौद्योगिकी का मिश्रित आशीर्वाद

メンタルヘルスのためのテクノロジーのさまざまな祝福

As bênçãos mistas da tecnologia para a saúde mental

Những phước lành hỗn hợp của công nghệ đối với sức khỏe tâm thần

技术对心理健康的喜忧参半

In this fourth article of the series, I focus on XR applications of health, digital twins, IoT, observability, and its related use in the metaverse. This is the fourth piece in a series on developing XR applications and experiences using Oracle and focuses on XR applications of computer vision AI and ML and its related use in the metaverse.  Find the links to the first two articles below: Develop XR With Oracle, Ep 1: Spatial, AI/ML, Kubernetes, and OpenTelemetry Develop XR With Oracle, Ep 2: Property Graphs, Data Visualization, and Metaverse Develop XR With Oracle, Ep 3: Computer Vision AI, ML, and Metaverse As with the previous posts, here I will again specifically show applications developed with Oracle database and cloud technologies, HoloLens 2, Mixed Reality Toolkit, and Unity platform. Throughout the blog, I will reference this corresponding demo video: https://youtube.com/watch?v=Ot-vBMEch1o Extended Reality (XR), Metaverse, and HoloLens I will refer the reader to the first article in this series for an overview of XR and HoloLens (linked above). That post was based on a data-driven microservices workshop and demonstrated a number of aspects that will be present in the metaverse, such as online shopping, by interacting with 3D models of food/products, 3D/spatial real-world maps, etc., as well as backend DevOps (Kubernetes and OpenTelemetry tracing), etc. The second article of the series was based on a number of graph workshops and demonstrated visualization, creation, and manipulation of models, notebooks, layouts, and highlights for property graph analysis used in social graphs, neural networks, and the financial sector (e.g., money laundering detection). The third article of the series used computer vision AI to detect, tag, and speak images in a room and to extract text from the same room in order to provide various contextual information, etc. based on the environment. this one, the subject matter can be shared and actively collaborated up, even in real-time, remotely.  These types of abilities are key to the metaverse concept and will be expanded upon and extended in these future pieces. This blog will not go into digital twins in-depth, but will instead focus on the XR-enablement of these topics and the use of Oracle tech to this end. Digital Twins There are a number of nuanced definitions available but in general, "A digital twin is a virtual representation of an object or system that spans its lifecycle, is updated from real-time data, and uses simulation, machine learning, and reasoning to help decision-making." and a digital double generally refers specifically to representations of human beings. Real-time data is often collected from sensors and thus IoT architectures, etc. are often used in the process though there are numerous types of sources and techniques that may be used. Quite a bit of material exists on digital twins and so I will be brief on this topic, but its potential for innovation, collaboration, immersion, etc. in XR and metaverse really is limitless and very exciting.  There are endless examples in so many sectors. Here I will only touch on health (as a representation of the greater health, sports, health care, etc. space) and home (as a representation of the greater AEC space). Health and Healthcare Health and health care are currently and increasingly areas where XR innovation has taken some of its greatest advances.  Telemedicine and telehealth from such companies as Amwell, etc. provide comprehensive digital healthcare solutions for health systems, health plans, employers, and physicians already and have made huge strides, particularly in the necessity brought about by pandemics, etc. and this will certainly continue to be enhanced with XR to provide access in locations, conditions, and areas of specialization previously unobtainable. In addition, XR has been used for training and education in the health sector for some time now and the HoloLens, in particular, is now used in live surgeries.  Used together with computer vision AI, predictive analysis, etc., the efficiency and quality of treatment will make leaps forward in the near future.  I will show an example of this in an upcoming blog in this series and with the merger of Oracle and Cerner, you can expect to see further synergy and advancements in this area. Though obviously directly related, the example in this blog is focused directly on individual health itself and a digital twin/double representation of a patient/human exercising.  There are numerous flavors of tech and wearables for fitness and otherwise, that are perfectly suited for this purpose. I have focused on the Apple Watch and its HealthKit API for my development as it provides an including activity (activeEnergyBurned, swimmingStrokeCount, vo2Max, ...), body measurement (bodyFatPercentage, ...), reproductive health (basalBodyTemperature), hearing (environmentalAudio Exposure), vital signs (heartRate, bloodPressure), lab and test results (bloodGlucose), nutrition (dietaryCholesterol), alcohol consumption, mobility, UV exposure, etc.  This information is available in addition to other information the watch and it's apps collect and provide like weather, GPS, etc. astonishing amount of information The demonstration shown in the video entails a runner wearing a watch with an application that continuously sends any selected metrics to the Oracle database.  The metrics sent can be configured either at the watch or at the database itself, making the application very dynamic. In this case the GeoJSON/GPS location, heart rate, cadence, calories burned, elevation, and temperature are sent. This can be done in various ways general using MQTT (eg a bridge/event mesh from Mosquitto to the Oracle AQ/TEQ messaging system can be used to take advantage of functionality there) or, in this case, Rest. The HoloLens in turn receives this information from the database and plots a human standing, walking, or running (depending on location distance/change over time) on the appropriate GPS location on a map.  The direction and rotation of the human animation are determined by the history/change of GeoJSON coordinates received, the lighting determined by the weather stats received, etc.  The human animation is divided along the mid-sagittal plane with skeletal, muscular, etc. systems exposed for labeling/tracking in case any specific biometrics in these areas would like to be labeled, measured, and analyzed. Simultaneously, a unified observability exporter receives this information from the database and provides the metrics, etc. in Prometheus format for display and monitoring in a Grafana console.  You can learn more about Oracle's unified observability framework and in more detail in a blog that will be released very soon . here here Oracle is referred to as the converged database because it supports all data types/formats (as well as workloads, messaging, etc.) in a single database.  This is exemplified here by the fact that various stats can be stored in relational format, the GPS locations in (Geo)JSON format, and MapMyRun/TCX or Stava/GPX in XML format. This allows compatibility, cross-data type queries, and operations, etc.  In this way, the activity/run can be played back and analyzed at a later time.  There are a number of breakthroughs occurring in fitness and sports (health and entertainment) made possible by XR that are beyond the scope of this article. Home, Architectural, Engineering, and Construction Likely the first and most prominent industry to implement the usage of XR is that of architecture, engineering, and construction (AEC) and to a related extent, the home.  Everything from arranging virtual furniture in a house to orchestrating extremely complex construction sites and processes such as those provided by Oracle's . Aconex The demonstration shown in the video entails a simple representation of some key concepts.  The HoloLens presents a 3d visualization of the house.  The visualization can easily be generated quickly by a number of existing technologies such as the Lidar support on newer phones, however, in this case, I simply use a model of the house though I do include a photogrammetric scan of a drum from the house in the model. (This was done statically, however, dynamic/real-time photogrammetric, Lidar, etc. scans are becoming more feasible for digital twin generation as time goes on and a future blog will demonstrate this.). The real-world light in the house continuously sends its color status (over MQTT) which the HoloLens receives and in turn uses to set the color of its virtual/digital twin light. Conversely, when a virtual/digital twin color button in the HoloLens app is pushed, the color command is sent (this time over Rest though it could be MQTT as well) and the real-world light changes to the color selected. As these changes are stored in the database, the digital twin of the house can be monitored and controlled from anywhere with an Internet connection. In addition, a security camera facing the outside of the house streams the video it captures (one possible way to do this is to or use video streaming with Oracle's new OCI Digital Media Services) which the Hololens receives and displays in the digital twin model and so the user can also view security cameras to recreate a realistic live representation/model of the house from any location. stream a Pi camera to Oracle cloud The Hololens application can also overlay the camera feed on the actual/real-world interior wall corresponding to the location of the camera on the exterior wall thus creating a see-through effect of the walls. Finally, digital twins can be representations of actual world objects and locations or representations of a process or concept or both and so in this example we further replace the window with a window that looks out on Venice canal, a water hole in Nairobi desert, etc. via live stream.  Yet another classic example(s) of mixed reality. Other Sectors Other examples of sectors developing more digital twins and digital doubles in the XR space include fintech with, eg, advanced digital assistants, sensors in cars for insurance, etc., geographic information systems for mining and other industries, holograms and photogrammetry for various meetings and conferences, and advanced sensors and analytics such as Oracle's exciting F1 Redbull collaboration project are just a few examples. Additional Thoughts I have given some ideas and examples of how digital doubles and XR can be used together and facilitated by Oracle.  I look forward to putting out more blogs on this topic and other areas of XR with Oracle Cloud and Database soon. Please see and for more information on XR and Oracle cloud and converged database as well as various topics around microservices, observability, transaction processing, etc. Also, please feel free to contact me with any questions or suggestions for new blogs and videos as I am very open to suggestions. Thanks for reading and watching. the articles I publish here here

Develop XR With Oracle, Ep 4: Health, Digital Twins, Observability, and Metaverse

Desarrolle XR con Oracle, Ep 4: salud, gemelos digitales, observabilidad y metaverso

Développer XR avec Oracle, Ep 4 : Santé, jumeaux numériques, observabilité et métaverse

ओरेकल के साथ एक्सआर विकसित करें, एप 4: स्वास्थ्य, डिजिटल जुड़वां, अवलोकन, और मेटावर्स

Oracle を使用した XR の開発、Ep 4: ヘルス、デジタル ツイン、オブザーバビリティ、およびメタバース

Desenvolva XR com Oracle, Ep 4: Saúde, Gêmeos Digitais, Observabilidade e Metaverso

Phát triển XR với Oracle, Ep 4: Health, Digital Twins, Observability và Metaverse

使用 Oracle 开发 XR，第 4 集：健康、数字孪生、可观察性和元界

The year 2021 was a banner year for digital health with around invested into the sector. Telemedicine and mental health were among the verticals that received the most investment dollars. It was also the year when value-based healthcare became evidently complemented by technology, a tendency being accelerated by the pandemic. $57 billion The growing momentum of health tech, in turn, makes VCs bullish on the long-term potential of health tech, especially in telemedicine, biopharma, and medical devices. But will the momentum stay the same for health tech in 2022? Let’s find out. The state of digital health in 2022 According to , the global digital health funding has dropped in Q2’2022 compared to 2021. Thus, it now stands at $7.1 billion, falling 32% from Q1'22 and 58% from the highest watermark in Q2' 21. The decrease has influenced almost all digital health areas, yet leaving health IT at the same level. CBInsights Digital health - a miscellany of software, technology, wearables, and applications that cater to the consumer, i.e. patient. Health Informatics or IT - software designed specifically for healthcare providers that aim to make the process of tending to a patient more accurate. The global digital health market has also experienced a funding decrease of 57% as a result of supply chain woes, a volatile stock market, and turbulent geopolitics. But there’s still a bright side for digital health in 2022. Europe, for example, has seen an increase of 6% in funding growth, while health IT funding grew by 27%. And although the unicorn landscape is not as rich as it was in 2021, this year has still welcomed some disruptors, including Viz.ai, BostonGene, and others. Now let’s see what areas have reaped the most buzz or are poised to do so beyond 2022. What Impacts The Industry in 2022? The healthcare industry has seen the advent of a wide range of innovations over the last few years. Yet, there’s a common denominator that links all those applications and that’s technology. In particular, the market for artificial intelligence in healthcare is estimated to reach over by 2030. So let’s see how machine intelligence has toppled ours. $194 billion Digital therapeutics funding reaches over $1 billion in 2022 YTD DTx or digital therapeutics is an emerging field of healthcare that uses digital technologies to prevent, manage, and treat medical conditions. Unlike traditional treatment and medical devices, digital therapeutics leverage technology to target disease at the level of behavior or physiology. This allows it to be used to treat a wide range of conditions, from chronic diseases like diabetes to mental health conditions like anxiety and depression. DTx’s can be prescribed by physicians as stand-alone treatments or complement drug-based therapies. In simple words, DTx are complex applications that rely on real health outcomes and clinical evidence to treat a wide range of diseases and disorders. Typically, they are approved by the FDA or undergo any other form of regulatory scrutiny. As you may have guessed, (ML and NLP, to be exact) that gave birth to digital therapeutics. And with smartphones in everybody’s pocket, delivering DTx has become easier than ever before. it’s data processing and artificial intelligence for pain relief to be granted Food and Drug Administration approval. EaseVRx is a prescription-use virtual reality headset that helps with pain reduction. Device users reported, on average, a 42 percent reduction in pain intensity, . AppliedVR's EaseVRx became the first virtual reality-based digital therapeutic according to one study According to a , people who used a device reported a 42% pain reduction. study Mental health tech raises $1.5 billion in 2022 YTD Sadly, mental illnesses aren’t rare in the United States. Thus, almost one in five U.S. adults suffers from a mental illness. That’s almost people. 53 million Mental health tech is a growing field of technology that is designed to help people with mental illness. This includes things like mood trackers, apps that help you manage your medications, and even virtual reality therapies. Mental health tech is a growing field because mental illness is a major problem in the world, and we need new ways to treat it. Thanks to machine intelligence, therapists can now comb through large amounts of historical data to track family histories, past behaviors, and responses to prior treatments. Combined, this information empowers therapists to better diagnose a patient and choose the most effective treatment. in the future includes: The big promise AI holds for mental health Affordability - mobile applications are cheaper compared to common expenses associated with in-person appointments (therapists’ rates, commute, etc.) Anonymity - over choose robots over humans to discuss their mental health issues. 80% of people Efficiency - smart algorithms have already in interpreting behavioral signals. proven to be efficient The application matrix of mental health tech has significantly grown over the last few years and is slated to gain traction in the future. Remote patient monitoring, mental health apps, virtual reality, and CBT apps are just a sliver of everything that mental health tech has to offer , an online mental health platform, developed by The App Solutions. Calmerry Clinical trials tech raises over $1 billion in 2022 YTD Clinical trials are a critical step in the development of new treatments and therapies. They provide valuable data that can help us understand how a new treatment works, what side effects it may cause, and whether it is safe and effective. And you know what’s shocking? to hit the market. In the United States, it takes an average of (!)  for an experimental drug to make it to the medicine cabinet. Moreover, only 5 in 5,000 drugs go from preclinical testing progress to human testing. The number of years it usually takes for a new drug 12 years In recent years, AI has been used increasingly to reduce the time and costs it takes to develop a new drug. In clinical trials, algorithms can help to identify which patients are most likely to respond to a new treatment. Machine learning can also help to monitor patients during the trial to ensure that they are adhering to the treatment plan. According to , AI-powered applications play a crucial role at all stages of clinical trials - from trial design to sign-off. Advanced data analytics and automation are the main unique selling propositions of AI for drug development. Deloitte In the future, computer intelligence is projected to bolster the design and execution of faster, and more patient-focused clinical trials by processing structured and unstructured patient data in real time. This analysis will be complemented with data from patient populations to generate 360-degree evidence. Telehealth funding hits over $5 billion across 290 deals in 2022 YTD Until the pandemic, only a few tech scions thought of telemedicine as a viable solution with long-term potential. According to a poll, in January 2022, received care via telehealth. In 2021, this figure was around 48%. But despite the drop, it's still higher than before the pandemic 38% of patients is the delivery of healthcare services using telecommunications and digital technologies. It allows patients to consult with healthcare providers from a distance using video conferencing, telephone, or the internet. Telehealth can be used to provide a wide range of services, including primary care, mental health care, and specialty care. Telehealth platforms Telemedicine bring benefits to both types of users: Doctors can securely exchange files with patients via secured live chat, provide quick diagnoses, receive laboratory tests, consult a patient, and others. Patients can receive high-quality medical services without leaving their homes, schedule appointments, pay for medical services online, and others. The pandemic has reinforced the need for virtual health care. Our team, for example, has built a custom for a Berlin-based clinic that needed a remote communication solution to decrease the number of offline visits during the pandemic. telemedicine platform Here's what a telemedicine platform looks like - a conventiently fit into your smartphone. healthcare hub Health IT funding totals $5.1 billion across 254 deals in 2022 YTD Finally, health informatics has got a boost in 2022 as healthcare providers flocked to Unlike traditional health data storing, electronic records allow for rapid information sharing, reduced paperwork, and better follow-up - things much-needed in the modern healthcare system. electronic health records , e-prescribing, and personal health records. Health IT can free you to focus on your health instead of on the everyday hassles of managing your health care. [1] According to , the global healthcare IT market size was valued at over $250,577 million in 2020 and is estimated to garner over $880,688 million by 2030. The full saturation of health IT is only one piece of the puzzle for resolving a system-wide lack of interoperability. statistics Technology Is Making Healthcare More Human The last few years have laid bare the inefficiencies of the traditional healthcare system. , and other problems significantly impact patient outcomes and adversely affect the public perception of traditional healthcare. Lack of visibility, labor shortages, preventable medical errors Paired with technology, the healthcare system can unlock more interoperability, reduce medical errors, and cut down operational costs. So it’s no wonder that we’re moving to a completely new, digital plane of medicine where artificial intelligence, data analysis, and connectivity step in to make our lives better. [1] Health IT: Advancing America’s Health Care. The Office of the National Coordinator for Health Information Technology. https://www.healthit.gov/sites/default/files/pdf/health-information-technology-fact-sheet.pdf

Transformative Healthtech Ideas That Can Solve Healthcare Crisis 

Ideas transformadoras de tecnologías de la salud que pueden resolver la crisis de la atención médica

Idées transformatrices de technologies de la santé qui peuvent résoudre la crise des soins de santé

स्वास्थ्य देखभाल संकट को हल करने वाले परिवर्तनकारी हेल्थटेक विचार

ヘルスケアの危機を解決できる革新的なヘルステックのアイデア

Idéias transformadoras de tecnologia de saúde que podem resolver a crise da saúde

Ý tưởng về Healthtech mang tính chuyển đổi có thể giải quyết cuộc khủng hoảng về chăm sóc sức khỏe

可以解决医疗危机的变革性医疗科技理念

Why do more and more organizations in the healthcare industry mass choose the digitalization of business? Is it the convenience of gathering patient data and communicating via smartphone? Or do medical workers choose digitalization because of the reduced human error? Is it also because of the higher profits? Well, every single organization may have its reasons. But one thing is for sure – the trend is booming and is without a doubt extremely beneficial for both the patient and business. In this detailed overview, we will look through a project aimed at the integration of personal medical devices with a healthcare application. We will get into the details of its main features, the goals of the complex project, and more. What was the point of the challenging project? Having extensive field knowledge in delivering healthcare solutions, our team took over the development of a handy application for a healthcare provider. The project was aimed at bringing the business to a new level and making patient care more accessible. More and more organizations providing professional patient care are going more digital because of: Improved quality of medical services provided Telehealth solutions allow clinicians to work more efficiently and save precious time. Medical personnel mustn’t spend hours doing nerve-racking paperwork or other standard bureaucracy. Time and cost-efficiency Going digital allows clinics and pharmacies to efficiently allocate resources. This, in turn, increases the profit. Functionality in detail was aimed at the smooth integration of a telemedicine application with personal medical devices. The project was implemented in several important stages. Our project For integration, our team: Investigated the data formats of different healthcare devices. Developed a custom approach to extract the indicators measured by these devices. Wrote a complex algorithm to extract necessary information and display it on the screen of the telemedicine application. Performed thorough functional testing of the mobile app. At the very moment, the solution allows patients to measure health indicators and automatically display data on the phone screen. After synchronization, the data can be quickly sent to the attending physician for the subsequent diagnosis and treatment plan prescription. Here’s a step-by-step guide to the developed software: Step 1: Choose the desired category. You can choose between a blood glucose meter, pulse oximeter, and blood pressure monitor. Step 2: Connect the telemedicine application with the right device. Just click on the right name in the dropdown menu of all nearby devices with Bluetooth. Step 3: Measure your health indicators. The data will be transferred automatically in a few seconds. Step 4: Send health data to your attending physician. Get the medical care you deserve. Main challenges of delivering a handy Telehealth application One of the biggest technical challenges of the eHealth project was investigating several different data formats. To approach every device as a separate element would mean designing custom algorithms for each. Of course, this is both energy-intensive and risky in terms of breakdowns. Based on these considerations, our engineers designed a universal approach for synchronizing different devices. Another challenge of the eHealth project was compliance with stated medical standards. This nuance is of great importance for several reasons. Firstly, stated medical standards help deliver a high-quality, reliable product. Secondly, sticking to rules is beneficial in terms of marketing and profit. The moment to consider the development of a telemedicine app Mobile development is increasingly gaining momentum. More and more clinics and other medical institutions are contacting IT specialists to adopt modern technology. App development became the new black in the medical industry. Most clinics are contacting IT providers to cover their needs and bring their business to a higher level. Here’s how you know it’s time to consider the development of a telemedicine solution: Your personnel can’t handle the workload. Appointment management, drug inventory, and other internal processes take forever. There’s no single database with historical medical records. Your organization is steadily losing money. Device integration: Why is compliance with medical standards so important? IT companies designing solutions for clinics and pharmacies use different data formats. A reliable IT company has to ensure that the development complies with medical standards. ISO / IEEE 11073 is, in plain words, a set of standards that deals with personal medical devices. The ISO / IEEE 11073 is based on the IEEE11073 standard but is of a narrower application. The mentioned telemedicine set of standards isn’t just a guide for managers, software developers, and testers. It is a valuable marketing element. The prices for officially certified products are higher than those for products that are not certified. This statement is especially true for the US, Canada, and Western Europe. The implementation of the ISO / IEEE 11073 does not only improve consumer confidence. The certification significantly improves the company’s overall image and, accordingly, its profits. What’s the business value of medical device integration for large medical providers? What is the main business value of the delivered solution? Why should healthcare providers consider building similar solutions in order to become more competitive? Take a look at the business benefits we managed to provide: The application makes dedicated patient care more accessible in times of a global pandemic The app allows personnel to devote more time to high-quality patient care Medical records can be easily digitalized by collecting health indicators via application The app helps attract more patients by simplifying most processes associated with medical care Final words One of the main business tendencies across the whole world is introducing telemedicine solutions in hospitals and other medical institutions. As stated by the professionals, about 97% of all healthcare providers across the United States have significantly expanded telehealth access after COVID-19. The benefits a handy telemedicine application can deliver are undeniable. Telehealth access provides for increased accessibility of services, significantly better patient care, and digitalization of collected patient data. So what are you waiting for? Go take your business to a new level. You can also explore how the medical device integration works . here https://www.youtube.com/watch?v=SuB22MZ54BY&feature=youtu.be

Successful Integration of Personal Medical Devices with Mobile Telemedicine Application

Integración exitosa de dispositivos médicos personales con aplicación de telemedicina móvil

Stories, News & Mentions about AXLEHEALTH

Axlehealth’s Stories on HackerNoon