NLP Performance in Clinical Notes: Addressing Data Limitations and System Overfitting

April 1st, 2025

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Open-Source NLP Systems for Identifying Social Support and Isolation in Psychiatric Notes

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tech-stories #social-support-extraction #social-isolation-detection #nlp-in-psychiatry #electronic-health-records #clinical-nlp-applications #sdoh-in-psychiatry #psychiatric-notes-mining #psychiatric-encounter-notes

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How We Collected Lexicons for Fine-Grained Categories of SS and SI Using an Iterative Method

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Developing Rule and LLM-Based Systems to Identify Mentions of Fine-Grained Categories

Natural Language Processing

Apr 01, 2025

#SOCIAL-SUPPORT-EXTRACTION

Extracting Social Support and Social Isolation Information From Clinical Psychiatry Notes

Natural Language Processing

Apr 01, 2025

#SOCIAL-SUPPORT-EXTRACTION

How We Used EHR Data to Develop the SS/SI NLP Pipeline

Natural Language Processing

Apr 01, 2025

#SOCIAL-SUPPORT-EXTRACTION

Extracting Social Support and Isolation Info From Clinical Psychiatry Notes: SS and SI Categories

Natural Language Processing

Apr 01, 2025

#SOCIAL-SUPPORT-EXTRACTION

How We Collected Lexicons for Fine-Grained Categories of SS and SI Using an Iterative Method

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Apr 01, 2025

#SOCIAL-SUPPORT-EXTRACTION

This Is How We Created Gold Standard Data for Developing the NLP Pipelines

Natural Language Processing

Apr 01, 2025

NLP Performance in Clinical Notes: Addressing Data Limitations and System Overfitting

About Author

Comments

TOPICS

THIS ARTICLE WAS FEATURED IN

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Developing Rule and LLM-Based Systems to Identify Mentions of Fine-Grained Categories

Extracting Social Support and Social Isolation Information From Clinical Psychiatry Notes

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How We Collected Lexicons for Fine-Grained Categories of SS and SI Using an Iterative Method

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