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These files include all code to facilitate a LLM and supervised learning-guide NLP pipeline to identify social disconnection in the MIMIC-III Dataset.

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README.md
README.md
 
 
acute_llm_0_shot_traditional_loneliness_ehr_classifiers.ipynb
acute_llm_0_shot_traditional_loneliness_ehr_classifiers.ipynb
 
 
acute_llm_1_shot_traditional_loneliness_ehr_classifiers.ipynb
acute_llm_1_shot_traditional_loneliness_ehr_classifiers.ipynb
 
 
acute_llm_3_shot_traditional_loneliness_ehr_classifiers.ipynb
acute_llm_3_shot_traditional_loneliness_ehr_classifiers.ipynb
 
 
acute_loneliness_ehr_roberta.ipynb
acute_loneliness_ehr_roberta.ipynb
 
 
chronic_llm_0_shot_traditional_loneliness_ehr_classifiers.ipynb
chronic_llm_0_shot_traditional_loneliness_ehr_classifiers.ipynb
 
 
chronic_llm_1_shot_loneliness_ehr_classifiers (1).ipynb
chronic_llm_1_shot_loneliness_ehr_classifiers (1).ipynb
 
 
chronic_llm_1_shot_loneliness_ehr_classifiers.ipynb
chronic_llm_1_shot_loneliness_ehr_classifiers.ipynb
 
 
chronic_llm_3_shot_loneliness_ehr_classifiers.ipynb
chronic_llm_3_shot_loneliness_ehr_classifiers.ipynb
 
 
lives_alone_llm_0_shot_traditional_loneliness_ehr_classifiers.ipynb
lives_alone_llm_0_shot_traditional_loneliness_ehr_classifiers.ipynb
 
 
lives_alone_llm_1_shot_traditional_loneliness_ehr_classifiers.ipynb
lives_alone_llm_1_shot_traditional_loneliness_ehr_classifiers.ipynb
 
 
lives_alone_llm_3_shot_traditional_loneliness_ehr_classifiers.ipynb
lives_alone_llm_3_shot_traditional_loneliness_ehr_classifiers.ipynb
 
 
lives_alone_loneliness_ehr_roberta.ipynb
lives_alone_loneliness_ehr_roberta.ipynb
 
 
loneliness_ehr_roberta.ipynb
loneliness_ehr_roberta.ipynb
 
 
loneliness_lexicon.Rmd
loneliness_lexicon.Rmd
 
 
loneliness_lexicon_dev.ipynb
loneliness_lexicon_dev.ipynb
 
 
loneliness_regex_matching_and_sample.ipynb
loneliness_regex_matching_and_sample.ipynb
 
 

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Social-Disconnection-Identification-in-EHR

These files include all code to facilitate a LLM and supervised learning-guide NLP pipeline to identify social disconnection in the MIMIC-III Dataset.

Files should be run in order of:

  1. Lexicon Development
  2. Regular Expression Matching
  3. Classifiers (roberta, LLAMA-3, traditional ML)

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These files include all code to facilitate a LLM and supervised learning-guide NLP pipeline to identify social disconnection in the MIMIC-III Dataset.

Topics

nlp social health ehr isolation loneliness

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