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:
- Lexicon Development
- Regular Expression Matching
- Classifiers (roberta, LLAMA-3, traditional ML)
limited social connection, social detachment, no family support, unaccompanied, rejected by society, unaccompanied lifestyle, lack of interaction, isolation and loneliness, unsociable, separation from others, no friends or family, feels isolated, isolated behavior, rejected, secluded, uninvolved, loner, lack of social support, lack in social support, socially withdrawn, detached from others, limited social network, solitude, socially isolating, friendlessness, lives alone, isolated lifestyle, socially excluded, loneliness type, hermit, alone, loss of social network, isolated existence, social withdraw, alone in the world, withdrawn behavior, solitary, no family or friends, disconnected, loneliness, unconnected, excluded, isolated living, reclusive, lonely, no social support, loneliness-a, deserted, socially isolated, shunned, unattended, hermitic, social isolation, withdrawn, estranged, feel isolated, abandoned, no friends, lack of companionship, apart, lack of social supports, lack of belonging, limited social support