Named Entity Recognition Profiling (SDOH)

******************** ner_sdoh_substance_usage_wip Model Results ********************

('smoking', 'Smoking') ('alcohol use', 'Alcohol') ('substance use', 'Substance_Use')

******************** ner_sdoh_health_behaviours_problems_wip Model Results ********************

('anxiety', 'Mental_Health') ('depression', 'Mental_Health') ('quality of life', 'Quality_Of_Life') ('mental health struggles', 'Mental_Health') ('sexual activity', 'Sexual_Activity') ('monogamous', 'Sexual_Activity') ('herniated disc', 'Other_Disease') ('hypertension', 'Hypertension') ('coronary artery disease', 'Other_Disease') ('CAD', 'Other_Disease') ('diabetes mellitus', 'Other_Disease') ('manic disorder', 'Mental_Health') ('psychotic', 'Mental_Health') ('impulsive behavior', 'Mental_Health') ('disabled', 'Disability')

******************** ner_jsl_greedy Model Results ********************

('anxiety', 'Psychological_Condition') ('depression', 'Psychological_Condition') ('smoking', 'Smoking') ('alcohol', 'Alcohol') ('substance', 'Substance') ('sexual activity', 'Symptom') ('difficulty accessing healthcare', 'Symptom') ('herniated disc', 'Disease_Syndrome_Disorder') ('hypertension', 'Hypertension') ('coronary artery disease', 'Heart_Disease') ('CAD', 'Heart_Disease') ('diabetes mellitus', 'Diabetes') ('manic disorder', 'Psychological_Condition') ('psychotic', 'Psychological_Condition') ('impulsive behavior', 'Symptom')

******************** ner_jsl_enriched Model Results ********************

('anxiety', 'Psychological_Condition') ('depression', 'Psychological_Condition') ('smoking', 'Smoking') ('alcohol', 'Alcohol') ('substance', 'Substance') ('difficulty accessing healthcare', 'Symptom') ('lack of medical insurance', 'Symptom') ('herniated disc', 'Disease_Syndrome_Disorder') ('hypertension', 'Hypertension') ('coronary artery disease', 'Heart_Disease') ('CAD', 'Heart_Disease') ('diabetes mellitus', 'Diabetes') ('manic disorder', 'Psychological_Condition') ('psychotic', 'Symptom') ('impulsive behavior', 'Symptom') ('disabled', 'Symptom')

******************** ner_sdoh_health_behaviours_problems Model Results ********************

('anxiety', 'Mental_Health') ('depression', 'Mental_Health') ('quality of life', 'Quality_Of_Life') ('mental health struggles', 'Mental_Health') ('sexual activity', 'Sexual_Activity') ('monogamous', 'Sexual_Activity') ('herniated disc', 'Other_Disease') ('hypertension', 'Hypertension') ('coronary artery disease', 'Other_Disease') ('CAD', 'Other_Disease') ('diabetes mellitus', 'Other_Disease') ('manic disorder', 'Mental_Health') ('psychotic', 'Mental_Health') ('impulsive behavior', 'Mental_Health') ('disabled', 'Disability')

******************** ner_sdoh_social_environment Model Results ********************

('childhood trauma', 'Chidhood_Event') ('violence', 'Violence_Or_Abuse') ('abuse', 'Violence_Or_Abuse')

******************** ner_jsl_slim Model Results ********************

('anxiety', 'Disease_Syndrome_Disorder') ('depression', 'Disease_Syndrome_Disorder') ('childhood trauma', 'Disease_Syndrome_Disorder') ('herniated disc', 'Disease_Syndrome_Disorder') ('hypertension', 'Disease_Syndrome_Disorder') ('coronary artery disease', 'Disease_Syndrome_Disorder') ('CAD', 'Disease_Syndrome_Disorder') ('diabetes mellitus', 'Disease_Syndrome_Disorder') ('manic disorder', 'Disease_Syndrome_Disorder') ('presently psychotic', 'Symptom') ('impulsive behavior', 'Symptom') ('disabled', 'Symptom')

******************** ner_sdoh_mentions Model Results ********************

('childhood', 'sdoh_community') ('smoking', 'behavior_tobacco') ('alcohol', 'behavior_alcohol') ('substance', 'behavior_drug') ('wife', 'sdoh_community')

******************** ner_sdoh_access_to_healthcare Model Results ********************

('accessing healthcare', 'Access_To_Care') ('medical insurance', 'Insurance_Status')

******************** ner_sdoh_substance_usage Model Results ********************

('smoking', 'Smoking') ('alcohol use', 'Alcohol') ('substance use', 'Substance_Use')

******************** ner_sdoh_slim_wip Model Results ********************

('anxiety', 'Mental_Health') ('depression', 'Mental_Health') ('his', 'Gender') ('He', 'Gender') ('his', 'Gender') ('his', 'Gender') ('smoking', 'Smoking') ('alcohol use', 'Alcohol') ('He', 'Gender') ('substance use', 'Substance_Use') ('monogamous', 'Marital_Status') ('his', 'Gender') ('his', 'Gender') ('wife', 'Family_Member') ('He', 'Gender') ('He', 'Gender') ('hypertension', 'Other_Disease') ('coronary artery disease', 'Other_Disease') ('CAD', 'Other_Disease') ('diabetes mellitus', 'Other_Disease') ('manic disorder', 'Mental_Health') ('psychotic', 'Mental_Health') ('impulsive behavior', 'Mental_Health') ('He', 'Gender') ('disabled', 'Disability')

******************** ner_sdoh_income_social_status Model Results ********************

('monogamous', 'Marital_Status') ('immigrant', 'Population_Group')
******************** ner_sdoh_demographics Model Results ********************

('his', 'Gender') ('He', 'Gender') ('his', 'Gender') ('his', 'Gender') ('He', 'Gender') ('his', 'Gender') ('his', 'Gender') ('wife', 'Family_Member') ('English', 'Language') ('He', 'Gender') ('He', 'Gender') ('He', 'Gender')

******************** ner_sdoh_access_to_healthcare_wip Model Results ********************

('medical insurance', 'Insurance_Status')

******************** ner_jsl Model Results ********************

('anxiety', 'Psychological_Condition') ('depression', 'Psychological_Condition') ('smoking', 'Smoking') ('alcohol', 'Alcohol') ('substance', 'Substance') ('monogamous', 'Relationship_Status') ('immigrant', 'Relationship_Status') ('herniated disc', 'Disease_Syndrome_Disorder') ('hypertension', 'Hypertension') ('coronary artery disease', 'Heart_Disease') ('CAD', 'Heart_Disease') ('diabetes mellitus', 'Diabetes') ('manic disorder', 'Psychological_Condition') ('psychotic', 'Psychological_Condition') ('impulsive behavior', 'Psychological_Condition') ('disabled', 'Symptom')

******************** ner_sdoh_income_social_status_wip Model Results ********************

('mental health struggles', 'Financial_Status') ('monogamous', 'Marital_Status') ('immigrant', 'Population_Group')

******************** ner_sdoh_langtest Model Results ********************

('anxiety', 'Mental_Health') ('depression', 'Mental_Health') ('his', 'Gender') ('quality of life', 'Quality_Of_Life') ('He', 'Gender') ('childhood trauma', 'Childhood_Event') ('violence', 'Violence_Or_Abuse') ('abuse', 'Violence_Or_Abuse') ('his', 'Gender') ('his', 'Gender') ('smoking', 'Smoking') ('alcohol use', 'Alcohol') ('mental health struggles', 'Mental_Health') ('He', 'Gender') ('substance use', 'Substance_Use') ('sexual activity', 'Sexual_Activity') ('monogamous', 'Sexual_Activity') ('his', 'Gender') ('his', 'Gender') ('wife', 'Family_Member') ('immigrant', 'Population_Group') ('English', 'Language') ('He', 'Gender') ('accessing healthcare', 'Access_To_Care') ('medical insurance', 'Insurance_Status') ('He', 'Gender') ('herniated disc', 'Other_Disease') ('hypertension', 'Hypertension') ('coronary artery disease', 'Other_Disease') ('CAD', 'Other_Disease') ('diabetes mellitus', 'Other_Disease') ('manic disorder', 'Mental_Health') ('psychotic', 'Mental_Health') ('impulsive behavior', 'Mental_Health') ('He', 'Gender') ('disabled', 'Disability')

******************** ner_sdoh_wip Model Results ********************

('anxiety', 'Mental_Health') ('depression', 'Mental_Health') ('his', 'Gender') ('quality of life', 'Quality_Of_Life') ('He', 'Gender') ('childhood trauma related to violence', 'Violence_Or_Abuse') ('abuse', 'Violence_Or_Abuse') ('his', 'Gender') ('his', 'Gender') ('smoking', 'Smoking') ('alcohol use', 'Alcohol') ('mental health struggles', 'Mental_Health') ('He', 'Gender') ('substance use', 'Substance_Use') ('sexual activity', 'Sexual_Activity') ('his', 'Gender') ('his', 'Gender') ('wife', 'Family_Member') ('immigrant', 'Population_Group') ('English', 'Language') ('He', 'Gender') ('accessing healthcare', 'Access_To_Care') ('medical insurance', 'Insurance_Status') ('He', 'Gender') ('herniated disc', 'Other_Disease') ('hypertension', 'Hypertension') ('coronary artery disease', 'Other_Disease') ('CAD', 'Other_Disease') ('diabetes mellitus', 'Other_Disease') ('manic disorder', 'Mental_Health') ('psychotic', 'Mental_Health') ('impulsive behavior', 'Mental_Health') ('He', 'Gender') ('disabled', 'Disability')

******************** ner_sdoh_demographics_wip Model Results ********************

('his', 'Gender') ('He', 'Gender') ('his', 'Gender') ('his', 'Gender') ('He', 'Gender') ('his', 'Gender') ('his', 'Gender') ('wife', 'Family_Member') ('English', 'Language') ('He', 'Gender') ('He', 'Gender') ('He', 'Gender')

******************** ner_jsl_langtest Model Results ********************

('anxiety', 'Psychological_Condition') ('depression', 'Psychological_Condition') ('smoking', 'Smoking') ('alcohol', 'Alcohol') ('substance', 'Substance') ('difficulty accessing healthcare due to lack of medical insurance', 'Symptom') ('herniated disc', 'Disease_Syndrome_Disorder') ('hypertension', 'Hypertension') ('coronary artery disease', 'Heart_Disease') ('CAD', 'Heart_Disease') ('diabetes mellitus', 'Diabetes') ('manic disorder', 'Psychological_Condition') ('psychotic', 'Psychological_Condition') ('impulsive behavior', 'Symptom')

******************** ner_sdoh Model Results ********************

('anxiety', 'Mental_Health') ('depression', 'Mental_Health') ('his', 'Gender') ('quality of life', 'Quality_Of_Life') ('He', 'Gender') ('childhood trauma', 'Chidhood_Event') ('violence', 'Violence_Or_Abuse') ('abuse', 'Violence_Or_Abuse') ('his', 'Gender') ('his', 'Gender') ('smoking', 'Smoking') ('alcohol use', 'Alcohol') ('mental health struggles', 'Mental_Health') ('He', 'Gender') ('substance use', 'Substance_Use') ('sexual activity', 'Sexual_Activity') ('monogamous', 'Sexual_Activity') ('his', 'Gender') ('his', 'Gender') ('wife', 'Family_Member') ('immigrant', 'Population_Group') ('English', 'Language') ('He', 'Gender') ('difficulty accessing healthcare', 'Access_To_Care') ('medical insurance', 'Insurance_Status') ('He', 'Gender') ('herniated disc', 'Other_Disease') ('hypertension', 'Hypertension') ('coronary artery disease', 'Other_Disease') ('CAD', 'Other_Disease') ('diabetes mellitus', 'Other_Disease') ('manic disorder', 'Mental_Health') ('psychotic', 'Mental_Health') ('impulsive behavior', 'Mental_Health') ('He', 'Gender') ('disabled', 'Disability')

******************** ner_sdoh_community_condition_converter Model Results ********************



******************** ner_sdoh_social_environment_wip Model Results ********************

('childhood trauma', 'Chidhood_Event') ('violence', 'Violence_Abuse_Legal') ('abuse', 'Violence_Abuse_Legal') ('sexual activity', 'Violence_Abuse_Legal') ('herniated disc', 'Violence_Abuse_Legal') ('impulsive behavior', 'Violence_Abuse_Legal')

******************** ner_sdoh_core Model Results ********************

('anxiety', 'Mental_Health') ('depression', 'Mental_Health') ('quality of life', 'Quality_Of_Life') ('childhood trauma', 'Childhood_Event') ('violence', 'Violence_Or_Abuse') ('abuse', 'Violence_Or_Abuse') ('mental health struggles', 'Mental_Health') ('substance use', 'Substance_Use') ('wife', 'Family_Member') ('immigrant', 'Population_Group') ('difficulty accessing healthcare', 'Access_To_Care') ('medical insurance', 'Insurance_Status') ('manic disorder', 'Mental_Health') ('psychotic', 'Mental_Health') ('impulsive behavior', 'Mental_Health') ('disabled', 'Disability')