{"id":"W4200087790","doi":"10.46747/cfp.6712e337","title":"Social determinants of health and depression in adults presenting to the emergency department","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; Kamloops Art Gallery; Kelowna General Hospital","funders":"","keywords":"Emergency department; Depression (economics); Patient Health Questionnaire; Medicine; Mental health; Suicide prevention; Feeling; Occupational safety and health; Poison control; Psychiatry; Gerontology; Depressive symptoms; Anxiety; Psychology; Medical emergency","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002900964,0.00009350487,0.000232624,0.0001036766,0.001187562,0.000003910226,0.0001124236,0.0000794262,0.000008200783],"category_scores_gemma":[0.00006692684,0.00008645852,0.00003300339,0.0003657949,0.00002140535,0.0000615757,0.00008181192,0.0002515545,0.00002705172],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000189266,"about_ca_system_score_gemma":0.001231284,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04765909,"about_ca_topic_score_gemma":0.5240059,"domain_scores_codex":[0.9981837,0.0003996736,0.0005043459,0.0002211781,0.0001374604,0.0005536803],"domain_scores_gemma":[0.9991597,0.00005175448,0.0001641206,0.0001862573,0.000117219,0.0003209434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002950092,0.00008144137,0.8408585,0.0009374412,0.00001457341,0.00001768523,0.04949521,0.00001718853,0.00002177409,0.001863853,0.05817607,0.04848674],"study_design_scores_gemma":[0.0003039502,0.00001945176,0.9487614,0.0004009178,0.000004153449,8.041435e-8,0.01794909,0.0001586492,0.000007308877,0.0004404497,0.0318584,0.00009613568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877989,0.00110783,0.000002522759,0.003755415,0.0005075432,0.0006967502,0.0001305772,0.000009000732,0.005991486],"genre_scores_gemma":[0.9794654,0.00008385763,0.00004177935,0.02000248,0.0002035532,0.00007549984,0.00003775427,0.00001190458,0.00007779563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4763468,"threshold_uncertainty_score":0.9586827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1231740620227171,"score_gpt":0.4232265344665632,"score_spread":0.3000524724438461,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}