{"id":"W4400293521","doi":"10.3390/ijerph21070864","title":"Emergency Department Use among Patients with Mental Health Problems: Profiles, Correlates, and Outcomes","year":2024,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Emergency department; Medicine; Mental health; Multinomial logistic regression; Emergency medicine; Logistic regression; Assertive community treatment; Cohort; Family medicine; Medical emergency; Psychiatry; Mental illness; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000642892,0.0002269853,0.0002713894,0.001189074,0.0007877039,0.000901217,0.0004971614,0.0003498883,0.001469276],"category_scores_gemma":[0.002688613,0.0001889158,0.0004136003,0.002181641,0.0003033538,0.0005126506,0.0008287967,0.0006997872,0.0001868937],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002258128,"about_ca_system_score_gemma":0.002132883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3550066,"about_ca_topic_score_gemma":0.4881484,"domain_scores_codex":[0.9995208,0.00008832,0.00005446471,0.00006456123,0.0001071558,0.000164726],"domain_scores_gemma":[0.9979227,0.000210163,0.0009328022,0.00007587799,0.0004529238,0.0004056198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002039767,0.00001545653,0.9993032,0.000003819338,0.00001011849,0.00001284729,0.00004991783,0.00001270222,0.00001361693,0.000006140235,0.00006832328,0.0004833915],"study_design_scores_gemma":[0.000001167887,0.00001399207,0.9995456,0.00000563548,0.000004521879,0.00002618587,0.0002597053,0.00006112517,0.000007490302,0.000005674282,0.00006699568,0.000001818492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981195,0.0001951586,0.00004230642,0.00008784212,0.000002932122,0.00001755146,0.001167733,0.000002230433,0.0003645458],"genre_scores_gemma":[0.9986256,0.0001478864,0.00005581261,0.00002794531,0.000004696325,0.000009200448,0.000993947,0.000001230418,0.0001336581],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3550066,"threshold_uncertainty_score":0.7058805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04402998512444839,"score_gpt":0.3626426058580661,"score_spread":0.3186126207336177,"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."}}