{"id":"W4390414540","doi":"10.1097/cxa.0000000000000190","title":"Clinical Characterization of Methamphetamine-related Emergency Department Use in a Canadian Psychiatric Hospital","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Addiction","topic":"Homelessness and Social Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; University of Toronto; York University","funders":"","keywords":"Medicine; Emergency department; Socioeconomic status; Ethnic group; Medical record; Psychological intervention; Logistic regression; Psychiatry; Mental health; Population; Family medicine; Environmental health","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":[0.001869696,0.00008751727,0.0003141366,0.000623706,0.0004567063,0.000009139643,0.0001547128,0.0002100394,0.0004411575],"category_scores_gemma":[0.0003410771,0.00006877965,0.0001143369,0.001027022,0.0000477471,0.0001853433,0.000007278944,0.0005157739,0.00005240818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004280849,"about_ca_system_score_gemma":0.002833653,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7127472,"about_ca_topic_score_gemma":0.9938139,"domain_scores_codex":[0.9976183,0.0006131693,0.001099689,0.00008995512,0.0001647984,0.0004141009],"domain_scores_gemma":[0.9983581,0.0001084696,0.0005860892,0.0001304477,0.000291093,0.0005257674],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001238387,0.00001604151,0.9871976,0.00001161948,0.00006098062,0.0000239568,0.008230555,0.00002145117,0.00001947813,0.0005705904,0.0007039119,0.003131387],"study_design_scores_gemma":[0.0003636625,0.0001085347,0.9876937,0.00007027869,0.00004327579,4.953044e-7,0.00244366,0.0001063097,0.000002148175,0.0002486172,0.008853381,0.0000659892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934519,0.0001129338,0.000007303465,0.001439274,0.004275969,0.00032324,0.0001008759,0.000008319575,0.0002802027],"genre_scores_gemma":[0.9987237,0.0005088113,0.00001065277,0.00003698025,0.0003406304,0.00001048473,0.00006821071,0.00001655397,0.0002839685],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2810667,"threshold_uncertainty_score":0.5026779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04954519217760587,"score_gpt":0.382361749745082,"score_spread":0.3328165575674761,"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."}}