{"id":"W7117565515","doi":"10.1097/cxa.0000000000000256","title":"How Addiction Psychiatrists Add Value to (Mental) Health Care in Canada","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Addiction","topic":"Opioid Use Disorder Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre Hospitalier de l’Université de Montréal; Centre for Addiction and Mental Health","funders":"","keywords":"Addiction; Biopsychosocial model; Addiction medicine; Anxiety; Health care; Mood disorders; Mood","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004311377,0.0005565743,0.0006658701,0.003045282,0.01565887,0.008376939,0.004381592,0.003634532,0.03533361],"category_scores_gemma":[0.02401564,0.001157347,0.001199146,0.00444338,0.003445523,0.003826428,0.008179933,0.007890969,0.002582766],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1499857,"about_ca_system_score_gemma":0.474183,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9920548,"about_ca_topic_score_gemma":0.9980306,"domain_scores_codex":[0.9866215,0.00164187,0.0005658281,0.0005629625,0.005595518,0.00501229],"domain_scores_gemma":[0.930007,0.002434959,0.001721528,0.0005824979,0.02213033,0.04312371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008711784,0.0002809595,0.05059714,0.0009420848,0.0001802796,0.001369237,0.004518865,0.0005533235,0.0003687988,0.01141302,0.7685046,0.1611846],"study_design_scores_gemma":[0.0003517446,0.000189,0.1917433,0.006856117,0.0002610796,0.00116818,0.02519932,0.001737295,0.0002485366,0.00752057,0.7643565,0.0003682466],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03430478,0.0177309,0.0009366609,0.8086958,0.008002172,0.0005215767,0.002300108,0.0003250002,0.1271831],"genre_scores_gemma":[0.5171921,0.0595449,0.01231121,0.3440386,0.003741276,0.0005947872,0.002789112,0.000588551,0.05919948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1499857,"threshold_uncertainty_score":0.9858962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005215877757153101,"score_gpt":0.2386136925148769,"score_spread":0.2333978147577238,"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."}}