{"id":"W4382242632","doi":"10.1097/cxa.0000000000000172","title":"Involuntary Treatment for Adult Nonoffenders With Substance Use Disorders?","year":2023,"lang":"en","type":"article","venue":"The Canadian Journal of Addiction","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Involuntary treatment; Legislation; Medicine; Psychiatry; MEDLINE; Criminal justice; Mental health; Psychology; Political science; Criminology","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":[0.00009220507,0.0001130155,0.0001775908,0.0002177098,0.0002350559,0.00002617156,0.00005408967,0.00003822501,0.00003392146],"category_scores_gemma":[0.00003661216,0.00006247243,0.0001155054,0.0002835517,0.00007310778,0.0001751679,7.242325e-7,0.00008062527,0.00001108579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005204292,"about_ca_system_score_gemma":0.0005228881,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004427847,"about_ca_topic_score_gemma":0.67738,"domain_scores_codex":[0.9993656,0.00001753273,0.0001664151,0.00008308107,0.0001337691,0.0002336471],"domain_scores_gemma":[0.9991927,0.000118629,0.0001111738,0.0001430833,0.0001987929,0.0002356692],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00257963,0.00008110023,0.9146957,0.00001566633,0.001797342,0.0003692513,0.01309273,0.000564262,0.0000874641,0.0005610586,0.03860054,0.02755524],"study_design_scores_gemma":[0.01696249,0.004802542,0.9257228,0.0005061909,0.001839101,0.000446335,0.009284739,0.0006285023,0.000827469,0.0006983646,0.03794206,0.0003393879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929464,0.0003029002,0.00008946549,0.005796543,0.000324951,0.0003704917,0.00001447642,0.00002209851,0.0001326173],"genre_scores_gemma":[0.9973638,0.0003786537,0.0002209467,0.0004387283,0.0001849213,0.00001893556,0.00004099549,0.000022464,0.001330573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6729521,"threshold_uncertainty_score":0.6693609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03852977769186013,"score_gpt":0.2495373431381708,"score_spread":0.2110075654463107,"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."}}