{"id":"W7117563810","doi":"10.1097/cxa.0000000000000251","title":"Ending False Divides in Addiction Treatment Perspectives","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Addiction","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Harm; Addiction; Polysubstance dependence; Ambivalence; Psychosocial; Power (physics); Competence (human resources); Addiction medicine","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":[0.0001864892,0.00009556654,0.0001902205,0.0005661169,0.0001796083,0.0000270739,0.00005101804,0.00004826459,0.000148232],"category_scores_gemma":[0.0000795485,0.00005974628,0.0001125884,0.0003224805,0.00006100595,0.0001253384,0.000001939409,0.0001405105,0.000005579658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001854039,"about_ca_system_score_gemma":0.0006915947,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003710179,"about_ca_topic_score_gemma":0.1598116,"domain_scores_codex":[0.9993847,0.00004533781,0.0002220549,0.00007874865,0.0001034816,0.0001656505],"domain_scores_gemma":[0.9995223,0.00006355932,0.00009256889,0.0001103078,0.00008805969,0.0001231589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005328092,0.0001818715,0.8407009,0.000006959713,0.001359866,0.0005149029,0.02378809,0.000254228,0.0005321062,0.004690154,0.006280013,0.1211581],"study_design_scores_gemma":[0.004045204,0.0005452685,0.966162,0.0005250066,0.0006497387,0.0001880513,0.01060867,0.00007905375,0.001412439,0.0005806219,0.01510884,0.00009509588],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822931,0.008687938,0.00004332461,0.003751115,0.0005200889,0.0001991738,0.000002988171,0.00001138962,0.004490909],"genre_scores_gemma":[0.997932,0.0004905589,0.00005650216,0.0001114388,0.0001564952,0.000005873198,0.00000368214,0.000006673155,0.001236743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1561014,"threshold_uncertainty_score":0.8555197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02103014244654117,"score_gpt":0.2751798183827343,"score_spread":0.2541496759361931,"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."}}