{"id":"W2157756188","doi":"10.1016/j.jsat.2011.09.009","title":"The role of demographic characteristics and readiness to change in 12-month outcome from two distinct brief interventions for impaired drivers","year":2011,"lang":"en","type":"article","venue":"Journal of Substance Abuse Treatment","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Université de Sherbrooke; Institut national de psychiatrie légale Philippe-Pinel; McGill University; Douglas Mental Health University Institute","funders":"Canadian Psychiatric Research Foundation; McGill University","keywords":"Psychological intervention; Psychology; Outcome (game theory); Environmental health; Medicine; Gerontology; Clinical psychology; Demography; Psychiatry; Sociology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002221429,0.0002488191,0.0007463517,0.0002455358,0.00008509162,0.00001538986,0.0001330838,0.00005419514,0.00001905278],"category_scores_gemma":[0.00003427274,0.0001513324,0.0004137431,0.0002207209,0.00009654174,0.000182641,0.00000633792,0.0000906909,0.000001365425],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002517342,"about_ca_system_score_gemma":0.00002927159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001548269,"about_ca_topic_score_gemma":0.00809085,"domain_scores_codex":[0.9984163,0.00003921703,0.0008565982,0.0001926053,0.0002077984,0.0002874725],"domain_scores_gemma":[0.9985137,0.0002745253,0.0005510676,0.0002905554,0.000180811,0.0001893288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002205985,0.0005145943,0.9507023,0.00001859527,0.0004575593,0.0001076109,0.02436274,2.45374e-7,0.0001745378,0.00006721065,0.000007769712,0.02138081],"study_design_scores_gemma":[0.008164006,0.001541473,0.9839857,0.0007741459,0.000707548,0.00002380255,0.002741531,0.00002287924,0.00132741,0.0003000775,0.0002786958,0.0001327864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935791,0.004995349,0.00007366728,0.0001891945,0.0002064106,0.000881043,0.00003801099,0.00001258635,0.00002462998],"genre_scores_gemma":[0.9939297,0.004233875,0.00150854,0.00004514036,0.0001119136,0.00006574901,0.00001578009,0.00002730596,0.00006203543],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0332833,"threshold_uncertainty_score":0.6171158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0782562147188454,"score_gpt":0.3193889629521096,"score_spread":0.2411327482332641,"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."}}