{"id":"W1980594162","doi":"10.1111/j.1530-0277.2002.tb02624.x","title":"Promoting Self‐Change With Alcohol Abusers: A Community‐Level Mail Intervention Based on Natural Recovery Studies","year":2002,"lang":"en","type":"article","venue":"Alcoholism Clinical and Experimental Research","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":102,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Joseph’s Healthcare Hamilton; St Joseph's Health Care; University of Toronto; Centre for Addiction and Mental Health","funders":"National Institute on Alcohol Abuse and Alcoholism","keywords":"Intervention (counseling); Psychological intervention; Public health; Brief intervention; Medicine; Behavior change; Psychology; Clinical psychology; Psychiatry; Social psychology; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.001787152,0.000444298,0.000385111,0.0007923121,0.000549923,0.0003640642,0.0006629659,0.0005489918,0.006584255],"category_scores_gemma":[0.00315053,0.0002365597,0.0005699872,0.000218368,0.0003952798,0.0003334211,0.001099563,0.0004735992,0.0004742373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004954495,"about_ca_system_score_gemma":0.0009270877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008552582,"about_ca_topic_score_gemma":0.001480514,"domain_scores_codex":[0.9988164,0.0008289607,0.000049484,0.00008507375,0.0001037084,0.0001163495],"domain_scores_gemma":[0.9988375,0.0005027889,0.0001905735,0.0001185761,0.00008432032,0.0002662347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.02417372,0.2569793,0.03404041,0.001654624,0.0003300971,0.0003516748,0.002310394,0.0021307,0.01906526,0.0005985597,0.002484186,0.6558811],"study_design_scores_gemma":[0.05597877,0.5122167,0.3701755,0.001253099,0.001273131,0.0008127489,0.002927772,0.01315309,0.02582728,0.001660143,0.01457007,0.0001516613],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942175,0.0001199925,0.001885607,0.0002447572,0.00002577185,0.001964991,0.00003846738,0.0001448662,0.001358133],"genre_scores_gemma":[0.985491,0.0002371526,0.009871718,0.000244721,0.00007003909,0.002991121,0.00009498519,0.00001068368,0.0009886117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006584255,"threshold_uncertainty_score":0.02202654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5316737631240581,"score_gpt":0.5168223572191023,"score_spread":0.01485140590495582,"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."}}