{"id":"W2010249588","doi":"10.1081/ja-100106960","title":"ALCOHOL AND DRUG ABUSERS' PERCEIVED REASONS FOR SELF-CHANGE IN CANADA AND SWITZERLAND: COMPUTER-ASSISTED CONTENT ANALYSIS","year":2001,"lang":"en","type":"article","venue":"Substance Use & Misuse","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"National Institute on Alcohol Abuse and Alcoholism; Bundesamt für Gesundheit","keywords":"Content analysis; Psychological intervention; Psychology; Cognition; Substance use; Clinical psychology; Applied psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001310048,0.0003199492,0.0007488495,0.0002537777,0.0001111502,0.00004449295,0.000077059,0.00007125212,0.00002705723],"category_scores_gemma":[0.00002845832,0.0002697628,0.0001255865,0.0005904874,0.00004866681,0.0002446096,0.00001454951,0.0001273868,0.00000124472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00052385,"about_ca_system_score_gemma":0.0001618632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3614569,"about_ca_topic_score_gemma":0.9868954,"domain_scores_codex":[0.9983187,0.00004778325,0.0003673924,0.0005298129,0.0002514944,0.0004848421],"domain_scores_gemma":[0.9987163,0.0003621521,0.0001195342,0.0003814126,0.0001350218,0.0002855968],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000539643,0.0001265894,0.9889262,0.00003291038,0.0006776437,0.0004015755,0.006910942,0.000002702401,0.0001230223,0.00001104322,0.0002980012,0.001949748],"study_design_scores_gemma":[0.008045071,0.00006563924,0.9864381,0.0001625497,0.001164904,0.00004091382,0.001970623,0.001220603,0.00005824872,0.000005556448,0.0005440462,0.0002837325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959985,0.002105293,0.00003632778,0.0006256562,0.0001046961,0.001011979,0.00002677727,0.00007724539,0.00001352289],"genre_scores_gemma":[0.9931501,0.003253715,0.002176692,0.0007534985,0.00006888436,0.0001264232,0.00009660941,0.000034321,0.0003397571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6254385,"threshold_uncertainty_score":0.9999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0662806425851218,"score_gpt":0.2839823419410795,"score_spread":0.2177016993559577,"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."}}