{"id":"W2038568998","doi":"10.1016/j.jsat.2009.06.002","title":"Early recovery from alcohol dependence: Factors that promote or impede abstinence","year":2009,"lang":"en","type":"article","venue":"Journal of Substance Abuse Treatment","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":129,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; McGill University Health Centre","funders":"Canadian Institutes of Health Research","keywords":"Abstinence; Impulsivity; Logistic regression; Psychiatry; Alcohol dependence; Medicine; Addiction; Personality; Psychology; Clinical psychology; Alcohol; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001523421,0.0005613943,0.001074041,0.0002617922,0.0001303462,0.00007188386,0.000251523,0.0001780007,0.0004039518],"category_scores_gemma":[0.00003395907,0.0003201549,0.0005518128,0.0003541408,0.00006583909,0.0007976872,0.000003297619,0.0002870477,0.00005964248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009357836,"about_ca_system_score_gemma":0.0002266668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005138637,"about_ca_topic_score_gemma":0.0002912947,"domain_scores_codex":[0.9972835,0.00004889255,0.0008235345,0.0004125678,0.0008699482,0.0005615687],"domain_scores_gemma":[0.9977382,0.0002880473,0.0007602609,0.00055577,0.0002366044,0.0004210482],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008839613,0.001948991,0.9114776,0.00001058529,0.001792006,0.007482015,0.03328403,0.00002391735,0.008556155,0.00001099186,0.0004332042,0.02614093],"study_design_scores_gemma":[0.01573778,0.006752935,0.8909435,0.0009445283,0.001412814,0.0004581858,0.002672567,0.000009662742,0.07938303,0.0004628449,0.0007101751,0.0005120139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942611,0.003953655,0.00009092896,0.0004135414,0.0004399595,0.0005684167,0.00001246926,0.00007766231,0.0001822918],"genre_scores_gemma":[0.9816262,0.01240136,0.003660968,0.0002414042,0.0002761667,0.000009446377,0.00001933836,0.00004289578,0.001722199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07082687,"threshold_uncertainty_score":0.9999251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05709497311460011,"score_gpt":0.3044579391297551,"score_spread":0.247362966015155,"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."}}