{"id":"W2898634782","doi":"10.1080/07347324.2019.1540529","title":"Alcoholism Treatment Quarterly","year":2018,"lang":"en","type":"article","venue":"Alcoholism Treatment Quarterly","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Addiction; Psychiatry; Addiction treatment; Quarter (Canadian coin); Substance use; Psychology; Alcoholics Anonymous; Medicine; Psychotherapist","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001115661,0.001134853,0.001333284,0.0004489149,0.0004570507,0.0001394758,0.0002324025,0.0003280754,0.0009029214],"category_scores_gemma":[0.000007402358,0.0008000363,0.0008268496,0.0005098996,0.0003858032,0.0004297643,0.000009259784,0.0001370119,0.004892972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001179122,"about_ca_system_score_gemma":0.0002614472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006071543,"about_ca_topic_score_gemma":0.0008635162,"domain_scores_codex":[0.9959321,0.0001195837,0.000806735,0.001229809,0.0005981242,0.001313641],"domain_scores_gemma":[0.9970238,0.0001685503,0.0002482107,0.001638041,0.0002307423,0.0006906418],"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":[0.002622551,0.007386805,0.1121951,0.00003293375,0.005394398,0.002333506,0.08720353,8.129214e-7,0.005984833,0.003909127,0.004370125,0.7685663],"study_design_scores_gemma":[0.1436104,0.2544288,0.2892313,0.0006459959,0.01208337,0.002494896,0.02166839,0.0003819148,0.05194156,0.003577267,0.2147687,0.005167414],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9721994,0.00107132,0.00002962836,0.001314967,0.001135663,0.001769469,0.00003331477,0.0007430128,0.02170323],"genre_scores_gemma":[0.9759292,0.0002331054,0.0009376432,0.0007373008,0.001982901,0.0005050433,0.0002862954,0.0001542859,0.0192342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7633989,"threshold_uncertainty_score":0.9994451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03681112293440496,"score_gpt":0.3121974960039931,"score_spread":0.2753863730695881,"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."}}