{"id":"W4405983341","doi":"10.1016/j.josat.2024.209619","title":"Classes of outpatient quality of care among individuals with substance-related disorders, based on a survey and health insurance registry","year":2025,"lang":"en","type":"article","venue":"Journal of Substance Use and Addiction Treatment","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Intégré Universitaire de Santé et de Services Sociaux du Centre-Sud-de-l'Île-de-Montréal; McGill University; Douglas College; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Respondent; Medicine; Quality (philosophy); Health care; Ambulatory care; Substance use; Family medicine; Environmental health; Psychiatry","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":[0.0003206555,0.0002431287,0.0008821934,0.0002719415,0.00008562314,0.0000132481,0.00004464958,0.00009172776,0.000007082454],"category_scores_gemma":[0.00003817965,0.0001595087,0.000124655,0.0004108033,0.000184748,0.0002049075,0.000002739827,0.0001454375,9.473089e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003013033,"about_ca_system_score_gemma":0.0002293599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002417198,"about_ca_topic_score_gemma":0.005861285,"domain_scores_codex":[0.9981839,0.0001662578,0.0008605245,0.0002253474,0.0003881571,0.000175789],"domain_scores_gemma":[0.997758,0.0003777785,0.00114372,0.0002544075,0.0003452652,0.0001208423],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002674232,0.0007548788,0.9878393,0.0001261643,0.0005859319,0.000009765623,0.003263752,0.00009963209,0.00001979374,0.00003483901,0.00006885264,0.004522895],"study_design_scores_gemma":[0.01110723,0.003593373,0.9799333,0.002058194,0.0001667734,0.000003890596,0.00194324,0.00001229614,0.0010088,0.00001651753,0.00005517951,0.0001012224],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890235,0.009966777,0.0000658329,0.000245293,0.00009156953,0.0004445841,0.00009780993,0.00001268759,0.0000519112],"genre_scores_gemma":[0.9888592,0.01049745,0.0004002183,0.00006243477,0.000008955594,0.00001054314,0.00005123379,0.00001352119,0.00009648459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008432999,"threshold_uncertainty_score":0.6504577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03927667158345272,"score_gpt":0.3100743951178541,"score_spread":0.2707977235344014,"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."}}