{"id":"W4322743605","doi":"10.1016/j.drugalcdep.2023.109825","title":"Driven by need, shaped by access: Heterogeneity in patient profiles and patterns of service utilization in patients with alcohol use disorders","year":2023,"lang":"en","type":"article","venue":"Drug and Alcohol Dependence","topic":"Substance Abuse Treatment and Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"St. John's University","keywords":"Emergency department; Medicine; Latent class model; Socioeconomic status; Service (business); Medical emergency; Psychiatry; Emergency medicine; Environmental health; Population","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":[0.003609964,0.0002064894,0.0007437486,0.001689708,0.00107722,0.00226262,0.0007259477,0.0007774645,0.003163142],"category_scores_gemma":[0.02385656,0.0003500361,0.001131701,0.003300136,0.0008823692,0.002240458,0.002397302,0.001177396,0.0002312071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001289739,"about_ca_system_score_gemma":0.00131476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01284847,"about_ca_topic_score_gemma":0.01992242,"domain_scores_codex":[0.9943024,0.00277084,0.0006906368,0.0006721318,0.0005843816,0.000979627],"domain_scores_gemma":[0.9868888,0.006388973,0.003787092,0.0008686007,0.0008366055,0.001229986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001549239,0.00004598828,0.9957932,0.00001585283,0.000181989,0.00004188814,0.0009474086,0.00008707248,0.00007173057,0.0002009787,0.0001966791,0.002262234],"study_design_scores_gemma":[0.00001120238,0.00005263373,0.9935251,0.00003074523,0.00005234994,0.0001580569,0.004199774,0.0007582254,0.00003611259,0.0009666351,0.0001920318,0.00001716361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979742,0.0003439271,0.0002077932,0.0005886506,0.000009011212,0.00001367029,0.0003541677,0.000003286558,0.0005052295],"genre_scores_gemma":[0.9995951,0.00004938114,0.00006251822,0.00008722955,0.000007998532,0.000006741865,0.0001523087,0.000003644324,0.00003507744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01284847,"threshold_uncertainty_score":0.02554739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03364803959699562,"score_gpt":0.2889034960061336,"score_spread":0.2552554564091379,"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."}}