{"id":"W4402405616","doi":"10.23889/ijpds.v9i5.2699","title":"Outcomes in clinical subgroups of patients with alcohol-related hospitalizations: a population-based retrospective cohort study","year":2024,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Manitoba Health; University of Manitoba; Centre for Addiction and Mental Health","funders":"","keywords":"Retrospective cohort study; Medicine; Cohort; Population; Demography; Cohort study; Emergency medicine; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008547034,0.000482102,0.0003651673,0.0009021453,0.001439427,0.001001025,0.0008315321,0.0005201354,0.0009943841],"category_scores_gemma":[0.001916122,0.0003755564,0.0006800253,0.001831344,0.0004924414,0.0004776234,0.0007990131,0.0006736889,0.0001905824],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002284065,"about_ca_system_score_gemma":0.002960704,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.399497,"about_ca_topic_score_gemma":0.4919182,"domain_scores_codex":[0.9990405,0.0001142726,0.0000850393,0.0002610811,0.0002307064,0.0002683203],"domain_scores_gemma":[0.9988816,0.00005237561,0.0005163368,0.0001270646,0.0002265899,0.0001960592],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003986731,0.00001540514,0.9992293,0.000005007264,0.000037957,0.00003992971,0.0001077832,0.00001452942,0.00007438788,0.00001401293,0.0001254681,0.000296396],"study_design_scores_gemma":[0.00001014077,0.00003068155,0.9991352,0.000007058945,0.0000224622,0.00008532951,0.0003539709,0.00008803522,0.00002228143,0.00001894799,0.0002215323,0.000004326353],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972735,0.0001932599,0.0001336928,0.00007549972,0.00000771237,0.00005827032,0.001927832,0.000004265443,0.0003258313],"genre_scores_gemma":[0.9981685,0.0001062944,0.0001208386,0.00004149833,0.000007227466,0.00003643479,0.001356656,0.000001793833,0.0001607073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.399497,"threshold_uncertainty_score":0.7943434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0855331260647901,"score_gpt":0.4717210127966083,"score_spread":0.3861878867318181,"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."}}