{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002740759,0.0001320298,0.0003430306,0.0008377968,0.0001493507,0.0001401308,0.0004897008,0.00005983286,0.00007356753],"category_scores_gemma":[0.001997172,0.00009955475,0.00007357993,0.0007241752,0.0001174122,0.001180248,0.00008010593,0.0002736475,0.000005503571],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004872609,"about_ca_system_score_gemma":0.0004183767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003170192,"about_ca_topic_score_gemma":0.0001951917,"domain_scores_codex":[0.9967282,0.00007510605,0.001074272,0.0004986805,0.001433912,0.000189866],"domain_scores_gemma":[0.9977972,0.0002607291,0.0003767839,0.0003795197,0.00104485,0.0001409138],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001967412,0.0006092718,0.9965993,0.00001937489,0.0001055768,0.00001048436,0.00005717875,0.0001796577,0.000001648726,0.001078923,0.00006005381,0.001081859],"study_design_scores_gemma":[0.002786818,0.0004244541,0.9708003,0.0002196928,0.00007852454,0.000006964783,0.00002410485,0.02528542,8.237057e-7,0.0002255974,0.00004789627,0.00009943218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939232,0.00002812066,0.001649636,0.0006148807,0.001987534,0.001502144,0.0002273907,0.00003836711,0.00002865959],"genre_scores_gemma":[0.9972617,0.00001051966,0.001158634,0.0001445367,0.00007405919,0.00002514089,0.001264528,0.00001673999,0.00004412567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02579896,"threshold_uncertainty_score":0.4059725,"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."}}