{"id":"W4281731180","doi":"10.1111/dar.13482","title":"Alcohol‐related liver disease mortality and missed opportunities in secondary care: A United Kingdom retrospective observational study","year":2022,"lang":"en","type":"article","venue":"Drug and Alcohol Review","topic":"Alcohol Consumption and Health Effects","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Medical Research Council Canada; University of Nottingham","keywords":"Observational study; Medicine; Retrospective cohort study; Disease; Liver disease; Alcoholic liver disease; Family medicine; Emergency medicine; Gerontology; Intensive care medicine; Pediatrics; Internal medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001127828,0.0002353202,0.0006308989,0.0002171143,0.0003352685,0.00002224625,0.00007509184,0.00003646546,0.0007568471],"category_scores_gemma":[0.0001751767,0.0002188707,0.0000819977,0.0004901487,0.0001091691,0.0001138278,0.0001449455,0.0006267811,0.000005202602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001873496,"about_ca_system_score_gemma":0.0003956685,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005234058,"about_ca_topic_score_gemma":0.00005757022,"domain_scores_codex":[0.9976887,0.0005997971,0.0005444122,0.0004706337,0.0004415728,0.0002548615],"domain_scores_gemma":[0.9988544,0.0001515965,0.0001764256,0.0003001631,0.0001421222,0.0003753185],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001875419,0.0005250048,0.9768627,0.007069253,0.0001627277,0.0009970214,0.002455049,0.000001414744,0.00001022794,0.001541481,0.002816035,0.00737158],"study_design_scores_gemma":[0.003067252,0.0001658628,0.9657994,0.001249603,0.0004154888,0.00004651609,0.00106813,0.0001361031,6.308888e-7,0.00006775829,0.02776623,0.0002170555],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8852977,0.1078639,2.938451e-7,0.003768699,0.00009087098,0.002369102,0.0001045491,0.00005852133,0.0004463527],"genre_scores_gemma":[0.9609035,0.02738057,0.00001417147,0.01029201,0.00003007571,0.0003838435,0.0005109797,0.00002359447,0.0004612233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08048332,"threshold_uncertainty_score":0.8925287,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4230221323538658,"score_gpt":0.4339510642708317,"score_spread":0.01092893191696592,"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."}}