{"id":"W2202114114","doi":"10.1002/hep.28414","title":"The 3‐month readmission rate remains unacceptably high in a large North American cohort of patients with cirrhosis","year":2015,"lang":"en","type":"article","venue":"Hepatology","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":237,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Alberta","funders":"National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Cirrhosis; Cohort; Cohort study; Internal medicine","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":[0.001090939,0.0002569819,0.0004040077,0.0004562374,0.000718374,0.000689219,0.0003754456,0.000424962,0.001614758],"category_scores_gemma":[0.002574482,0.0002104566,0.0003954787,0.0007573236,0.0003232007,0.0004572233,0.0004385261,0.0005650462,0.0002702181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003387197,"about_ca_system_score_gemma":0.0005653881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007508093,"about_ca_topic_score_gemma":0.01265068,"domain_scores_codex":[0.9993755,0.00025389,0.00006162753,0.0001063753,0.0001209698,0.00008167763],"domain_scores_gemma":[0.9976209,0.0005052158,0.001116644,0.0001886753,0.0002618158,0.0003067176],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003760957,0.00001672283,0.9985797,0.00000794343,0.00002395809,0.00003642983,0.00004087175,0.00002096193,0.00004928193,0.000005950302,0.0001490308,0.001031536],"study_design_scores_gemma":[0.000003756645,0.00004351142,0.9992346,0.000008987553,0.00001449841,0.0001784128,0.00018807,0.000187119,0.00001989857,0.00001520709,0.0001036721,0.000002364045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990878,0.0002030295,0.00008533506,0.0001647135,0.00001138144,0.000008071401,0.0002242211,0.000005076679,0.0002103638],"genre_scores_gemma":[0.999331,0.0001261336,0.00007652247,0.00006753457,0.0000265483,0.00001062577,0.0002757281,0.000001694054,0.00008418083],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007508093,"threshold_uncertainty_score":0.01492882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008089451184951942,"score_gpt":0.2370134628574655,"score_spread":0.2289240116725136,"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."}}