{"id":"W2913987398","doi":"10.1111/liv.14054","title":"Nationwide estimates and risk factors of hospital readmission in patients with cirrhosis in the United States","year":2019,"lang":"en","type":"article","venue":"Liver International","topic":"Liver Disease and Transplantation","field":"Medicine","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Cumming School of Medicine, University of Calgary","keywords":"Medicine; Cirrhosis; Hepatic encephalopathy; Ascites; Emergency medicine; Internal medicine; Varices; Healthcare Cost and Utilization Project; Health care; Pediatrics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004901209,0.00005377808,0.00006663756,0.0001630248,0.00000916053,0.000007927403,0.00004614573,0.00001994735,0.00006478687],"category_scores_gemma":[0.00001427828,0.00003303555,0.00001208106,0.0001022071,0.00001901694,0.0001123388,0.000007022604,0.00006225864,0.000002788486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001755949,"about_ca_system_score_gemma":0.00001247144,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001203488,"about_ca_topic_score_gemma":0.00003071133,"domain_scores_codex":[0.999513,0.00001952417,0.0001047643,0.00009029633,0.0002234066,0.00004903195],"domain_scores_gemma":[0.9996781,0.0001181134,0.00005430939,0.00004987171,0.00007996176,0.00001968283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002118331,0.0001991616,0.9960247,0.00002354337,0.00006382422,0.000003144159,0.003212482,0.00008803063,0.000005851801,0.00009073881,0.000007256795,0.00006942641],"study_design_scores_gemma":[0.001699019,0.0002273246,0.9952621,0.0001258541,0.00005532342,3.249513e-7,0.0004092092,0.001889171,0.0002030335,0.00007617442,0.00001256572,0.0000398393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994017,0.00001219974,0.00001473896,0.00009263594,0.00004428907,0.0002122898,0.0000676113,0.000004667774,0.000149874],"genre_scores_gemma":[0.9989446,0.0001000863,0.00008915648,0.00003777419,0.00000543139,0.000003555629,0.0008015374,0.00000391239,0.00001389008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002803273,"threshold_uncertainty_score":0.1819322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00530076548748615,"score_gpt":0.2220354988940417,"score_spread":0.2167347334065556,"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."}}