{"id":"W4380272449","doi":"10.14740/gr1623","title":"Independent Predictors and Causes of Thirty-Day Gastrointestinal Readmissions Following COVID-19-Related Hospitalizations: Analysis of the National Readmission Database","year":2023,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Comorbidity; Emergency medicine; Multivariate analysis; Internal medicine; Confounding; Odds ratio; Proportional hazards model; Acute pancreatitis; Intensive care medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018946,0.0002595915,0.0006406323,0.001278612,0.0002978309,0.0008222218,0.0006669807,0.0003749086,0.001268822],"category_scores_gemma":[0.00700491,0.0002616612,0.001305016,0.001469138,0.0001681641,0.0005330729,0.0009626243,0.0007592067,0.0002001296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005269392,"about_ca_system_score_gemma":0.0007169402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008409975,"about_ca_topic_score_gemma":0.009166417,"domain_scores_codex":[0.9984325,0.0004809714,0.0003447215,0.0002636496,0.0002721033,0.0002061287],"domain_scores_gemma":[0.9942119,0.001486815,0.00271293,0.0004056279,0.0005750657,0.0006077201],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008170665,0.00001965198,0.9992445,0.00001048599,0.00007177956,0.00002659032,0.0000148017,0.00005924669,0.00002479524,0.000007250232,0.000116129,0.0003230618],"study_design_scores_gemma":[0.000009274138,0.00004457819,0.9987581,0.00001017443,0.00004246458,0.0001093629,0.00009152504,0.0008124624,0.00002579722,0.00001065387,0.00008173811,0.000003840306],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971704,0.000271389,0.00008077402,0.00006490784,0.000008523049,0.00001301108,0.002193728,0.000006462153,0.0001907338],"genre_scores_gemma":[0.996244,0.0001089566,0.00009925529,0.00002711336,0.00001177523,0.00001845067,0.003433419,0.000002867791,0.00005423533],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008409975,"threshold_uncertainty_score":0.01672202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074004826404805,"score_gpt":0.4690268563590822,"score_spread":0.3616263737186017,"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."}}