{"id":"W4214598413","doi":"10.14740/gr1484","title":"Clinical Outcomes and Predictors of Thirty-Day Readmissions of Hypertriglyceridemia-Induced Acute Pancreatitis","year":2022,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Acute pancreatitis; Odds ratio; Confidence interval; Internal medicine; Pancreatitis; Charlson comorbidity index; Hypertriglyceridemia; Comorbidity; Retrospective cohort study; Diabetes mellitus; Sepsis; Triglyceride; Cholesterol","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002218577,0.0001435427,0.0008656653,0.0003318622,0.000206818,0.000002054794,0.0001707635,0.0001402483,0.0003178438],"category_scores_gemma":[0.0006773436,0.0001134375,0.0001753777,0.0001941147,0.0007162602,0.00003407063,0.0004507951,0.0009037866,0.000004346375],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005473856,"about_ca_system_score_gemma":0.0001955422,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001176481,"about_ca_topic_score_gemma":0.0000192626,"domain_scores_codex":[0.9963832,0.00163911,0.0006295639,0.000401133,0.0004702243,0.0004767476],"domain_scores_gemma":[0.998114,0.0008186217,0.0001566001,0.0004875324,0.0001699038,0.0002533047],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001696706,0.0006147418,0.9908544,0.00002485762,0.000855112,0.0005122817,0.0001843535,4.930089e-7,0.003215143,0.00009288809,0.001233997,0.0007149598],"study_design_scores_gemma":[0.003628743,0.006972622,0.9873052,0.00002704939,0.0002704218,0.0008054276,0.0001440099,0.00001148853,0.0005007413,0.00009287572,0.0002033426,0.00003807734],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967567,0.000139545,0.00001342379,0.001432726,0.0001968142,0.0004724773,0.0001730203,0.00002291653,0.000792401],"genre_scores_gemma":[0.997836,0.0004214131,0.0005362947,0.0002121375,0.00004072174,0.0001316288,0.00005431116,0.00001740577,0.0007501196],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00635788,"threshold_uncertainty_score":0.4625846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07195343406659421,"score_gpt":0.4055124573939845,"score_spread":0.3335590233273903,"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."}}