{"id":"W4292729626","doi":"10.14740/gr1548","title":"Readmissions After Biliary Acute Pancreatitis: Analysis of the Nationwide Readmissions Database","year":2022,"lang":"en","type":"article","venue":"Gastroenterology Research","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Acute pancreatitis; Gallstones; Cholecystectomy; Pancreatitis; Odds ratio; Internal medicine; Endoscopic retrograde cholangiopancreatography; Etiology; Hazard ratio; General surgery; Confidence interval","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":[0.001905051,0.0003092177,0.0007481435,0.002407662,0.0003352667,0.0006748999,0.0006540917,0.0003847598,0.0007294675],"category_scores_gemma":[0.007704916,0.0003104092,0.000965011,0.003357617,0.0001755166,0.0006569868,0.001091239,0.0006814168,0.0001537473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000924627,"about_ca_system_score_gemma":0.0008252917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01275673,"about_ca_topic_score_gemma":0.01383307,"domain_scores_codex":[0.9974477,0.0007648731,0.00065649,0.0003613217,0.0004759164,0.000293792],"domain_scores_gemma":[0.9933081,0.001074973,0.004048231,0.0003768238,0.0006501193,0.0005417754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006632772,0.000023494,0.9987748,0.00002518145,0.00009795518,0.00004306094,0.0000330596,0.00006903586,0.00002525348,0.00001384528,0.0002878591,0.0005400077],"study_design_scores_gemma":[0.000007521507,0.00003620957,0.999059,0.00001283541,0.00003461104,0.0001102883,0.0001366878,0.0004503895,0.00002408099,0.00001332898,0.0001110916,0.00000390764],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926985,0.0003441407,0.0001119722,0.0001105261,0.00001003901,0.00002688258,0.006428429,0.00001076286,0.0002588207],"genre_scores_gemma":[0.9913173,0.0001909863,0.0001283797,0.00004190013,0.00001586086,0.00004272642,0.008209347,0.000003129912,0.00005032012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01275673,"threshold_uncertainty_score":0.025365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03983224801527273,"score_gpt":0.3634054586955464,"score_spread":0.3235732106802737,"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."}}