{"id":"W4415544975","doi":"10.1002/ueg2.70133","title":"Common Practice of Percutaneous Drainage in Necrotising Pancreatitis—A Multicentre Retrospective Study (DRACULA)","year":2025,"lang":"en","type":"article","venue":"United European Gastroenterology Journal","topic":"Pancreatitis Pathology and Treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St. Michael's Hospital","funders":"Universitätsklinikum Hamburg-Eppendorf; Departamento de Ingeniería Mecánica, Universidad de Chile; Uniwersytet Jana Kochanowskiego w Kielcach; Deutsche Krebshilfe; Università di Bologna; Deutsche Forschungsgemeinschaft; Ludwig-Maximilians-Universität München; Technische Universität München; Academy of Military Medical Sciences; Universidade do Minho; Albert-Ludwigs-Universität Freiburg; University of Toronto; Gentofte Hospital; Általános Orvostudományi Kar, Pécsi Tudományegyetem; Deutschen Konsortium für Translationale Krebsforschung; Newcastle University; Semmelweis Egyetem; Deutsches Krebsforschungszentrum; Pécsi Tudományegyetem; Universität Ulm; Medizinischen Hochschule Hannover","keywords":"Retrospective cohort study; Percutaneous; Drainage; Clinical trial; Clinical Practice; Incidence (geometry)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008388233,0.0002407703,0.0005515714,0.0008869538,0.0001705215,0.00002327489,0.0001611501,0.00006916217,0.00005235301],"category_scores_gemma":[0.000526213,0.0002175983,0.0001142777,0.0003212568,0.0001946198,0.0001244907,0.0001058604,0.0009745455,0.00001448489],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002587525,"about_ca_system_score_gemma":0.00004648985,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007268867,"about_ca_topic_score_gemma":0.0001084697,"domain_scores_codex":[0.9962438,0.002143767,0.0006839178,0.0003094171,0.0001906462,0.0004284245],"domain_scores_gemma":[0.9987419,0.0001559083,0.0003638839,0.0003225885,0.0002912486,0.0001244399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002736826,0.002300818,0.9407649,0.00001727084,0.0005846955,0.05030875,0.001755774,0.00008794128,0.0007615027,0.00009601832,0.00008607248,0.0004994537],"study_design_scores_gemma":[0.00739656,0.003769521,0.9517787,0.0003238879,0.0007416299,0.03248383,0.003118937,0.00008666528,0.00002501487,0.00004053588,0.0001634913,0.00007122214],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9775917,0.0001493475,0.0004766204,0.0007681792,0.0001656163,0.0005377012,0.00001123829,0.00003485396,0.02026477],"genre_scores_gemma":[0.9961653,0.0001064136,0.002066743,0.001273715,0.00003584447,0.000003088318,0.00002215454,0.00002654383,0.0003002038],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01996456,"threshold_uncertainty_score":0.8873401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008519352322433095,"score_gpt":0.2807031331335767,"score_spread":0.2721837808111436,"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."}}