{"id":"W4281396570","doi":"10.1111/den.14354","title":"Nomogram for prediction of adverse events after lumen‐apposing metal stent placement for drainage of pancreatic fluid collections","year":2022,"lang":"en","type":"article","venue":"Digestive Endoscopy","topic":"Abdominal vascular conditions and treatments","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pancreas Centre (Canada)","funders":"","keywords":"Medicine; Nomogram; Confidence interval; Odds ratio; Stent; Adverse effect; Internal medicine; Percutaneous; Radiology; Surgery; Gastroenterology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005249396,0.001216729,0.001022759,0.004660272,0.0004059084,0.001534219,0.0007005198,0.0007156405,0.001601618],"category_scores_gemma":[0.01545553,0.0002183124,0.001336734,0.0009046665,0.0003197143,0.0007207171,0.0006721843,0.0007127179,0.0007444385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004511313,"about_ca_system_score_gemma":0.000663489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001418109,"about_ca_topic_score_gemma":0.0009216255,"domain_scores_codex":[0.9987352,0.0006644006,0.000114863,0.0001838306,0.0002187529,0.00008288811],"domain_scores_gemma":[0.9919225,0.005327622,0.001173725,0.0003239001,0.000815394,0.0004369239],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001203766,0.0002566681,0.8807929,0.0001487215,0.0005484,0.0003851667,0.0001011325,0.05223459,0.0007012558,0.0004168762,0.003297012,0.05991355],"study_design_scores_gemma":[0.0001870742,0.001008917,0.2182429,0.000155252,0.0006161793,0.00140469,0.0002297197,0.7730246,0.0008379238,0.001285446,0.002917874,0.00008940956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8849748,0.001693639,0.1033798,0.0009162418,0.0001926448,0.0003931452,0.004391381,0.001165241,0.002893063],"genre_scores_gemma":[0.9812242,0.0002404846,0.01588625,0.00004630688,0.00007530239,0.0001415984,0.002145997,0.00002867614,0.0002111708],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005249396,"threshold_uncertainty_score":0.02776182,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639070077797902,"score_gpt":0.2698134688612243,"score_spread":0.2534227680832453,"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."}}