{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001529232,0.0001362124,0.0003342476,0.0001951216,0.0002533442,0.000001643974,0.00004066632,0.00002731892,0.0001331247],"category_scores_gemma":[0.00006096271,0.000129457,0.0003134661,0.000245716,0.0000485301,0.00005731271,0.00003751597,0.0000561396,7.84482e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002570701,"about_ca_system_score_gemma":0.0001134572,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003010776,"about_ca_topic_score_gemma":0.000002099064,"domain_scores_codex":[0.9989953,0.00004935738,0.0003139747,0.0002203389,0.0002393531,0.000181653],"domain_scores_gemma":[0.9993269,0.000127624,0.0001573528,0.0001737952,0.0001514777,0.0000628573],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.06451443,0.03065586,0.623952,0.004451119,0.03024017,0.0001614844,0.01083024,0.007199169,0.216475,0.004044225,0.00323791,0.004238402],"study_design_scores_gemma":[0.1026933,0.06327261,0.5682352,0.001617935,0.02816767,0.0002272263,0.02046904,0.01556909,0.1818055,0.001736398,0.01509342,0.001112637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.963723,0.0002182227,0.02748385,0.00004188941,0.000260327,0.00400892,0.003666508,0.00002621638,0.0005710868],"genre_scores_gemma":[0.9846213,0.000008448228,0.008719443,0.00001853471,0.00002979978,0.004345414,0.0007123856,0.00002354783,0.001521165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05571671,"threshold_uncertainty_score":0.5279104,"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."}}