{"id":"W4295138587","doi":"10.1136/bmjopen-2022-065077","title":"Risk factors for infections after endoscopic retrograde cholangiopancreatography (ERCP): a retrospective cohort analysis of US Medicare Fee-For-Service claims, 2015–2021","year":2022,"lang":"en","type":"article","venue":"BMJ Open","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Johns Hopkins University","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Current Procedural Terminology; Retrospective cohort study; Emergency medicine; Logistic regression; Cohort; Pancreatitis; Diagnosis code; Reimbursement; Internal medicine; General surgery; Surgery; Environmental health; Health care; Population","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008315993,0.0001855415,0.0006632218,0.0004727598,0.0004729576,0.00003440079,0.0003240801,0.0001749754,0.005103564],"category_scores_gemma":[0.0004418032,0.0001696706,0.0004059695,0.00174763,0.00009378348,0.0001208718,0.0002778652,0.0002513101,0.00001073464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001031001,"about_ca_system_score_gemma":0.0001177357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003198812,"about_ca_topic_score_gemma":0.001981879,"domain_scores_codex":[0.9982345,0.0004241629,0.0004856142,0.0004479568,0.0001260973,0.0002816944],"domain_scores_gemma":[0.9985713,0.0002797382,0.0003774805,0.0004529017,0.0002583814,0.00006018486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004349064,0.0002051134,0.9915421,0.00004239482,0.003111952,5.998004e-7,0.0005271356,0.00003493318,0.0005651261,0.0003438848,0.002960679,0.0002311591],"study_design_scores_gemma":[0.001974869,0.0005414243,0.9624818,0.00002499324,0.002535454,0.000003578918,0.0009096594,0.00006439732,0.0003424294,0.0002037877,0.0307264,0.000191186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9854262,0.0003284272,0.002233078,0.0002651087,0.001051949,0.006385332,0.003003831,0.00004993857,0.001256163],"genre_scores_gemma":[0.9889272,0.00004414935,0.00009439185,0.0003717446,0.00003600564,0.006060592,0.004022394,0.00002035896,0.0004231539],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0290603,"threshold_uncertainty_score":0.9958059,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02210812734439674,"score_gpt":0.3385480736133496,"score_spread":0.3164399462689528,"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."}}