{"id":"W4384661392","doi":"10.1055/a-2131-7180","title":"Global prospective case series of ERCPs using a single-use duodenoscope","year":2023,"lang":"en","type":"article","venue":"Endoscopy","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Weill Cornell Medical College; Cook Medical; Medical Center, University of Pittsburgh; University of California, Los Angeles; Boston Scientific Corporation; Singapore General Hospital; University of Pittsburgh; Erasmus Medisch Centrum; Mylan; Cleveland Clinic","keywords":"Medicine; Endoscopic retrograde cholangiopancreatography; Pancreatitis; Endoscope; Surgery; Endoscopy; Adverse effect; Single use; Internal medicine","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":[0.001110471,0.001225566,0.0008424035,0.002422403,0.00126913,0.001643456,0.001193582,0.001478401,0.003420012],"category_scores_gemma":[0.005251236,0.0008395107,0.0009230544,0.002965866,0.001289669,0.001472686,0.00164575,0.001184594,0.001485416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000737663,"about_ca_system_score_gemma":0.001031126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001553694,"about_ca_topic_score_gemma":0.001979342,"domain_scores_codex":[0.998078,0.0003038349,0.000390291,0.0004659953,0.0003835449,0.0003783675],"domain_scores_gemma":[0.99271,0.001212669,0.00319018,0.0009325882,0.0005700172,0.001384491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001823766,0.00009051575,0.77254,0.0002149381,0.0001248347,0.2170736,0.0004780966,0.0001507744,0.0008001863,0.0001444337,0.001620154,0.006580105],"study_design_scores_gemma":[0.00003086487,0.0002129122,0.2209674,0.0001451652,0.00009656746,0.7748249,0.001027673,0.0002335307,0.0003651834,0.00009025678,0.001977157,0.00002835693],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986095,0.008221474,0.0009828397,0.000348815,0.00008836237,0.00009566239,0.0003133964,0.00008887595,0.003765639],"genre_scores_gemma":[0.9965706,0.001966827,0.0004557985,0.0002175456,0.0001573585,0.00001965233,0.0003484036,0.00003082374,0.0002329179],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003420012,"threshold_uncertainty_score":0.01144111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03800625701476752,"score_gpt":0.2982956612973071,"score_spread":0.2602894042825395,"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."}}