{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009524021,0.00010615,0.0001852574,0.00007212094,0.0001287589,0.00001573718,0.0000508519,0.0001252185,0.0006212788],"category_scores_gemma":[0.0002778106,0.00009645181,0.00004748585,0.0005121228,0.0001699063,0.0001801349,0.00005684186,0.0000696959,0.0002435731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005340825,"about_ca_system_score_gemma":0.00005108897,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000276622,"about_ca_topic_score_gemma":0.0001513978,"domain_scores_codex":[0.9992441,0.0001100873,0.0002145077,0.000189559,0.0000369271,0.0002048407],"domain_scores_gemma":[0.9996033,0.00005933058,0.00008155393,0.0001517645,0.00007755937,0.00002644927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0011925,0.000475942,0.2024594,0.0002115648,0.0003483719,0.0008774453,0.002363232,0.0001808043,0.7681204,0.01027988,0.01129499,0.002195454],"study_design_scores_gemma":[0.01154829,0.002576523,0.0707415,0.0006412721,0.0004445493,0.01091927,0.007225459,0.0004318418,0.8264189,0.003843365,0.06389666,0.001312296],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956101,0.000179563,0.001336557,0.00006236365,0.00114432,0.0002098058,0.00009427623,0.0001794908,0.001183483],"genre_scores_gemma":[0.9985187,0.00001785544,0.0002967331,0.00008672065,0.00002513008,0.000008076855,0.0000798095,0.000009298095,0.0009576841],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1317179,"threshold_uncertainty_score":0.6802567,"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."}}