{"id":"W4220877634","doi":"10.1017/ice.2021.525","title":"A prospective, multicenter, clinical study of duodenoscope contamination after reprocessing","year":2022,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba; Olympus","keywords":"Medicine; Contamination; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001813861,0.0001391865,0.0005630862,0.0001242088,0.0002816891,0.000005420764,0.00005564251,0.0001424963,0.000417463],"category_scores_gemma":[0.001983917,0.0001238443,0.00008156105,0.000159872,0.0002151566,0.0001071058,0.00009437112,0.0003803113,0.00001607393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003941245,"about_ca_system_score_gemma":0.00002884809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005136976,"about_ca_topic_score_gemma":0.00008687848,"domain_scores_codex":[0.9965664,0.001876298,0.0008645019,0.0004426575,0.00004347817,0.0002067249],"domain_scores_gemma":[0.9984586,0.0007620481,0.0004587816,0.0001381622,0.0001446453,0.00003775341],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008138623,0.00152599,0.980116,0.0000198171,0.0001429702,0.000001973922,0.0005476144,0.0000384372,0.0003253593,0.0003365503,0.0001997647,0.01593166],"study_design_scores_gemma":[0.007619219,0.004111571,0.9825056,0.000009912263,0.00009410585,0.00002076494,0.000568225,0.0004271984,0.00001910803,0.0002745766,0.004221576,0.0001281298],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915906,0.001151085,0.004007259,0.0002903872,0.001829807,0.0008021329,0.00001434071,0.00006784121,0.0002465237],"genre_scores_gemma":[0.9985762,0.00006496801,0.00001238397,0.0007660031,0.0000530293,0.0003368142,0.00002193114,0.000009681584,0.0001589432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01580353,"threshold_uncertainty_score":0.5050223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02067214837739281,"score_gpt":0.3325145204416454,"score_spread":0.3118423720642526,"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."}}