{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002019346,0.0005266861,0.0003949328,0.0005446626,0.0006841955,0.000946842,0.000372008,0.0007008878,0.001577358],"category_scores_gemma":[0.003890895,0.0006289018,0.0004064363,0.000775582,0.0005400929,0.0007601703,0.0005515647,0.0006273845,0.0004431148],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003027182,"about_ca_system_score_gemma":0.0004081735,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009793399,"about_ca_topic_score_gemma":0.000915811,"domain_scores_codex":[0.9982271,0.0007107288,0.0001819152,0.0004923948,0.000218275,0.0001695885],"domain_scores_gemma":[0.99648,0.0005626238,0.001562427,0.0003483849,0.000471739,0.0005748088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007066636,0.0002116783,0.9975954,0.00001677837,0.00004221305,0.000102596,0.00009855273,0.00001455314,0.0004475712,0.000006657122,0.00005406757,0.0007031236],"study_design_scores_gemma":[0.000123073,0.003108615,0.9948783,0.00001625008,0.00005659014,0.0006957162,0.0003874083,0.0001549521,0.0002493894,0.00001192881,0.0003089182,0.00000867415],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993743,0.0001560986,0.00009220417,0.00001142709,0.000004670348,0.00004418936,0.0001150649,0.000002076502,0.0001999468],"genre_scores_gemma":[0.99937,0.00007074594,0.000179098,0.00004916568,0.00001343368,0.00002672595,0.0001854826,0.000001891314,0.0001034283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002019346,"threshold_uncertainty_score":0.01067942,"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."}}