{"id":"W3158270383","doi":"10.1017/ice.2021.128","title":"Contaminated flexible endoscopes: Review of impact of channel sampling methods on culture results and recommendations for root-cause analysis","year":2021,"lang":"en","type":"review","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Root cause analysis; Endoscope; Medicine; Transmission (telecommunications); Sampling (signal processing); Contamination; Infection control; Root cause; Intensive care medicine; Surgery; Computer science; Operations management; Engineering; Biology; Forensic engineering; Telecommunications","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002781669,0.000384736,0.004103777,0.0004189471,0.0001263107,0.000006191767,0.00007117974,0.0007681216,0.0001387876],"category_scores_gemma":[0.01105039,0.000269978,0.001080964,0.0005942456,0.0002126004,0.00006290316,0.00004371818,0.0003758278,0.000003060921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005646384,"about_ca_system_score_gemma":0.0001192037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003156502,"about_ca_topic_score_gemma":0.00002453377,"domain_scores_codex":[0.9944945,0.002822721,0.001812174,0.0005704972,0.00002609248,0.0002740273],"domain_scores_gemma":[0.9920935,0.005403953,0.00174288,0.0002843261,0.0004062799,0.00006905054],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001699893,0.0002759615,0.0003953299,0.02169793,0.01030504,3.998922e-7,0.00009793544,0.00001799154,0.00002833443,0.001895002,0.00437596,0.9607401],"study_design_scores_gemma":[0.002815879,0.002501461,0.00144694,0.02491971,0.01153276,0.00003831792,0.00002000223,0.00007199038,0.00001189864,0.0001916189,0.9560472,0.0004022645],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002214045,0.9277253,0.0692512,0.0003357149,0.0006283243,0.001115949,0.0007804164,0.00003242238,0.0001085906],"genre_scores_gemma":[0.0004265176,0.9946177,0.0004152171,0.0003182392,0.0000446236,0.0002070356,0.00381277,0.00001725582,0.0001406664],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9603379,"threshold_uncertainty_score":0.9999753,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1115452094465711,"score_gpt":0.4851875665585998,"score_spread":0.3736423571120288,"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."}}