{"id":"W3170863377","doi":"10.1017/ice.2021.99","title":"Biofilm accumulation in new flexible gastroscope channels in clinical use","year":2021,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Biofilm; Air water; Biomedical engineering; Materials science; Chromatography; Chemistry; Medicine; Bacteria; Biology","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":[0.001469949,0.0003935394,0.0005399133,0.0005952544,0.0003005381,0.0005932259,0.0002781725,0.0006517581,0.001042726],"category_scores_gemma":[0.002892272,0.0003339457,0.0003980279,0.0003187851,0.0006321071,0.0008366689,0.000768573,0.0004214037,0.0001905644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000364855,"about_ca_system_score_gemma":0.000299859,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006644638,"about_ca_topic_score_gemma":0.0008375244,"domain_scores_codex":[0.9985959,0.0003221134,0.00007883241,0.0002466272,0.0005645772,0.0001919716],"domain_scores_gemma":[0.997621,0.0005763634,0.0007574094,0.0001684495,0.0006230755,0.000253666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.007721088,0.001029704,0.2197389,0.0003183474,0.0000880342,0.001773641,0.001928054,0.00030582,0.7421989,0.00003655947,0.0001829965,0.02467797],"study_design_scores_gemma":[0.0001171386,0.03456071,0.7545356,0.00004611943,0.0001337581,0.002463508,0.001955809,0.001524325,0.2034848,0.00004784752,0.001076321,0.00005404562],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994431,0.0001461361,0.0002463566,0.00000791063,0.000002564285,0.00003454473,0.00001965971,0.000005938222,0.00009367843],"genre_scores_gemma":[0.9983076,0.0001256694,0.001202954,0.00003529341,0.000005775696,0.00003406197,0.00008327659,0.000004201139,0.0002010884],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001469949,"threshold_uncertainty_score":0.007773936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08337713243879712,"score_gpt":0.3806800890468898,"score_spread":0.2973029566080926,"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."}}