{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001211974,0.0001584698,0.0005957551,0.0001821751,0.00006082959,0.00001720878,0.00003690183,0.0005077187,0.000443891],"category_scores_gemma":[0.005765193,0.0001479598,0.00009923245,0.0002672588,0.0001434674,0.0002547359,0.00004041419,0.0004102627,0.0001305217],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003872038,"about_ca_system_score_gemma":0.0001283896,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002135842,"about_ca_topic_score_gemma":0.001053331,"domain_scores_codex":[0.9969604,0.001302102,0.0009164971,0.0004458502,0.00002132478,0.0003538155],"domain_scores_gemma":[0.9981765,0.001337828,0.0001861675,0.0001521609,0.00007061627,0.00007679039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000150442,0.0001899361,0.9729033,0.00001052779,0.0000291401,0.000006101096,0.00004967465,0.0003430798,0.001202024,0.00316205,0.001246729,0.02070703],"study_design_scores_gemma":[0.004802916,0.000327578,0.9686826,0.00004423814,0.00001550723,0.00003197736,0.00001929403,0.000995944,0.0001520708,0.001500773,0.02327837,0.0001486787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670599,0.001479517,0.02355991,0.003530877,0.003648667,0.0003023731,0.000006838065,0.00007689204,0.0003350209],"genre_scores_gemma":[0.9950789,0.0007284764,0.00009552076,0.002938397,0.0001452692,0.00001824743,0.0001210773,0.000009221958,0.0008649308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02801896,"threshold_uncertainty_score":0.6901891,"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."}}