{"id":"W3048358918","doi":"10.1016/j.giec.2020.06.005","title":"Quality Systems Approach for Endoscope Reprocessing","year":2020,"lang":"en","type":"review","venue":"Gastrointestinal Endoscopy Clinics of North America","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Endoscope; Medicine; Contamination; Biofilm; Environmental science; Surgery; Bacteria; Biology; Ecology","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":[0.002362578,0.001675579,0.002104629,0.005390319,0.0004520325,0.002326214,0.001879538,0.00233227,0.007511534],"category_scores_gemma":[0.0021066,0.0005449698,0.001280645,0.004532204,0.001028156,0.002783592,0.001599158,0.003150617,0.002520591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001533854,"about_ca_system_score_gemma":0.002864255,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002937217,"about_ca_topic_score_gemma":0.003766738,"domain_scores_codex":[0.9992021,0.0001336784,0.000125171,0.000139562,0.0003291919,0.0000703151],"domain_scores_gemma":[0.9983093,0.0008112462,0.0003041631,0.000045293,0.000448819,0.00008121879],"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":[0.0000545588,0.00009083743,0.0001250315,0.02930954,0.0001239233,0.00009607301,0.00005082104,0.0003382748,0.001084755,0.005414569,0.02739367,0.9359179],"study_design_scores_gemma":[0.00003708585,0.0002993863,0.001082157,0.01226848,0.0003125148,0.000718877,0.00009462097,0.000261697,0.0008415784,0.002414818,0.981627,0.0000417119],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00002972826,0.9990314,0.0001666764,0.0001395231,0.0001977199,0.00000442838,0.000006797248,0.000006245195,0.0004175387],"genre_scores_gemma":[0.000455653,0.9981459,0.0004151415,0.000281309,0.0001942175,0.000006210155,0.00002315708,0.000002355563,0.0004760257],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007511534,"threshold_uncertainty_score":0.02512854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07753498260474391,"score_gpt":0.38082956594928,"score_spread":0.3032945833445361,"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."}}