{"id":"W4392706467","doi":"10.51731/cjht.2024.854","title":"Reprocessed Single-Use Semicritical and Critical Medical Devices","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Health Technologies","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bioburden; Medical device; Single use; Medicine; Medical emergency; Patient safety; Risk analysis (engineering); Business; Operations management; Health care; Surgery; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007031622,0.0001013916,0.0002575732,0.0004132439,0.0001842707,0.00009107833,0.0001516813,0.0003791243,0.0003820122],"category_scores_gemma":[0.008131222,0.00007921483,0.00004083438,0.0002447154,0.0007887885,0.0002111049,0.00002312348,0.0005950937,0.0000333816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008719113,"about_ca_system_score_gemma":0.001635206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005314476,"about_ca_topic_score_gemma":0.001291653,"domain_scores_codex":[0.9987914,0.0001149893,0.0005009244,0.0001722704,0.00006899953,0.0003514059],"domain_scores_gemma":[0.9991327,0.0004631536,0.00005676743,0.0001059772,0.0001372304,0.0001041666],"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":[0.00002807904,0.00005577182,0.004300707,0.00109933,0.00008984502,0.0005739715,0.0004882366,2.734797e-7,0.001718033,0.04870472,0.02213926,0.9208018],"study_design_scores_gemma":[0.0004672512,0.0006324566,0.003429028,0.002021041,0.00003861768,0.006461419,0.002628863,0.00003387735,0.001879664,0.006074509,0.9761151,0.0002181828],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2010916,0.5561251,0.009461208,0.2272712,0.00470925,0.0002034336,0.00003509988,0.0005631622,0.0005399385],"genre_scores_gemma":[0.9975985,0.0005789082,0.00009036488,0.001651047,0.00001324319,0.000001818186,0.000005479067,0.000009053125,0.00005161107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9539759,"threshold_uncertainty_score":0.973442,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03226927916130808,"score_gpt":0.3130722364932174,"score_spread":0.2808029573319093,"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."}}