{"id":"W3114324393","doi":"10.1097/pq9.0000000000000371","title":"Improvement Initiative to Ensure Quality Instrumentation in the OR","year":2020,"lang":"en","type":"article","venue":"Pediatric Quality and Safety","topic":"Medical Device Sterilization and Disinfection","field":"Immunology and Microbiology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"IMRIS (Canada)","funders":"","keywords":"Pareto chart; Root cause analysis; Technician; Quality management; Operations management; Medicine; Baseline (sea); Root cause; Quality (philosophy); Medical emergency; Medical physics; Reliability engineering; Engineering; Lean manufacturing; Management system","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":[0.0250773,0.0007452211,0.0002351645,0.0016174,0.002708149,0.003609906,0.002753765,0.001127426,0.005787798],"category_scores_gemma":[0.02425778,0.0004545005,0.0007227713,0.001242851,0.001736471,0.002426246,0.008766375,0.003339144,0.0008448476],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007188161,"about_ca_system_score_gemma":0.0474874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01215801,"about_ca_topic_score_gemma":0.02082191,"domain_scores_codex":[0.9777625,0.008613939,0.001735772,0.001909383,0.007203053,0.002775299],"domain_scores_gemma":[0.9640146,0.004692907,0.006212042,0.002615109,0.008962803,0.01350255],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002565502,0.002590419,0.1335366,0.001668136,0.0001110434,0.0009028668,0.01380843,0.002030049,0.007534241,0.01525535,0.1224062,0.6999001],"study_design_scores_gemma":[0.0004740205,0.005482869,0.2723486,0.002350284,0.0001650153,0.001189825,0.02385576,0.00653568,0.01338277,0.004982371,0.6690453,0.0001875384],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4879505,0.005076444,0.1496728,0.1701235,0.003042229,0.00970471,0.001989421,0.01281534,0.1596251],"genre_scores_gemma":[0.5666072,0.002512338,0.3814269,0.0169822,0.0003486395,0.002452224,0.002061942,0.0004528468,0.02715573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0250773,"threshold_uncertainty_score":0.132623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08677069214661375,"score_gpt":0.3529313928415472,"score_spread":0.2661607006949334,"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."}}