{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009837341,0.00009104332,0.0001698793,0.00003636461,0.0001208085,0.00001502792,0.00007747348,0.00009867224,0.0004330588],"category_scores_gemma":[0.0007821036,0.0000585555,0.00002835994,0.0003363763,0.0000384603,0.00007358649,0.00004453054,0.0001695387,0.00009196343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001853845,"about_ca_system_score_gemma":0.00004827076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001349973,"about_ca_topic_score_gemma":0.0001343717,"domain_scores_codex":[0.9984098,0.000724501,0.0004478997,0.0002103413,0.00006761889,0.0001398573],"domain_scores_gemma":[0.9993762,0.000355657,0.0001013281,0.00008903378,0.0000352319,0.00004259823],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01165378,0.001521368,0.4466786,0.00147875,0.0001795669,0.0000125129,0.1360009,0.00003282578,0.01210859,0.05643531,0.01123662,0.3226612],"study_design_scores_gemma":[0.003193684,0.0004751625,0.9750703,0.000005766951,0.00003128196,0.000002786073,0.006700454,0.000006445277,0.0003128133,0.000419739,0.01358827,0.0001932957],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.975508,0.0001701929,0.005198615,0.01615571,0.0002744452,0.0005326074,0.00007252041,0.00003811959,0.002049728],"genre_scores_gemma":[0.9801712,0.0002067459,0.00002395018,0.01935229,0.00008309638,0.00002192439,0.0001027416,0.000003002733,0.00003504285],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5283917,"threshold_uncertainty_score":0.474169,"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."}}