{"id":"W2769108084","doi":"10.12927/hcq.2017.25285","title":"Code Grey: Stained Surgical Instruments and Their Impact on One Canadian Health Authority","year":2017,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Best practice; Resilience (materials science); Business; Public relations; Code of practice; Medicine; Political science; Engineering; Engineering ethics; Law","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007896825,0.000460778,0.000363749,0.002111196,0.03689852,0.009960202,0.004164709,0.005464305,0.01689257],"category_scores_gemma":[0.02483426,0.0006950824,0.0008560569,0.002880143,0.008893633,0.002301282,0.008920358,0.007946722,0.0009680945],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1439813,"about_ca_system_score_gemma":0.3417418,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9876893,"about_ca_topic_score_gemma":0.9947872,"domain_scores_codex":[0.9742908,0.002263394,0.0004585455,0.0007097907,0.01599106,0.006286392],"domain_scores_gemma":[0.9683414,0.003995349,0.001639291,0.0009753047,0.0122233,0.01282535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0002831555,0.0004495346,0.07181948,0.001033451,0.0001118519,0.009618834,0.07047506,0.001097948,0.002380116,0.1441623,0.5090872,0.1894811],"study_design_scores_gemma":[0.00005427617,0.0002249974,0.1082984,0.001192376,0.00008108889,0.001376551,0.1095033,0.0005930263,0.0007239571,0.004683386,0.7729968,0.0002718645],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1895203,0.01014477,0.001308066,0.5112918,0.003048666,0.0003727276,0.00160266,0.0001933712,0.2825176],"genre_scores_gemma":[0.8078928,0.01360049,0.003102754,0.06916866,0.0007481551,0.0001068274,0.0005624501,0.0001852608,0.1046326],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1439813,"threshold_uncertainty_score":0.9928603,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.125952524858082,"score_gpt":0.4487809972522977,"score_spread":0.3228284723942157,"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."}}