{"id":"W4416221589","doi":"10.1302/1358-992x.2025.13.025","title":"IMPROVING PATIENT SAFETY EVENT REPORTING AND LEARNING IN ORTHOPAEDIC SURGERY: A QUALITY IMPROVEMENT (QI) INITIATIVE IN POSTGRADUATE EDUCATION","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Patient Safety and Medication Errors","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Patient safety; Consistency (knowledge bases); Quality management; Event (particle physics); Tracking (education); Quarter (Canadian coin); Constructive; Quality (philosophy)","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.008209428,0.0003173141,0.0006724538,0.0009338424,0.0006680762,0.000008400011,0.000122448,0.0002730802,0.0000312613],"category_scores_gemma":[0.01827957,0.0003144596,0.0001361289,0.001370354,0.0001063686,0.0004706102,0.0002735708,0.001721775,0.000008620755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008671368,"about_ca_system_score_gemma":0.002558802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365134,"about_ca_topic_score_gemma":0.0005263179,"domain_scores_codex":[0.9938125,0.0003859291,0.0037133,0.0007774899,0.0005289715,0.0007818226],"domain_scores_gemma":[0.9945072,0.0008065359,0.003791526,0.0001775716,0.0004913421,0.0002258321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002135735,0.0002012611,0.8234642,0.001054942,0.00001673503,0.000004539934,0.009197815,0.000007097422,0.0004369487,0.001333995,0.0002219458,0.163847],"study_design_scores_gemma":[0.001515472,0.0001372153,0.9495253,0.003729306,0.00003224482,0.000003539856,0.03514164,0.0006186488,0.00008309343,0.0006890384,0.008152119,0.0003724048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9831337,0.000371142,0.00047091,0.006635413,0.0009397873,0.001872952,0.000006288168,0.0001452701,0.006424591],"genre_scores_gemma":[0.9950433,0.0002485906,0.0002552319,0.002765764,0.0000903421,0.0008908287,0.00007792412,0.00002825275,0.0005997763],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1634746,"threshold_uncertainty_score":0.9999307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04530081839640803,"score_gpt":0.385943254900354,"score_spread":0.3406424365039459,"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."}}