{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05096077,0.001172825,0.0005121129,0.002238085,0.004048837,0.005140567,0.004005454,0.003012087,0.005714649],"category_scores_gemma":[0.05754792,0.0007885266,0.001154265,0.002749427,0.002960994,0.005525323,0.01165286,0.004310972,0.001277633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009680035,"about_ca_system_score_gemma":0.08088802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01146985,"about_ca_topic_score_gemma":0.01759646,"domain_scores_codex":[0.9632517,0.01777534,0.003288456,0.001803863,0.00960921,0.004271513],"domain_scores_gemma":[0.8990016,0.01272233,0.01275452,0.005448995,0.02009667,0.04997583],"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":[0.0004703712,0.00799153,0.0959924,0.00346342,0.00008766416,0.0003342844,0.005745003,0.00251565,0.004269393,0.002831416,0.04718766,0.8291113],"study_design_scores_gemma":[0.002185698,0.02664854,0.6942109,0.005022853,0.0002747309,0.002107246,0.01340564,0.01811749,0.01801173,0.01194106,0.2074457,0.0006284742],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6105967,0.006784966,0.09704883,0.2328206,0.004028325,0.01239941,0.001477005,0.00484488,0.02999932],"genre_scores_gemma":[0.6312488,0.003408537,0.3355437,0.01802024,0.0009707869,0.004661475,0.001609303,0.0002155276,0.004321657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05096077,"threshold_uncertainty_score":0.2695095,"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."}}