{"id":"W4412090092","doi":"10.7759/cureus.87426","title":"Evaluating the Impact of Audits and Re-audits on Adherence to the Ottawa Knee Rules in a High-Volume UK Trauma Centre","year":2025,"lang":"en","type":"article","venue":"Cureus","topic":"Shoulder Injury and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Audit; Volume (thermodynamics); Physical therapy; Emergency medicine; Medical emergency; Accounting","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":[0.08439308,0.0007024173,0.0009274119,0.002162273,0.001575719,0.003546657,0.002155351,0.001325055,0.001440568],"category_scores_gemma":[0.2500386,0.001237596,0.0009058719,0.002297479,0.001420636,0.002580502,0.004731781,0.001794575,0.000221511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01447647,"about_ca_system_score_gemma":0.02698804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0518701,"about_ca_topic_score_gemma":0.06016548,"domain_scores_codex":[0.8737103,0.06971726,0.01611831,0.004536027,0.02691169,0.009006392],"domain_scores_gemma":[0.6546092,0.1439459,0.1131682,0.0195937,0.04685907,0.02182401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003331651,0.00360094,0.8503567,0.001444463,0.0003702746,0.0004245314,0.007568693,0.003181736,0.0006573024,0.0002943995,0.003077462,0.1256918],"study_design_scores_gemma":[0.0004155887,0.01245612,0.9721602,0.0008089645,0.0002461655,0.0002802077,0.006135358,0.003448731,0.0009321372,0.0001155625,0.002874223,0.0001268109],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993789,0.0007452734,0.0004579082,0.001227377,0.0000681572,0.001762007,0.000318708,0.00005154927,0.00158009],"genre_scores_gemma":[0.9958373,0.0003228214,0.002167156,0.0003826619,0.00003904272,0.0006892724,0.0002404704,0.00001032828,0.0003109589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08439308,"threshold_uncertainty_score":0.4463186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05934813306719552,"score_gpt":0.4045591512434062,"score_spread":0.3452110181762107,"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."}}