{"id":"W4416207467","doi":"10.1302/1358-992x.2025.13.071","title":"OPTIMIZING EFFICIENCY AND REDEFINING BENCHMARKS IN A HIGH-VOLUME PRIMARY ARTHROPLASTY PROGRAMME","year":2025,"lang":"en","type":"article","venue":"Orthopaedic Proceedings","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Joint arthroplasty; Arthroplasty; Clinical endpoint; Body mass index; American society of anesthesiologists; Patient safety; Adverse effect","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":[0.00173889,0.0002141276,0.0003648946,0.0004227426,0.001018302,0.00006697165,0.0001086447,0.0003230045,0.0001005137],"category_scores_gemma":[0.0007695195,0.0002049616,0.0000403691,0.001079941,0.0001008122,0.0003288152,0.000169593,0.000897915,0.00001332315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002620269,"about_ca_system_score_gemma":0.0009817148,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003007958,"about_ca_topic_score_gemma":0.00009951366,"domain_scores_codex":[0.9975785,0.00007722125,0.000804886,0.0005396631,0.0002309467,0.0007687993],"domain_scores_gemma":[0.9990516,0.0001493554,0.0001892999,0.0001276191,0.0003117489,0.0001703658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001251824,0.0001932657,0.9050087,0.001589935,0.00002385251,0.00001146663,0.01031003,0.0003873542,0.0002062221,0.02943933,0.003553412,0.04915119],"study_design_scores_gemma":[0.01542156,0.0011248,0.6062363,0.01277719,0.0001867366,0.00003744999,0.03775951,0.2093287,0.00002885579,0.002770897,0.1120458,0.002282186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9499985,0.000804923,0.005285763,0.005994517,0.0006446181,0.001484335,0.000005877737,0.0002087611,0.03557273],"genre_scores_gemma":[0.9587964,0.0003961437,0.03665541,0.001421678,0.0001341841,0.0004486985,0.00007062641,0.00002714786,0.002049739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2987725,"threshold_uncertainty_score":0.8358091,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02069122830627261,"score_gpt":0.3212953548722008,"score_spread":0.3006041265659282,"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."}}