{"id":"W2040142507","doi":"10.1503/cjs.032910","title":"Effect of surgeon fatigue on hip and knee arthroplasty","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"","keywords":"Medicine; Perioperative; Arthroplasty; Cohort; Body mass index; Osteoarthritis; Surgery; Oxford knee score; Physical therapy; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001144733,0.0001532382,0.0006284664,0.0005829607,0.0000580121,0.00001049126,0.00002505859,0.00008365405,0.0002555061],"category_scores_gemma":[0.001077128,0.0001173111,0.0002123791,0.0001630927,0.0001703052,0.0001762545,0.000005897902,0.0002393931,0.00001341795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000827349,"about_ca_system_score_gemma":0.0005332872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005630657,"about_ca_topic_score_gemma":0.0005601319,"domain_scores_codex":[0.9987314,0.0001194611,0.0004431664,0.00008040763,0.0002220921,0.0004034557],"domain_scores_gemma":[0.9970666,0.00125157,0.0002530139,0.0001505257,0.00009058687,0.001187769],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001677898,0.00002038898,0.9555357,0.000118413,0.00008277289,0.0002139296,0.0001664586,0.000003057007,0.0001159969,0.00002829413,0.005021196,0.03852598],"study_design_scores_gemma":[0.001050052,0.0008452613,0.9763957,0.0006115536,0.0001171646,0.001531435,0.00008199881,0.000003948126,0.00340015,0.000005605658,0.01580813,0.0001490133],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954417,0.002115271,0.000008413294,0.0004813596,0.001377726,0.00009786727,0.00001015184,0.000004902901,0.0004626279],"genre_scores_gemma":[0.9993263,0.00004244498,0.00002878996,0.0001616513,0.0002584946,9.685996e-7,0.000002228734,0.00002248191,0.0001565792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03837697,"threshold_uncertainty_score":0.4783806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02841471858060957,"score_gpt":0.2584953670570122,"score_spread":0.2300806484764026,"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."}}