{"id":"W2793715528","doi":"","title":"IMPACT OF TRAINING LEVEL ON POST-OPERATIVE COMPLICATIONS IN TOTAL KNEE ARTHROPLASTIES: US VERSUS CANADA","year":2018,"lang":"en","type":"article","venue":"","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Merck Canada Inc. (Canada)","funders":"","keywords":"Medicine; Demographics; Univariate analysis; Complication; Diagnosis code; Malignancy; Surgery; General surgery; Physical therapy; Multivariate analysis; Internal medicine; Population","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004230905,0.0001175484,0.0001728032,0.0009298309,0.0004364113,0.0005672751,0.000402842,0.0002166134,0.002312423],"category_scores_gemma":[0.004390775,0.000118153,0.0003669803,0.001652178,0.0003336033,0.0002014785,0.0005010073,0.0002924259,0.0001025069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004231302,"about_ca_system_score_gemma":0.005502848,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8117607,"about_ca_topic_score_gemma":0.887567,"domain_scores_codex":[0.999363,0.0000786606,0.00004904082,0.00005455482,0.0002346364,0.0002200046],"domain_scores_gemma":[0.9973115,0.0003546152,0.0009346058,0.00004757558,0.0005552917,0.0007965007],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000091445,0.00002522671,0.9968421,0.00001296005,0.00002377346,0.00003316691,0.00006810616,0.00008273738,0.00004525341,0.00002793059,0.0002658651,0.002481535],"study_design_scores_gemma":[0.000002185275,0.00002053652,0.9994975,0.00001079826,0.0000110927,0.00003461406,0.0001791659,0.0001136756,0.00001657716,0.000005078766,0.0001068932,0.000001780616],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973072,0.0003662867,0.00002381646,0.0001505268,0.000006321553,0.000007086436,0.0007675693,0.000002178489,0.001368946],"genre_scores_gemma":[0.9992564,0.0001550244,0.00003039589,0.0000302786,0.000004548225,0.000001775415,0.0003643387,0.000001219556,0.0001559662],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1882393,"threshold_uncertainty_score":0.3786957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04097805194824542,"score_gpt":0.3410415469400046,"score_spread":0.3000634949917592,"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."}}