{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004773995,0.00008357324,0.0001596869,0.00007258736,0.00004952667,0.000003127252,0.00001996152,0.00003182891,0.0004578336],"category_scores_gemma":[0.0002219157,0.0000583676,0.00005892975,0.0001426106,0.0001134216,0.00003549914,0.000007211192,0.00008279574,0.000008235867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000152586,"about_ca_system_score_gemma":0.0006730237,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3303204,"about_ca_topic_score_gemma":0.6127808,"domain_scores_codex":[0.9994101,0.0000248685,0.0001741687,0.0001277484,0.0001360466,0.0001270549],"domain_scores_gemma":[0.9994371,0.0001724488,0.00003251122,0.0001256736,0.0001709041,0.00006138011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01595974,0.005919391,0.4507678,0.0008104407,0.002250635,0.00003464655,0.1169282,0.006556512,0.1084954,0.03096125,0.02657811,0.2347379],"study_design_scores_gemma":[0.001934276,0.003870536,0.9890631,0.00005368033,0.000008410007,0.000001901519,0.004089658,0.0007787549,0.00005775598,0.00001131303,0.00006282378,0.00006777881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792604,0.00001091909,0.00009432111,0.0005888292,0.0001143236,0.0002607808,0.00004750243,0.000007995885,0.01961495],"genre_scores_gemma":[0.9991723,0.000001024545,0.0003800648,0.0001000744,0.00003223023,0.00001072361,0.00003667427,0.000006881207,0.0002600076],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5382953,"threshold_uncertainty_score":0.674139,"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."}}