{"id":"W2081104306","doi":"10.1016/j.arth.2010.12.003","title":"Revision Total Knee Arthroplasty","year":2011,"lang":"en","type":"article","venue":"The Journal of Arthroplasty","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cohort; Total knee arthroplasty; Arthroplasty; Cohort study; Surgery; Retrospective cohort study; Oxford knee score; Osteoarthritis; Internal medicine","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001187502,0.0003183996,0.0006575694,0.0002124195,0.0002637003,0.00002140858,0.0001235787,0.0001208063,0.002000658],"category_scores_gemma":[0.0004731019,0.0001821412,0.0003930771,0.0003264651,0.0004262133,0.0004037666,0.0001381334,0.0008797466,0.000568626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007166004,"about_ca_system_score_gemma":0.0002307916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001640535,"about_ca_topic_score_gemma":0.00001660758,"domain_scores_codex":[0.9973763,0.0002521445,0.0009610986,0.0001835237,0.0007656683,0.0004613204],"domain_scores_gemma":[0.9977331,0.0002939329,0.0006605956,0.0005745678,0.000384632,0.0003531935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01729678,0.003605125,0.3940297,0.0004345139,0.002538933,0.002697734,0.02839145,0.0002350771,0.009517578,0.002142135,0.06045106,0.4786599],"study_design_scores_gemma":[0.01118152,0.01062534,0.7879257,0.0009834961,0.001110711,0.04308226,0.004584961,0.0001646353,0.006732515,0.0003710954,0.1324815,0.000756313],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907302,0.001115284,0.001338067,0.0008685114,0.001676716,0.000324742,0.000005768826,0.00005612513,0.003884589],"genre_scores_gemma":[0.9934052,0.0004826362,0.003264479,0.0003713172,0.0005067157,0.000001133044,0.000001278826,0.00005181801,0.001915385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4779036,"threshold_uncertainty_score":0.9989116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02344573793739571,"score_gpt":0.2530574907757224,"score_spread":0.2296117528383267,"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."}}