{"id":"W1996978118","doi":"10.4137/cmamd.s10859","title":"Clinical and Economic Burden of Revision Knee Arthroplasty","year":2012,"lang":"en","type":"article","venue":"Clinical Medicine Insights Arthritis and Musculoskeletal Disorders","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":234,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Unicompartmental knee arthroplasty; Periprosthetic; High tibial osteotomy; Osteoarthritis; Arthroplasty; Surgery; Osteotomy; Physical therapy; Alternative 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002050548,0.0004705812,0.0007345299,0.001566806,0.0005727032,0.002210939,0.0004539439,0.000980267,0.01337501],"category_scores_gemma":[0.01350488,0.0002009164,0.001059025,0.001784159,0.0005172912,0.0007356814,0.001391913,0.001831015,0.002498918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00240389,"about_ca_system_score_gemma":0.003859931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006958627,"about_ca_topic_score_gemma":0.005957518,"domain_scores_codex":[0.9957235,0.001622546,0.0003615694,0.0001640861,0.001781337,0.0003470137],"domain_scores_gemma":[0.9943388,0.001021161,0.001451394,0.0001076343,0.001876211,0.001204908],"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":[0.0009212022,0.000232208,0.05231149,0.003293508,0.001167124,0.001359653,0.0002110686,0.002621562,0.000805494,0.02101944,0.3192676,0.5967898],"study_design_scores_gemma":[0.0006062355,0.001118138,0.2390924,0.01118235,0.001622867,0.01184497,0.001868368,0.005594365,0.000700484,0.02368304,0.7024604,0.0002263464],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.08581937,0.4409179,0.004668453,0.2348176,0.008800495,0.0003133478,0.01561439,0.0002832812,0.2087652],"genre_scores_gemma":[0.5665007,0.3828318,0.00438783,0.01471854,0.01071956,0.0003366675,0.008110862,0.00008825854,0.01230584],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01337501,"threshold_uncertainty_score":0.0447439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02148806854973052,"score_gpt":0.3375358944664555,"score_spread":0.316047825916725,"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."}}