{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001093635,0.0003769372,0.001543148,0.0001659575,0.000126058,0.00001116023,0.00006584198,0.0003332693,0.0003920746],"category_scores_gemma":[0.001410704,0.0002695964,0.0003944374,0.0001229018,0.00315756,0.0003325963,0.0001954839,0.0005575725,0.00006689691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001336023,"about_ca_system_score_gemma":0.00007355327,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001568081,"about_ca_topic_score_gemma":0.0001418325,"domain_scores_codex":[0.9963545,0.0002751631,0.001954014,0.0006182473,0.0003095468,0.000488532],"domain_scores_gemma":[0.9969946,0.001130744,0.0003569481,0.0004907137,0.00007020531,0.0009568409],"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":[0.0001341204,0.0002307337,0.3919319,0.0001787946,0.0001222913,0.000007015317,0.0003283211,4.393675e-7,0.00002100805,0.002006529,0.001372317,0.6036665],"study_design_scores_gemma":[0.01032153,0.004583944,0.822413,0.001206834,0.0002334799,0.00009825311,0.0008880838,0.0001138066,0.000003218824,0.0005664867,0.1592222,0.000349175],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.958956,0.03173365,0.00008231795,0.003405174,0.001797928,0.0006472319,0.000007611953,0.00006550582,0.003304587],"genre_scores_gemma":[0.9219605,0.07523838,0.0005323979,0.0004440522,0.001540824,0.000009380765,0.00002092253,0.0000444034,0.0002091398],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6033174,"threshold_uncertainty_score":0.9999756,"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."}}