{"id":"W2194388361","doi":"10.1302/0301-620x.97b8.35170","title":"The epidemiology of revision total knee and hip arthroplasty in England and Wales","year":2015,"lang":"en","type":"article","venue":"The Bone & Joint Journal","topic":"Orthopaedic implants and arthroplasty","field":"Medicine","cited_by":519,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Medicine; Arthroplasty; Total hip arthroplasty; Primary care; Joint arthroplasty; Hip arthroplasty; Epidemiology; Physical therapy; Surgery; Family 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":[],"consensus_categories":[],"category_scores_codex":[0.005104955,0.0001020143,0.0003527596,0.00005353682,0.0002336422,0.0000109858,0.00002197079,0.00005035006,0.00001527838],"category_scores_gemma":[0.001751322,0.0000444796,0.00004447146,0.00004573336,0.0003392292,0.00005250908,0.00006737067,0.0006279639,0.000003026498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001479656,"about_ca_system_score_gemma":0.00007286441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001970326,"about_ca_topic_score_gemma":0.00003264017,"domain_scores_codex":[0.998531,0.0005195361,0.0004709162,0.0001024565,0.0001496236,0.0002264599],"domain_scores_gemma":[0.9986811,0.000747653,0.0002075612,0.0001351178,0.00005572311,0.0001728839],"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":[0.001186257,0.00008172145,0.3791884,0.00004860318,0.00006798755,0.0002033202,0.004042955,0.00001246313,0.0003610957,0.0006002425,0.001928705,0.6122782],"study_design_scores_gemma":[0.007250001,0.001608281,0.8869168,0.0005264826,0.00008056793,0.04034154,0.002165158,0.0005214588,0.00004724519,0.002681916,0.05771862,0.000141965],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9810393,0.01342528,0.00005361429,0.004967622,0.0002324294,0.0001301052,0.00000282081,0.00000472184,0.0001440434],"genre_scores_gemma":[0.9955072,0.003597863,0.0002271499,0.0001540074,0.0002965101,9.036522e-7,8.402154e-7,0.000007557702,0.0002079839],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6121362,"threshold_uncertainty_score":0.2728226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04818730959557645,"score_gpt":0.2905613821138484,"score_spread":0.2423740725182719,"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."}}