{"id":"W2038596976","doi":"10.1186/1471-2474-13-250","title":"The role of surgeon volume on patient outcome in total knee arthroplasty: a systematic review of the literature","year":2012,"lang":"en","type":"review","venue":"BMC Musculoskeletal Disorders","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":236,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; Kingston General Hospital; University Health Network; Queen's University","funders":"","keywords":"Medicine; Sports medicine; Orthopedic surgery; Total knee arthroplasty; Arthroplasty; General surgery; Physical therapy; Outcome (game theory); Rehabilitation; Volume (thermodynamics); Surgery","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"],"consensus_categories":[],"category_scores_codex":[0.001038633,0.0008166554,0.004203157,0.0002594564,0.0001145582,0.00002142991,0.0003071359,0.0003542093,0.00007530872],"category_scores_gemma":[0.002286538,0.0003923008,0.003626822,0.001130017,0.0003125403,0.0001010306,0.0002650903,0.001022422,0.00009973552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001568461,"about_ca_system_score_gemma":0.0003074347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003564867,"about_ca_topic_score_gemma":0.0001827567,"domain_scores_codex":[0.993733,0.001372519,0.002708224,0.0004798357,0.001076424,0.000629922],"domain_scores_gemma":[0.9950029,0.001183644,0.001739975,0.001796857,0.0001270215,0.0001496642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00001846114,0.0002863498,0.005933478,0.8843397,0.0002436498,0.000001456717,0.0001486968,9.831982e-7,1.190893e-7,0.0002055889,0.0000538026,0.1087676],"study_design_scores_gemma":[0.0005212182,0.0003778609,0.004781331,0.8442295,0.00276969,0.0000595705,0.0002601619,0.000005073432,1.657366e-7,0.00001640719,0.1465501,0.0004289006],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00127624,0.9899158,0.000001079948,0.00009780168,0.0007234733,0.007218956,0.00009155765,0.00003008775,0.000644928],"genre_scores_gemma":[0.01001803,0.9882964,0.00001949665,0.00006199928,0.00004816978,0.0005951275,0.00007361385,0.0001136178,0.0007735607],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1464963,"threshold_uncertainty_score":0.9998529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01215348124942694,"score_gpt":0.2754854184477238,"score_spread":0.2633319371982968,"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."}}