{"id":"W4384664357","doi":"10.2106/jbjs.23.00414","title":"Education and Comorbidities Underlie Low Preoperative Scores","year":2023,"lang":"en","type":"letter","venue":"Journal of Bone and Joint Surgery","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Providence Health Care Research Institute; Providence Health Care","funders":"","keywords":"Disadvantaged; Generalizability theory; Ethnic group; Medicine; Ankle; Health care; Patient education; Psychology; Family medicine; Surgery; Developmental psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01178794,0.00115742,0.002151856,0.00144312,0.001675217,0.003756138,0.00469222,0.01918248,0.009405025],"category_scores_gemma":[0.0936162,0.0008066445,0.001937356,0.001204184,0.003610089,0.003985201,0.001691149,0.02402003,0.004664915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004120883,"about_ca_system_score_gemma":0.005212918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01426256,"about_ca_topic_score_gemma":0.01233227,"domain_scores_codex":[0.9918038,0.002135973,0.001149257,0.00133789,0.003044729,0.0005284607],"domain_scores_gemma":[0.9230833,0.04704631,0.00442289,0.001839929,0.02139726,0.002210318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00005804031,0.000009565649,0.0003965123,0.0006621049,0.00006125393,0.0001678648,0.0001323965,0.00002487447,0.00003236801,0.0006194315,0.991638,0.006197574],"study_design_scores_gemma":[0.0005507599,0.0001507263,0.00796841,0.01985095,0.0004111877,0.002053461,0.00141731,0.000482526,0.0005494297,0.006346537,0.9599569,0.0002619069],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0004884315,0.01095853,0.000198465,0.8400862,0.1463006,0.00002921672,0.0004086749,0.00005115434,0.00147873],"genre_scores_gemma":[0.006765543,0.007904974,0.0002135635,0.679045,0.3036467,0.00009445612,0.0001314526,0.00005573059,0.002142589],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01918248,"threshold_uncertainty_score":0.06234133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03675350018303011,"score_gpt":0.2657500849702043,"score_spread":0.2289965847871742,"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."}}