{"id":"W2043731737","doi":"10.2147/ppa.s41852","title":"Predictors of willingness to undergo elective musculoskeletal surgery","year":2013,"lang":"en","type":"article","venue":"Patient Preference and Adherence","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; University Health Network","funders":"University Health Network","keywords":"Medicine; Orthopedic surgery; Cohort; Logistic regression; Ankle; Foot and ankle surgery; Physical therapy; Odds ratio; Confidence interval; Surgery; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00005758185,0.0001675428,0.000350227,0.00009381649,0.00004585709,0.00001933844,0.00006049487,0.00006132838,0.0002665573],"category_scores_gemma":[0.0002537218,0.0001322994,0.00007445674,0.0002409996,0.0001045306,0.0002244075,0.00008030362,0.0001173602,0.0001087721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002351711,"about_ca_system_score_gemma":0.0000962593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000283575,"about_ca_topic_score_gemma":0.00002851784,"domain_scores_codex":[0.9987927,0.00003680817,0.0003264312,0.0003033962,0.0002732758,0.0002673929],"domain_scores_gemma":[0.9990177,0.000219371,0.0001108522,0.0002227476,0.0001960336,0.0002333607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006172975,0.0001380206,0.9508495,0.0001508474,0.00005246148,0.000002255503,0.0008531141,0.000005019707,0.004199639,0.0001117735,0.0005724278,0.04300322],"study_design_scores_gemma":[0.0003502808,0.001381104,0.9907154,0.0003252681,0.0000397754,0.00001016434,0.0004640335,0.00004936626,0.005924369,0.0002280681,0.0003197806,0.0001923425],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975978,0.0001140111,0.0002080213,0.0001435479,0.0001806831,0.0006302794,0.000007960605,0.00004725642,0.001070466],"genre_scores_gemma":[0.9990267,0.00005140051,0.0003876068,0.0001288559,0.00002717337,0.00009189201,0.00000768249,0.00001300852,0.0002657256],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04281088,"threshold_uncertainty_score":0.5395014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02649334303805152,"score_gpt":0.2512438702781337,"score_spread":0.2247505272400822,"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."}}