{"id":"W2049261857","doi":"10.3899/jrheum.080295","title":"Predicting Patient Dissatisfaction Following Joint Replacement Surgery","year":2008,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":195,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; WOMAC; Arthroplasty; Physical therapy; Osteoarthritis; Patient satisfaction; Quality of life (healthcare); Body mass index; Joint replacement; Psychological intervention; Logistic regression; Mental health; Orthopedic surgery; Incidence (geometry); Distress; Surgery; Internal medicine; Psychiatry; Clinical psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001119905,0.0001518975,0.0002651519,0.0003274425,0.0002341919,0.0003885349,0.0001366231,0.0003107817,0.002167855],"category_scores_gemma":[0.0064007,0.0001001573,0.0002835704,0.0003672053,0.0002294804,0.0002219712,0.0003777857,0.0004012079,0.0002019767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001772271,"about_ca_system_score_gemma":0.0001953376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001285946,"about_ca_topic_score_gemma":0.001946722,"domain_scores_codex":[0.9993939,0.0002826507,0.00007196551,0.00004092868,0.0001328232,0.00007769225],"domain_scores_gemma":[0.9958029,0.001617508,0.00189983,0.00006695233,0.0002629211,0.0003498508],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006474963,0.00003097641,0.9971542,0.0000110481,0.00001952576,0.00002832986,0.00005583667,0.00005940632,0.00008963365,0.000004197154,0.00008460331,0.002397379],"study_design_scores_gemma":[0.000005726627,0.0001703177,0.9987088,0.000007600191,0.00001761651,0.0002749454,0.0001882529,0.000437719,0.0000688738,0.0000127952,0.0001035198,0.000003648511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993418,0.0001711221,0.00008403415,0.0001009846,0.000004392103,0.000003970383,0.00007708347,0.00000265317,0.0002139997],"genre_scores_gemma":[0.9996713,0.00005556637,0.00009611525,0.00002565434,0.00000754817,0.000002766502,0.00009257596,4.636147e-7,0.00004800611],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002167855,"threshold_uncertainty_score":0.007252157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02350317158988059,"score_gpt":0.2480270060355706,"score_spread":0.22452383444569,"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."}}