{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006218186,0.0001088076,0.0005121349,0.0001429311,0.0001711868,0.000003354909,0.0000465028,0.00005190476,0.00007561206],"category_scores_gemma":[0.0007153831,0.00006624049,0.0002524662,0.00009965034,0.00008304697,0.00007897627,0.00003764815,0.0002833097,0.00002020691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008383528,"about_ca_system_score_gemma":0.0001342729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001213186,"about_ca_topic_score_gemma":0.00001895522,"domain_scores_codex":[0.9984252,0.0001617827,0.0007805624,0.00007556155,0.0003474293,0.0002094802],"domain_scores_gemma":[0.9985054,0.0005373862,0.0005851406,0.0001937862,0.00008113385,0.0000971244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003475735,0.00005059716,0.9931164,0.00002074846,0.00020124,0.0000927651,0.001614704,0.00004439983,0.000442526,0.00001144648,0.002712929,0.001344641],"study_design_scores_gemma":[0.001881772,0.0009851761,0.8559312,0.0005049733,0.0002204547,0.1355285,0.001993489,0.0002188685,0.001551821,0.00005682628,0.0009877715,0.0001391491],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99547,0.0004266935,0.000259155,0.002296357,0.001286261,0.0001185898,4.985175e-7,0.00002302178,0.0001194423],"genre_scores_gemma":[0.9991711,0.0003194792,0.0002623932,0.0001486146,0.0000150168,0.000001356,6.827228e-7,0.00001518678,0.00006612768],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1371853,"threshold_uncertainty_score":0.2701209,"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."}}