{"id":"W1519045838","doi":"10.1002/art.20524","title":"Perceptions of, and willingness to consider, total joint arthroplasty in a population‐based cohort of individuals with disabling hip and knee arthritis","year":2004,"lang":"en","type":"article","venue":"Arthritis Care & Research","topic":"Total Knee Arthroplasty Outcomes","field":"Medicine","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Health Sciences Centre; University Health Network; Institute for Clinical Evaluative Sciences; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Physical therapy; Cohort; Arthroplasty; Arthritis; Joint arthroplasty; Population; Joint (building); Perception; Knee Joint; Surgery; Internal medicine; Psychology; Environmental health","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005599507,0.0002157176,0.000691838,0.0006506151,0.0001835396,0.00004566871,0.00004608473,0.0001209621,0.00007914872],"category_scores_gemma":[0.0004715975,0.0002064141,0.00006389145,0.0007636388,0.0007251925,0.0001997636,0.0001402123,0.0004008522,0.000007633457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001195881,"about_ca_system_score_gemma":0.0003311342,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002022845,"about_ca_topic_score_gemma":0.006764893,"domain_scores_codex":[0.9973173,0.0001409094,0.0005948989,0.000510874,0.0009184694,0.0005175796],"domain_scores_gemma":[0.9984625,0.0002797149,0.00008212903,0.0003652284,0.0004807612,0.0003296795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001178838,0.0001388084,0.9604892,0.0002054632,0.00003417741,0.00009853319,0.005118114,0.0003888627,0.001378891,0.000338062,0.000008997678,0.03168303],"study_design_scores_gemma":[0.007458627,0.001536725,0.9778333,0.00264078,0.00001711018,0.0003018769,0.008643992,0.00002414514,0.001129427,0.0001690137,0.00003986678,0.0002051906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943436,0.003116786,0.00009695168,0.0007260924,0.00003806851,0.001393032,0.0001208942,0.00003314694,0.0001314631],"genre_scores_gemma":[0.9950039,0.0004412641,0.004241424,0.00005789409,0.00003526853,0.000104405,0.00005367905,0.00004112477,0.00002102049],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03147784,"threshold_uncertainty_score":0.8417321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03106981626856228,"score_gpt":0.3318772785881594,"score_spread":0.3008074623195971,"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."}}