{"id":"W2752888065","doi":"10.3899/jrheum.170046","title":"Trends in Treatment, Outcomes, and Incidence of Orthopedic Surgery in Patients with Rheumatoid Arthritis: An Observational Cohort Study Using the Japanese National Database of Rheumatic Diseases","year":2017,"lang":"en","type":"article","venue":"The Journal of Rheumatology","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Orthopedic surgery; Rheumatoid arthritis; Incidence (geometry); Rheumatology; Internal medicine; Cohort; Cohort study; Observational study; Arthroplasty; Surgery","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001449876,0.0003003259,0.0005672089,0.001419214,0.0005460581,0.0006425483,0.000477865,0.0003708558,0.0006371711],"category_scores_gemma":[0.002842802,0.0004063526,0.001030695,0.00237564,0.0002502135,0.0005666051,0.0006406258,0.0006228921,0.0001611874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006673873,"about_ca_system_score_gemma":0.001256999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03129107,"about_ca_topic_score_gemma":0.0459704,"domain_scores_codex":[0.9983984,0.0003022383,0.0003561128,0.0004210404,0.0003313486,0.0001908551],"domain_scores_gemma":[0.9970292,0.0001998819,0.001700225,0.0002321142,0.0005625468,0.0002760747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003242793,0.00001646557,0.9991547,0.000016724,0.0001258658,0.00001919919,0.00003855707,0.00001506791,0.0000533635,0.000006248921,0.00009086679,0.0004304706],"study_design_scores_gemma":[0.000009371828,0.00003964342,0.9991729,0.00001292242,0.0001108203,0.0001209609,0.000143866,0.0001424527,0.00002461208,0.000006009352,0.000212239,0.000004115011],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967147,0.0008689346,0.0001801373,0.00007376373,0.00001302204,0.00002646153,0.001855388,0.000004726719,0.0002628376],"genre_scores_gemma":[0.9959885,0.0005405305,0.0002921844,0.00007625794,0.00002639882,0.00004640955,0.002912129,0.000003004035,0.00011457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03129107,"threshold_uncertainty_score":0.06221789,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05570542744685149,"score_gpt":0.3395860331408391,"score_spread":0.2838806056939877,"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."}}