{"id":"W2096290327","doi":"10.1093/rheumatology/kes231","title":"Early consultation with a rheumatologist for RA: does it reduce subsequent use of orthopaedic surgery?","year":2012,"lang":"en","type":"article","venue":"Lara D. Veeken","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de Santé Publique du Québec; Université de Montréal; McGill University Health Centre","funders":"Canadian Arthritis Network; Canadian Institutes of Health Research","keywords":"Medicine; Orthopedic surgery; Hazard ratio; Cohort; Diagnosis code; Proportional hazards model; Disease; Psychological intervention; Surgery; Physical therapy; Internal medicine; Confidence interval; Population","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.001022053,0.0002236962,0.0004539637,0.0003358761,0.00036717,0.0005238423,0.0005751133,0.001153631,0.003249715],"category_scores_gemma":[0.01175191,0.0001392556,0.0006968497,0.0004619466,0.0002854502,0.0004041627,0.0003012611,0.0006766607,0.0002616045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008447961,"about_ca_system_score_gemma":0.001636968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03780934,"about_ca_topic_score_gemma":0.05771407,"domain_scores_codex":[0.998963,0.0004085433,0.00004914158,0.0001210316,0.0002361193,0.0002221082],"domain_scores_gemma":[0.9944048,0.002140374,0.001932387,0.0001290558,0.0003157518,0.001077605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002597244,0.00128334,0.9198254,0.0003289166,0.0004688204,0.0002536746,0.0001699657,0.0004241943,0.0005224503,0.00007906502,0.001447282,0.07259969],"study_design_scores_gemma":[0.0001682925,0.001217781,0.9967057,0.0001079814,0.0002305946,0.000240031,0.0001126442,0.000597921,0.0000733804,0.00005624564,0.0004815354,0.000007834979],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9856049,0.007697464,0.0002238146,0.004193912,0.00009048722,0.00002678376,0.0001856996,0.00002143052,0.001955575],"genre_scores_gemma":[0.9980228,0.0009322332,0.0002282582,0.0003836934,0.0001137585,0.00000520222,0.00007166214,0.000002274993,0.0002401422],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03780934,"threshold_uncertainty_score":0.07517856,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04353911644440712,"score_gpt":0.2966580128162751,"score_spread":0.253118896371868,"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."}}