{"id":"W3116542951","doi":"10.1136/annrheumdis-2020-eular.2063","title":"SAT0127 REAL-WORLD PREDICTORS OF STARTING DIFFERENT ADVANCED DMARD TREATMENTS IN RHEUMATOID ARTHRITIS: A PROSPECTIVE INVESTIGATION FROM THE CANADIAN EARLY ARTHRITIS COHORT (CATCH) GROUP","year":2020,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Rheumatoid Arthritis Research and Therapies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Southlake Regional Health Center; University of Manitoba; Université de Sherbrooke; Université Laval; University of Calgary; McGill University; University of Toronto; Western University","funders":"","keywords":"Medicine; Rheumatoid arthritis; Cohort; Internal medicine; Logistic regression; Demography; Physical therapy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008579412,0.0009780718,0.0008096591,0.001313692,0.001698331,0.001792843,0.001890713,0.001377237,0.003758668],"category_scores_gemma":[0.00268537,0.0006875198,0.001812436,0.004135085,0.0005172692,0.0005319215,0.001054428,0.001870948,0.0005932469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003909142,"about_ca_system_score_gemma":0.007234342,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8338606,"about_ca_topic_score_gemma":0.8420946,"domain_scores_codex":[0.9988019,0.0001187945,0.00008988773,0.0002578621,0.0003287443,0.0004027087],"domain_scores_gemma":[0.997919,0.0001716646,0.000580679,0.0002451756,0.0006538988,0.0004296162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005651891,0.00005194265,0.9953215,0.0000271915,0.0004382919,0.00006235033,0.00009481187,0.0001066732,0.0002085182,0.00009940444,0.001672686,0.001351543],"study_design_scores_gemma":[0.00003145504,0.00003564466,0.9987484,0.00001184681,0.0001201334,0.00005343646,0.0001455435,0.0001595064,0.00002419521,0.00002866903,0.0006279697,0.00001332275],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9690663,0.001012455,0.0001670332,0.0002941457,0.00006448917,0.00004232289,0.02704011,0.0000234022,0.002289915],"genre_scores_gemma":[0.9805464,0.0004654111,0.0002935352,0.0001774742,0.00005077914,0.00004947056,0.01674901,0.00002093669,0.001646979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1661394,"threshold_uncertainty_score":0.3342357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02508431988633511,"score_gpt":0.2680030903810898,"score_spread":0.2429187704947547,"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."}}