{"id":"W3003896203","doi":"","title":"#MakeRheum for rheumatology: testing novel ways to increase interest in rheumatology by Canadian undergraduate and postgraduate medical trainees","year":2016,"lang":"en","type":"article","venue":"Research Portal (Queen's University Belfast)","topic":"Musculoskeletal Disorders and Rehabilitation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; Western University; University of Calgary; McGill University; Canadian Rheumatology Association; University of Alberta; University of Saskatchewan; University of Toronto; Dalhousie University; McMaster University","funders":"","keywords":"Medicine; Rheumatology; Internal medicine; Medical education; Family medicine","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":[0.001064421,0.0002110822,0.0004603119,0.0009662801,0.0002665947,0.00001763578,0.0002235129,0.0002657295,0.000103245],"category_scores_gemma":[0.005186615,0.0001713289,0.00008569044,0.0006389787,0.0005722692,0.0001635611,0.0001620697,0.0003873218,0.00002481761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002847696,"about_ca_system_score_gemma":0.001100617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1838689,"about_ca_topic_score_gemma":0.06275884,"domain_scores_codex":[0.997626,0.0001452471,0.0003353403,0.0005747505,0.0003920378,0.0009266293],"domain_scores_gemma":[0.9966516,0.001307478,0.00006021212,0.0002476148,0.0003898096,0.001343318],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002231216,0.001479345,0.675932,0.002576706,0.0004381241,0.001456949,0.001398792,0.000002798096,0.006193307,0.1884531,0.07745899,0.04237863],"study_design_scores_gemma":[0.05562822,0.01038067,0.8052873,0.01217972,0.0002147453,0.001623738,0.01953643,0.002074466,0.0003822455,0.0170147,0.07259587,0.003081892],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9149535,0.00002449142,0.001464594,0.0813766,0.00004988114,0.0009530315,0.0001555883,0.00004300639,0.0009793239],"genre_scores_gemma":[0.9976994,0.0001995341,0.0008520067,0.0001048507,0.000007558035,0.00001236793,0.00007861497,0.00002835621,0.001017289],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1714384,"threshold_uncertainty_score":0.9543434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.037063311427646,"score_gpt":0.2978503881871411,"score_spread":0.2607870767594951,"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."}}