{"id":"W4205137771","doi":"10.3899/jrheum.211233","title":"Rheumatology Education Needs a Splash of Color","year":2022,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Systemic Lupus Erythematosus Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Ethnic group; Rheumatology; Socioeconomic status; Rheumatoid arthritis; Health equity; Disease; Health care; Family medicine; Connective tissue disease; Physical therapy; Internal medicine; Gerontology; Public health; Population; Autoimmune disease; Nursing","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":[0.004613129,0.0007443456,0.0009798364,0.001038394,0.006979926,0.006117928,0.001861917,0.007351391,0.1433805],"category_scores_gemma":[0.009653389,0.0003500201,0.001142967,0.0006207819,0.002277269,0.005645312,0.0127094,0.007992564,0.02015319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004967272,"about_ca_system_score_gemma":0.02885445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0170735,"about_ca_topic_score_gemma":0.04237065,"domain_scores_codex":[0.9946207,0.001186525,0.0001662816,0.0004570638,0.001353341,0.002216151],"domain_scores_gemma":[0.9734798,0.001812171,0.0007907581,0.0006779149,0.003303763,0.01993552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007137307,0.000603512,0.006287786,0.000663225,0.00003019692,0.001079293,0.001758948,0.0000856699,0.001260496,0.01151971,0.7208368,0.255803],"study_design_scores_gemma":[0.00007460394,0.0002643275,0.009351378,0.001625272,0.00003147298,0.001874419,0.006469485,0.0001057565,0.0002652401,0.009150608,0.9707371,0.0000502734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"editorial","genre_scores_codex":[0.01152561,0.007382781,0.001025637,0.9217792,0.0111664,0.0001192538,0.0003411347,0.000488212,0.04617179],"genre_scores_gemma":[0.1245583,0.01041873,0.01012552,0.7524104,0.009460371,0.0002911199,0.0005477146,0.0003531428,0.0918347],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.1433805,"threshold_uncertainty_score":0.4796554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02098796796392801,"score_gpt":0.299248838691358,"score_spread":0.27826087072743,"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."}}