{"id":"W2961584204","doi":"10.1136/annrheumdis-2019-215211","title":"Development and initial validation of the MS score for diagnosis of macrophage activation syndrome in systemic juvenile idiopathic arthritis","year":2019,"lang":"en","type":"article","venue":"Annals of the Rheumatic Diseases","topic":"Autoimmune and Inflammatory Disorders Research","field":"Medicine","cited_by":110,"is_retracted":false,"has_abstract":false,"ca_institutions":"Izaak Walton Killam Health Centre","funders":"","keywords":"Medicine; Macrophage activation syndrome; Arthritis; Receiver operating characteristic; Internal medicine; Population; Tocilizumab; Physical therapy; Rheumatoid arthritis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003843079,0.00008021566,0.00039236,0.00008132761,0.00003746122,0.000005758429,0.0001314502,0.00004022613,0.00003138047],"category_scores_gemma":[0.0005869566,0.00005087129,0.0001005245,0.000168908,0.00007761913,0.00009986003,0.00007406648,0.00005450339,0.000001590509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001622772,"about_ca_system_score_gemma":0.0002484421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004485173,"about_ca_topic_score_gemma":0.000003023605,"domain_scores_codex":[0.9988002,0.00008845543,0.0005907153,0.00009903051,0.0003061533,0.000115422],"domain_scores_gemma":[0.9990699,0.0001420709,0.0003695679,0.0002615161,0.0001301744,0.00002672687],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008142441,0.001242222,0.8085212,0.03056874,0.0004187749,0.000003655823,0.005677362,0.0003177169,0.008031995,0.0008832863,0.0004025749,0.1431182],"study_design_scores_gemma":[0.001870785,0.0002121222,0.788289,0.02021501,0.00004173036,0.00001200684,0.0009293465,0.0002019624,0.1875574,0.0005400904,0.00003626637,0.00009434626],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961902,0.002258395,0.000009978531,0.0003194943,0.00004392965,0.001115752,0.00002591199,0.000004092517,0.00003225046],"genre_scores_gemma":[0.9993688,0.0003988698,0.00001684036,0.00002774235,0.000002805976,0.0001264724,0.000009751958,0.000009840711,0.00003884575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1795254,"threshold_uncertainty_score":0.2074471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0413007779394392,"score_gpt":0.3067967073491443,"score_spread":0.2654959294097051,"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."}}