{"id":"W3040282685","doi":"10.3899/jrheum.190885","title":"Predicting Disease Activity in Systemic Vasculitides: On the Hunt for Potential Candidates","year":2020,"lang":"en","type":"letter","venue":"The Journal of Rheumatology","topic":"Vasculitis and related conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Granulomatosis with polyangiitis; Polyarteritis nodosa; Microscopic polyangiitis; Giant cell arteritis; Vasculitis; Context (archaeology); Biomarker; Disease; Systemic vasculitis; Eosinophilic; Arteritis; Tocilizumab; Internal medicine; Intensive care medicine; Pathology","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":[0.008532713,0.001263147,0.002787841,0.003621539,0.000754867,0.006695027,0.001739285,0.004133774,0.002399049],"category_scores_gemma":[0.01949848,0.0005177186,0.001162845,0.002383349,0.001616723,0.00654715,0.001442472,0.006798478,0.001532674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008914024,"about_ca_system_score_gemma":0.001022771,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001057774,"about_ca_topic_score_gemma":0.002138927,"domain_scores_codex":[0.9973735,0.0008469078,0.0004710815,0.0003052611,0.0008188254,0.000184509],"domain_scores_gemma":[0.9820718,0.009695644,0.001269682,0.0006840755,0.005350365,0.0009285621],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002187968,0.0003763131,0.1584946,0.001559579,0.0006758153,0.001163878,0.0008023023,0.0008314403,0.002727141,0.004164767,0.137326,0.6896901],"study_design_scores_gemma":[0.001188453,0.003751265,0.2415297,0.01453627,0.002893994,0.0116389,0.00866931,0.01320689,0.005137714,0.09496796,0.601797,0.0006826159],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"commentary","genre_scores_codex":[0.06553769,0.581432,0.0124794,0.3112944,0.02020216,0.000230584,0.0007466983,0.0003362687,0.007740771],"genre_scores_gemma":[0.44762,0.3301589,0.04334144,0.08864909,0.08211276,0.0003461678,0.001607273,0.0003424281,0.005822013],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.008532713,"threshold_uncertainty_score":0.04512584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01338299753581004,"score_gpt":0.2438878634074321,"score_spread":0.2305048658716221,"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."}}