{"id":"W4388975774","doi":"10.1093/rap/rkad080","title":"Current and future advances in practice: a practical approach to the diagnosis and management of primary central nervous system vasculitis","year":2023,"lang":"en","type":"review","venue":"Rheumatology Advances in Practice","topic":"Vasculitis and related conditions","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University","funders":"","keywords":"Medicine; Immunosuppression; Vasculitis; Intensive care medicine; Disease; Pathology; Immunology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001283941,0.0005177591,0.00228518,0.0004088966,0.0001426148,0.00004005594,0.0002211049,0.0004556941,0.000004204749],"category_scores_gemma":[0.001198048,0.000357911,0.0002045441,0.001158561,0.0002520434,0.001232729,0.0003082976,0.001737101,0.00002044558],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003057169,"about_ca_system_score_gemma":0.0002751112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004345874,"about_ca_topic_score_gemma":0.00003495969,"domain_scores_codex":[0.9952973,0.001281867,0.00137631,0.0009406056,0.0004820696,0.000621908],"domain_scores_gemma":[0.9941998,0.003838429,0.001021833,0.0006054086,0.0001269201,0.0002076863],"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":[0.0001208661,0.0005865945,0.0001885703,0.08090381,0.0007716593,0.0006801533,0.0004245608,0.00001840173,1.965945e-9,0.05171369,0.0002172695,0.8643744],"study_design_scores_gemma":[0.001064332,0.000121333,0.0004206891,0.03282867,0.003742623,0.01246783,0.005653335,0.0000191017,1.942917e-8,0.00004255884,0.9433317,0.000307833],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001372451,0.9858599,0.0001867303,0.003285832,0.001130229,0.003357431,0.00005333171,0.00006390367,0.006048939],"genre_scores_gemma":[0.00004634032,0.9898122,0.007593249,0.00009109571,0.00009929392,0.002164869,0.0001140297,0.00006189504,0.00001704969],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9431144,"threshold_uncertainty_score":0.9998873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663467060365817,"score_gpt":0.3689008567973607,"score_spread":0.3422661861937026,"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."}}