{"id":"W4410378646","doi":"10.1016/j.cjca.2025.05.006","title":"Editorial Commentary to Advancing Risk Prediction in Takayasu Arteritis---a Step Toward Precision Medicine and Improved Outcomes?","year":2025,"lang":"en","type":"editorial","venue":"Canadian Journal of Cardiology","topic":"Vasculitis and related conditions","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Takayasu arteritis; Arteritis; Internal medicine; Vasculitis; Disease","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01482151,0.003950109,0.006520547,0.004770325,0.004633721,0.009439209,0.004770258,0.02677133,0.01477828],"category_scores_gemma":[0.07181942,0.001583328,0.003293502,0.002287414,0.003242798,0.003866257,0.001705011,0.02648765,0.008606177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005567081,"about_ca_system_score_gemma":0.008692644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006720283,"about_ca_topic_score_gemma":0.01724552,"domain_scores_codex":[0.9889069,0.002593938,0.001607057,0.001104802,0.005047302,0.0007400324],"domain_scores_gemma":[0.935517,0.02619069,0.004008606,0.001207723,0.02615882,0.006917189],"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":[0.00003840295,0.00001009006,0.00003685867,0.0001891071,0.00002817141,0.00006538627,0.00001024796,0.00001376314,0.00001288835,0.0001285958,0.9976124,0.001854212],"study_design_scores_gemma":[0.0005486116,0.00006570768,0.0007152057,0.00242751,0.0004211384,0.0004147158,0.0001334269,0.0005089279,0.0001362505,0.002259046,0.9922985,0.0000709071],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00002901437,0.003303907,0.00006902716,0.08268434,0.9128008,0.00002687468,0.00009669382,0.00003252308,0.000956893],"genre_scores_gemma":[0.000395528,0.002449908,0.000106601,0.04919827,0.9449009,0.00003744416,0.00003809626,0.00002558662,0.002847632],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.02677133,"threshold_uncertainty_score":0.07838458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005934169701183406,"score_gpt":0.2585930291997547,"score_spread":0.2526588594985713,"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."}}