{"id":"W4413094424","doi":"10.1016/j.cjca.2025.08.007","title":"Strengthening the Prediction Model for Cardiovascular Events in Takayasu Arteritis: Future Directions and Enhancements","year":2025,"lang":"en","type":"letter","venue":"Canadian Journal of Cardiology","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Takayasu arteritis; Arteritis; Takayasu's arteritis; Internal medicine; Cardiology; Vasculitis; Disease","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":[0.02324175,0.001176451,0.005052058,0.001010851,0.001294401,0.005873677,0.004454254,0.007718713,0.006849267],"category_scores_gemma":[0.1259918,0.000703666,0.003911933,0.001197028,0.001315164,0.007635769,0.001642873,0.01868457,0.003100964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002930675,"about_ca_system_score_gemma":0.008422972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03612319,"about_ca_topic_score_gemma":0.04663565,"domain_scores_codex":[0.9923773,0.004264708,0.0009994059,0.000764459,0.0011665,0.0004276744],"domain_scores_gemma":[0.8446267,0.1202941,0.003124207,0.004373027,0.02294985,0.004632185],"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":[0.001922015,0.00143357,0.1520983,0.001430354,0.001821615,0.002011843,0.0007605696,0.01685421,0.0005760319,0.009193755,0.4221305,0.3897673],"study_design_scores_gemma":[0.002684088,0.00168896,0.09024622,0.006112983,0.004092629,0.003780103,0.00323231,0.4945984,0.0008318225,0.2141046,0.1779071,0.0007208901],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01434211,0.0105523,0.01203187,0.9486667,0.01054698,0.00007454077,0.0007948096,0.0003007206,0.002689981],"genre_scores_gemma":[0.3681278,0.03722517,0.08163414,0.3016863,0.2008396,0.0005675078,0.003592266,0.0003890382,0.005938284],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03612319,"threshold_uncertainty_score":0.1229156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03582110816524478,"score_gpt":0.2714394835251303,"score_spread":0.2356183753598855,"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."}}