{"id":"W4413100367","doi":"10.1016/j.hjc.2025.08.002","title":"The journey to improving stroke risk stratification for patients with carotid artery stenosis: from medical management to revascularization","year":2025,"lang":"en","type":"review","venue":"Hellenic Journal of Cardiology","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Medicine; Carotid endarterectomy; Stenosis; Stroke (engine); Asymptomatic; Revascularization; Cardiology; Internal medicine; Randomized controlled trial; Endarterectomy; Carotid stenting; Radiology; Surgery; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00109758,0.0003522265,0.001872517,0.0003444376,0.000193011,0.00005751104,0.0004078086,0.0002486685,0.00001387749],"category_scores_gemma":[0.0007154862,0.0002043598,0.001423507,0.0002343068,0.00004621109,0.00005276285,0.00009559591,0.0004873519,0.000009528108],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002195039,"about_ca_system_score_gemma":0.0008029856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004097824,"about_ca_topic_score_gemma":0.000007696424,"domain_scores_codex":[0.9966588,0.0005874519,0.001188059,0.0004046218,0.0008162281,0.0003448266],"domain_scores_gemma":[0.9970922,0.0005374117,0.0006766294,0.0006582337,0.0006201692,0.0004153895],"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":[0.0002561219,0.00008205334,0.002622943,0.003702156,0.006918117,0.00001382452,0.00005117755,0.00004948075,3.521472e-7,0.00004051601,0.002733162,0.9835301],"study_design_scores_gemma":[0.004713859,0.002392877,0.01385985,0.02330974,0.03116,0.000185202,0.0004934111,0.000007039363,0.00000199833,0.00005065518,0.92331,0.00051533],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006714099,0.9306089,0.06069189,0.0003591382,0.001392744,0.005612969,0.0003193303,0.00002149765,0.0003220672],"genre_scores_gemma":[0.001612891,0.9957524,0.0007265618,0.0001677883,0.001023849,0.0002908266,0.0002140946,0.00004466892,0.0001669001],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9830148,"threshold_uncertainty_score":0.8333551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01404691488366428,"score_gpt":0.2828174380482747,"score_spread":0.2687705231646105,"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."}}