{"id":"W2788539794","doi":"10.1136/svn-2017-000129","title":"How to identify which patients with asymptomatic carotid stenosis could benefit from endarterectomy or stenting","year":2018,"lang":"en","type":"review","venue":"Stroke and Vascular Neurology","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Asymptomatic; Carotid endarterectomy; Stenosis; Transcranial Doppler; Stroke (engine); Endarterectomy; Carotid stenting; Radiology; Cardiology; Internal medicine; Stent","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":[0.0001606959,0.0007826065,0.002558862,0.0003660572,0.0001859448,0.0001986316,0.000287852,0.0004189648,0.0002245195],"category_scores_gemma":[0.0001431614,0.0005244539,0.0008336173,0.0003787299,0.0001126926,0.0001325282,0.0002442907,0.0005278283,0.00009245919],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003584002,"about_ca_system_score_gemma":0.0001943126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006282204,"about_ca_topic_score_gemma":0.0001801098,"domain_scores_codex":[0.9965892,0.0002298944,0.0005789924,0.001268607,0.0006597189,0.0006736153],"domain_scores_gemma":[0.9975746,0.0001799239,0.0002951449,0.001096808,0.0003388539,0.0005147122],"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":[0.0004821592,0.001165813,0.2957885,0.02827818,0.01678903,0.0001244364,0.0004097434,0.000001267868,0.000007100546,0.000009457522,0.004030102,0.6529142],"study_design_scores_gemma":[0.00386545,0.003175587,0.1428308,0.00467279,0.01390617,0.0001018715,0.0000541418,0.000003858839,0.000004975107,0.000002947454,0.8305566,0.000824889],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.3523552,0.6400324,0.00008924046,0.0002327131,0.0008186443,0.005034884,0.001037377,0.0002074625,0.0001921481],"genre_scores_gemma":[0.01507376,0.9791961,0.0002072535,0.001175222,0.001089609,0.0005656225,0.001644241,0.0003241203,0.0007240972],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8265265,"threshold_uncertainty_score":0.9997207,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0207634522631434,"score_gpt":0.2825668250601744,"score_spread":0.261803372797031,"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."}}