{"id":"W2094803139","doi":"10.1212/01.wnl.0000254507.52005.7d","title":"Improving the appropriateness of carotid endarterectomy","year":2007,"lang":"en","type":"letter","venue":"Neurology","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Health Economics","funders":"","keywords":"Carotid endarterectomy; Medicine; Stenosis; Randomized controlled trial; Stroke (engine); Asymptomatic; Endarterectomy; Surgery; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006971671,0.0002992364,0.001095064,0.001160286,0.002675025,0.002954607,0.001342108,0.01328937,0.004283369],"category_scores_gemma":[0.09199674,0.0003064724,0.0005143897,0.0009068539,0.002800481,0.002469977,0.001439277,0.01494383,0.003135327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005918465,"about_ca_system_score_gemma":0.003593252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003231534,"about_ca_topic_score_gemma":0.006919381,"domain_scores_codex":[0.9882492,0.005657316,0.001418853,0.0006403722,0.003346028,0.0006881853],"domain_scores_gemma":[0.967117,0.01892796,0.003788248,0.0009931393,0.006106155,0.003067428],"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":[0.0002028472,0.000123768,0.01730947,0.0002756279,0.00005884013,0.007090561,0.0008689646,0.0002165821,0.0007488586,0.008258174,0.8513991,0.1134471],"study_design_scores_gemma":[0.0004025034,0.0004806216,0.05905963,0.00422697,0.0001622288,0.04689591,0.002797121,0.003135299,0.001786028,0.05486843,0.8259382,0.0002470081],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.004419636,0.004125136,0.0002852572,0.9751816,0.003318837,0.00001716835,0.00001778376,0.00002390895,0.01261051],"genre_scores_gemma":[0.15458,0.009157726,0.001258552,0.7708906,0.06075667,0.00005652814,0.00007210448,0.00005155267,0.003176251],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01328937,"threshold_uncertainty_score":0.04294163,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01237758894568487,"score_gpt":0.232106574632127,"score_spread":0.2197289856864422,"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."}}