{"id":"W2088963831","doi":"10.1046/j.1365-2168.2001.01721.x","title":"Value of intraoperative duplex imaging during supervised carotid endarterectomy","year":2001,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Carotid endarterectomy; Duplex (building); Radiology; Value (mathematics); Endarterectomy; Stenosis","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":[],"consensus_categories":[],"category_scores_codex":[0.0004293277,0.0001373546,0.0006532028,0.0002365529,0.00008037355,0.00004951647,0.00008044737,0.00003528712,0.0006969107],"category_scores_gemma":[0.000234911,0.0001470002,0.0006804402,0.000220038,0.0001010988,0.0003258217,0.00002463338,0.0002368466,0.000004558962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005809523,"about_ca_system_score_gemma":0.0002686871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001059403,"about_ca_topic_score_gemma":0.000007009394,"domain_scores_codex":[0.9983234,0.00009094795,0.0007119365,0.0001489881,0.0004557117,0.0002690593],"domain_scores_gemma":[0.9988385,0.0001215392,0.00021877,0.0001421303,0.000428771,0.0002503147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001524008,0.0003398699,0.9544165,0.0001817978,0.0003201596,0.002260375,0.0002159858,0.00002636307,0.01653153,0.000004322828,0.001490904,0.02405975],"study_design_scores_gemma":[0.001730229,0.00004247239,0.9369642,0.001587936,0.0001885762,0.04171218,0.0006783495,0.00003375055,0.01654096,0.000009545118,0.0003545144,0.0001573268],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996584,0.002282268,0.00005070349,0.0001865562,0.0002887298,0.0001203721,0.00001594199,0.00001706552,0.0004543458],"genre_scores_gemma":[0.9970645,0.002129588,0.00009896532,0.0001543415,0.0004457664,0.000002745998,0.000009931526,0.00002726627,0.00006684512],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03945181,"threshold_uncertainty_score":0.7630683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129614080032492,"score_gpt":0.2337936282360532,"score_spread":0.220832220232804,"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."}}