{"id":"W2047074242","doi":"10.1046/j.1365-2168.2000.01361.x","title":"Cost-effective carotid endarterectomy","year":2000,"lang":"en","type":"article","venue":"British journal of surgery","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Thomas Hospital","funders":"","keywords":"Medicine; Carotid endarterectomy; Perioperative; Intensive care unit; Stroke (engine); Surgery; Audit; Complication; Angiography; Endarterectomy; Emergency medicine; Carotid arteries; Intensive care 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004257778,0.0001125531,0.0005127952,0.0001233646,0.00006808533,0.00005709718,0.00005710047,0.00005040873,0.004203942],"category_scores_gemma":[0.0001346195,0.0001192246,0.0007551004,0.0001562472,0.00006929462,0.0002065868,0.000007214302,0.0002521229,0.00006893239],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005771498,"about_ca_system_score_gemma":0.0001862647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004014442,"about_ca_topic_score_gemma":0.00000585508,"domain_scores_codex":[0.9987481,0.00008119819,0.0004225447,0.0001293985,0.0003809656,0.0002378154],"domain_scores_gemma":[0.9990612,0.0001861246,0.0001138456,0.0001208848,0.0002110336,0.0003068928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001207409,0.000295731,0.1641763,0.00005532565,0.0002668652,0.001176978,0.00005261461,0.000004773593,0.0001402415,8.654982e-7,0.02587259,0.807837],"study_design_scores_gemma":[0.001366254,0.0001063995,0.8964593,0.0009646402,0.0002252206,0.0452088,0.0001019975,0.000002240173,0.001433823,0.00001945902,0.05395574,0.0001561303],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937515,0.001976287,0.00002438089,0.0001275685,0.0003198346,0.000407652,0.00002135207,0.00002491526,0.003346504],"genre_scores_gemma":[0.9963711,0.001941176,0.00004360322,0.0004931731,0.0006327849,0.00002221136,0.00001168568,0.00002344312,0.0004608582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8076808,"threshold_uncertainty_score":0.9967064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320918892483514,"score_gpt":0.2612076940553252,"score_spread":0.2379985051304901,"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."}}