{"id":"W2130961440","doi":"10.1503/cmaj.1040725","title":"The inappropriate use of carotid endarterectomy","year":2004,"lang":"en","type":"letter","venue":"Canadian Medical Association Journal","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":139,"is_retracted":false,"has_abstract":true,"ca_institutions":"Robarts Clinical Trials","funders":"","keywords":"Carotid endarterectomy; Medicine; Randomization; Randomized controlled trial; Asymptomatic; Stroke (engine); Clinical trial; Endarterectomy; Stenosis; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009360022,0.0002377785,0.0005245424,0.0002213569,0.0003312728,0.0001730161,0.0002738747,0.001111382,0.001801243],"category_scores_gemma":[0.002267934,0.0001646468,0.0006254034,0.0001941518,0.0001243796,0.00009317862,0.00001941784,0.00391078,0.00008768962],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001733371,"about_ca_system_score_gemma":0.01248656,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003785515,"about_ca_topic_score_gemma":0.008408877,"domain_scores_codex":[0.9955819,0.0002195139,0.0006774532,0.0002040244,0.002644836,0.000672226],"domain_scores_gemma":[0.9969317,0.0003180518,0.0004624033,0.000303475,0.0007832906,0.001201084],"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":[0.000004451505,0.00001470024,0.0185083,0.00005321636,0.0006094295,0.0004907973,0.00006452695,7.310423e-7,0.000001104965,0.00001634405,0.9755943,0.004642092],"study_design_scores_gemma":[0.001008469,0.00007328406,0.01691014,0.0003745387,0.0002771569,0.001219561,0.00005914208,0.000003748945,0.00001247729,0.00006871053,0.9798371,0.0001557162],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005994183,0.0003022114,0.00001509724,0.9899163,0.001880911,0.0004104789,0.0001708614,0.0000213007,0.001288705],"genre_scores_gemma":[0.0135762,0.0009118585,0.00004429878,0.9666262,0.01476323,0.00002225232,0.0002303207,0.00007833546,0.003747319],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02329007,"threshold_uncertainty_score":0.9991112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00980214259766271,"score_gpt":0.2180280885512902,"score_spread":0.2082259459536275,"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."}}