{"id":"W2157435982","doi":"10.1016/j.wneu.2013.10.049","title":"Carotid Endarterectomy: Minimizing Unplanned Readmissions","year":2013,"lang":"en","type":"letter","venue":"World Neurosurgery","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Michael's Hospital; University of Toronto","funders":"","keywords":"Medicine; Carotid endarterectomy; Endarterectomy; Surgery; Carotid arteries","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001319343,0.0007277431,0.001262526,0.0009274795,0.0001970017,0.0001515082,0.0002357313,0.0004078701,0.003909179],"category_scores_gemma":[0.0002375797,0.0006454891,0.001293864,0.0005369672,0.000136576,0.0001289569,0.0001172905,0.002131453,0.0009720723],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009598225,"about_ca_system_score_gemma":0.0004348814,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004246346,"about_ca_topic_score_gemma":0.000006601582,"domain_scores_codex":[0.9963046,0.0001894542,0.0007372351,0.001016808,0.0008099522,0.0009419128],"domain_scores_gemma":[0.9971928,0.0005417565,0.0002593183,0.001369087,0.0001314026,0.0005056523],"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":[0.0000193741,0.00008778417,0.01556484,0.0003996449,0.0001728742,0.0008542753,0.00002414795,3.839417e-7,0.0005824643,0.000002318676,0.9816164,0.0006754777],"study_design_scores_gemma":[0.0005522002,0.00006145338,0.01315237,0.00074432,0.0005233664,0.0005245869,0.00001220727,0.000006061046,0.001097413,0.00001272346,0.9827122,0.0006010729],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01687691,0.0005636764,0.000006166117,0.9384806,0.006014173,0.002200397,0.0003647271,0.001108262,0.03438512],"genre_scores_gemma":[0.02024578,0.0001419708,0.00005070689,0.8834431,0.007310659,0.0002479106,0.001655003,0.0002948659,0.08660996],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05503742,"threshold_uncertainty_score":0.9998058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02464801159253551,"score_gpt":0.2485717625107486,"score_spread":0.2239237509182131,"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."}}