{"id":"W1485539537","doi":"10.1212/wnl.0000000000001727","title":"Residual fast ripples in the intraoperative corticogram predict epilepsy surgery outcome","year":2015,"lang":"en","type":"article","venue":"Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":150,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"","keywords":"Electrocorticography; Ictal; Epilepsy; Medicine; Epilepsy surgery; Resection; Refractory (planetary science); Residual; Cohort; 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":[0.0002313648,0.0002706899,0.0001894248,0.0003471205,0.00008455957,0.0002159925,0.00009943261,0.0001965444,0.001151584],"category_scores_gemma":[0.001899196,0.00008220346,0.0002207421,0.0001904435,0.0001357817,0.0002353269,0.0001579264,0.0001786291,0.0002462018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009295126,"about_ca_system_score_gemma":0.000111528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005420106,"about_ca_topic_score_gemma":0.0007541163,"domain_scores_codex":[0.9998971,0.00001584425,0.00001874666,0.00001911495,0.00002166927,0.00002752897],"domain_scores_gemma":[0.9989147,0.0003405502,0.000483217,0.00004804404,0.00009392242,0.000119535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002768241,0.00002013409,0.9943948,0.000009568614,0.00003206749,0.0003568619,0.00002686741,0.0001389106,0.0009102974,0.000003251843,0.00004186523,0.003788573],"study_design_scores_gemma":[0.000007209191,0.0002952327,0.9973636,0.00000509896,0.0000298231,0.00144506,0.00005028592,0.0003704423,0.0003629762,0.00001070359,0.00005642702,0.000003068005],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996406,0.00009950388,0.00009184096,0.000008179733,0.000002091187,0.000001960767,0.00005330322,0.000002781733,0.00009977726],"genre_scores_gemma":[0.999787,0.00002722516,0.00003606871,0.000002715093,0.000004073282,0.000001754957,0.00009711674,8.310488e-7,0.0000432931],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001151584,"threshold_uncertainty_score":0.003852487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08151374796650293,"score_gpt":0.3421219458797987,"score_spread":0.2606081979132958,"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."}}