{"id":"W4308958938","doi":"10.1002/ana.26548","title":"A Subpopulation of Spikes Predicts Successful Epilepsy Surgery Outcome","year":2022,"lang":"en","type":"article","venue":"Annals of Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Savoy Foundation","keywords":"Ictal; Wakefulness; Epilepsy; Electroencephalography; Receiver operating characteristic; Epilepsy surgery; Spike (software development); Biomarker; Medicine; Neuroscience; Audiology; Psychology; Anesthesia; Computer science; Internal medicine; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005239857,0.0003562284,0.0002426096,0.0004312858,0.0001390241,0.0004746445,0.0001368149,0.0002757286,0.001474201],"category_scores_gemma":[0.003112864,0.00007494743,0.0003610992,0.0002090953,0.0002120141,0.0003184449,0.0003253936,0.0003150309,0.0003414575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001101611,"about_ca_system_score_gemma":0.0001952284,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003068401,"about_ca_topic_score_gemma":0.0004739372,"domain_scores_codex":[0.9998322,0.0000286986,0.00003339851,0.00003367587,0.00003930362,0.00003278552],"domain_scores_gemma":[0.998543,0.0005592116,0.0004612506,0.00008325921,0.0001797434,0.0001735476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005430781,0.00004840609,0.9813663,0.00002154817,0.0000885079,0.0001694363,0.00003869406,0.0009053922,0.004570266,0.00002374956,0.000173991,0.01205059],"study_design_scores_gemma":[0.000009881727,0.0002997856,0.9936962,0.0000092069,0.00005062323,0.0006136055,0.0001048193,0.003488254,0.001470896,0.0001524517,0.00009797476,0.000006358037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986975,0.00007777855,0.0007891366,0.00003918137,0.000005635135,0.000005693214,0.0001202791,0.00001492016,0.0002498674],"genre_scores_gemma":[0.9995659,0.00002579136,0.0001376984,0.000005510571,0.000005542257,0.000003469645,0.0001981057,0.00000309128,0.00005480125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001474201,"threshold_uncertainty_score":0.004931688,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1303927129154849,"score_gpt":0.3790650436581633,"score_spread":0.2486723307426784,"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."}}