{"id":"W4391664472","doi":"10.1093/brain/awae037","title":"Spike ripples localize the epileptogenic zone best: an international intracranial study","year":2024,"lang":"en","type":"article","venue":"Brain","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":66,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital; Alberta Children's Hospital; University of Calgary","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health","keywords":"Spike (software development); Neuroscience; Psychology; Computer science","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":[0.001112101,0.0006781827,0.0003788397,0.0008753272,0.0002429348,0.0004815476,0.0002972848,0.0002984176,0.001120177],"category_scores_gemma":[0.002497339,0.000166679,0.0003413764,0.0007064325,0.0004062815,0.0005159247,0.0005413817,0.0002825923,0.0004009899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001686222,"about_ca_system_score_gemma":0.0001635308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002021432,"about_ca_topic_score_gemma":0.002245376,"domain_scores_codex":[0.999589,0.0001323526,0.00004527492,0.0001284464,0.00005904457,0.00004575517],"domain_scores_gemma":[0.9983594,0.0002967945,0.0005754663,0.0002879963,0.0002836306,0.000196811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003029798,0.0003157339,0.9695616,0.00008115619,0.0003199203,0.0005364544,0.0007714434,0.0001972029,0.007039107,0.00007110707,0.0002383648,0.01783821],"study_design_scores_gemma":[0.00005465724,0.0008458544,0.9968365,0.00001101038,0.0001176731,0.0005899831,0.0002479582,0.00018839,0.0007136135,0.00003658486,0.0003472379,0.00001053129],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985653,0.0001801749,0.0003037218,0.00002069952,0.00000420832,0.00002463755,0.0001655299,0.000005625337,0.0007301629],"genre_scores_gemma":[0.9991893,0.0001155807,0.0001692967,0.00001666357,0.00001724631,0.00001396871,0.0003394309,0.000005290809,0.0001331427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002021432,"threshold_uncertainty_score":0.005881429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03238039813816308,"score_gpt":0.3644960232617905,"score_spread":0.3321156251236275,"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."}}