{"id":"W4319869991","doi":"10.1111/epi.17539","title":"Relative entropy is an easy‐to‐use invasive electroencephalographic biomarker of the epileptogenic zone","year":2023,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke","keywords":"Ictal; Receiver operating characteristic; Ripple; Entropy (arrow of time); Epilepsy; Electroencephalography; Amplitude; Normalization (sociology); Kullback–Leibler divergence; Mathematics; Neuroscience; Statistics; Physics; Psychology; Voltage; Optics","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":[],"consensus_categories":[],"category_scores_codex":[0.0003643685,0.0002578277,0.0004256584,0.0004446306,0.0001796957,0.00002547625,0.0002940687,0.0001218634,0.0004728205],"category_scores_gemma":[0.0005959013,0.0001695808,0.0003518951,0.002436961,0.0002735082,0.0002193852,0.0001607238,0.0003283593,0.0005021885],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001093538,"about_ca_system_score_gemma":0.0002810418,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002272542,"about_ca_topic_score_gemma":0.0001065879,"domain_scores_codex":[0.9973804,0.0002830124,0.0003937077,0.0005179514,0.0007076234,0.0007173377],"domain_scores_gemma":[0.9978253,0.000374042,0.0001294586,0.0009533715,0.0002481126,0.0004697335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000651126,0.0004093302,0.9282876,0.00004543962,0.000651166,0.0001533389,0.001119998,0.000002260116,0.0551871,0.001996173,0.009465073,0.002031342],"study_design_scores_gemma":[0.00158393,0.001614372,0.9648153,0.0001467141,0.0001575502,0.0000331768,0.000145301,0.0001309603,0.02734049,0.00131832,0.002558197,0.0001557494],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936591,0.0001481217,0.0001169285,0.003921686,0.0001357782,0.001272388,0.00008901466,0.0001218366,0.0005351948],"genre_scores_gemma":[0.9947003,0.0004578673,0.000510577,0.0008077521,0.00006282444,0.000149021,0.00009305638,0.00004639696,0.003172172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03652759,"threshold_uncertainty_score":0.6915303,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04484378778463666,"score_gpt":0.3117402132982766,"score_spread":0.26689642551364,"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."}}