{"id":"W3211344418","doi":"10.1111/epi.17110","title":"Paroxysmal slow wave events predict epilepsy following a first seizure","year":2021,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Epilepsy; Ictal; Electroencephalography; Medicine; Epileptic seizure; Spike-and-wave; Pediatrics; Anesthesia; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003275872,0.0003584944,0.0006362575,0.0001306283,0.000289717,0.00004683534,0.0001349121,0.000209522,0.001437577],"category_scores_gemma":[0.0004975646,0.0003088529,0.0005870159,0.000500833,0.00005967776,0.0001608199,0.0001681172,0.0005146471,0.000720756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002479359,"about_ca_system_score_gemma":0.0004880631,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004696734,"about_ca_topic_score_gemma":0.00004773533,"domain_scores_codex":[0.9968606,0.0001402458,0.0004544746,0.0007308095,0.000901882,0.0009120541],"domain_scores_gemma":[0.9979725,0.0002072404,0.00008011438,0.0008605385,0.0001669633,0.0007126448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000355454,0.001142324,0.9455538,0.0001999329,0.001080096,0.01420658,0.0003517381,0.000007671759,0.0007015902,0.0003644117,0.03048797,0.005548418],"study_design_scores_gemma":[0.008184589,0.001147639,0.9212899,0.0007619621,0.0005128641,0.001050638,0.000297563,0.0008086184,0.00460173,0.0006713217,0.06019115,0.0004820896],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677028,0.001962652,0.0003229004,0.006695733,0.0007529617,0.0008472113,0.00007397949,0.000254251,0.0213875],"genre_scores_gemma":[0.9824017,0.0003047865,0.002581699,0.000591887,0.0005281884,0.0001630529,0.0004359164,0.00006964232,0.01292318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02970318,"threshold_uncertainty_score":0.9999363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02465537010403342,"score_gpt":0.2841487562885714,"score_spread":0.259493386184538,"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."}}