{"id":"W4390381922","doi":"10.1212/wnl.0000000000208076","title":"Idiopathic Generalized Epilepsy","year":2023,"lang":"en","type":"article","venue":"Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Ottawa Mental Health Centre","funders":"","keywords":"Idiopathic generalized epilepsy; Epilepsy; Medicine; Psychological intervention; Neuroimaging; Semiology; Electroencephalography; Pathophysiology; Drug Resistant Epilepsy; Neuroscience; Psychiatry; Psychology; Pathology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001562933,0.00008258173,0.000204842,0.0001051254,0.00004900006,0.000004695333,0.00005634348,0.00008385033,0.0002408482],"category_scores_gemma":[0.0001030685,0.00006487403,0.00007129409,0.0002677693,0.00006262305,0.00001535424,0.00004881184,0.0002135376,0.002814113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008210119,"about_ca_system_score_gemma":0.00005982802,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004401029,"about_ca_topic_score_gemma":0.00001504652,"domain_scores_codex":[0.9990213,0.00009922965,0.0001228313,0.0002307369,0.0001604241,0.0003654576],"domain_scores_gemma":[0.9994654,0.00005252196,0.00001826687,0.0002662807,0.00003310675,0.0001644214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003673926,0.0003658558,0.9028322,0.000096592,0.0001847442,0.01389335,0.0001378571,0.00002221713,0.02570567,0.004290785,0.03139039,0.01740648],"study_design_scores_gemma":[0.004465395,0.005497409,0.9327489,0.000009207645,0.00004826855,0.0005687574,0.000003074109,0.0009060221,0.001742502,0.001709056,0.0521973,0.0001040963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809331,0.0002344095,0.000005942338,0.01422131,0.0001998532,0.0002056336,0.000003142448,0.0002405894,0.003956078],"genre_scores_gemma":[0.9950096,0.0003959068,0.00003905402,0.003103084,0.0001931626,0.00006016003,0.00002957673,0.00001892437,0.001150545],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02991677,"threshold_uncertainty_score":0.9979623,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03609872990285744,"score_gpt":0.3206542769224484,"score_spread":0.284555547019591,"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."}}