{"id":"W2765754703","doi":"10.1111/epi.12299","title":"Epilepsy biomarkers","year":2013,"lang":"en","type":"review","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":275,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute of Neurological Disorders and Stroke; National Institutes of Health","keywords":"Epileptogenesis; Epilepsy; Biomarker; Medicine; Clinical trial; Population; Bioinformatics; Internal medicine; Biology; Psychiatry","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0003041154,0.0007876457,0.002958459,0.0005304582,0.0001167339,0.00007691664,0.0003242295,0.0005826225,0.005141017],"category_scores_gemma":[0.0001964974,0.0005253098,0.001419485,0.0006173639,0.0001871415,0.00009318328,0.0001591622,0.0008196103,0.01935841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00042464,"about_ca_system_score_gemma":0.0008218915,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006301735,"about_ca_topic_score_gemma":0.000001753259,"domain_scores_codex":[0.9964983,0.0002412231,0.000858594,0.0008459031,0.0006356773,0.0009203067],"domain_scores_gemma":[0.9971406,0.0003214826,0.0002824943,0.001272271,0.0001235699,0.0008596035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001688194,0.0002281354,0.0002700311,0.01188959,0.001511008,0.0004696992,0.0000084471,4.464957e-9,3.137595e-7,0.0002071512,0.07674295,0.9086558],"study_design_scores_gemma":[0.0006672594,0.0004458658,0.00020749,0.01091843,0.001748395,0.0004915496,0.000008224941,0.00000290482,0.000001525044,0.00005084291,0.98505,0.0004074656],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000007221654,0.9627811,0.00001528055,0.0001771387,0.0003444373,0.003277945,0.00007490109,0.0002013887,0.03312058],"genre_scores_gemma":[0.000006231762,0.9829835,0.001449451,0.00009319543,0.0005356897,0.001163447,0.0008865795,0.0001728667,0.01270907],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9083071,"threshold_uncertainty_score":0.9997199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07819798801047408,"score_gpt":0.385420131400356,"score_spread":0.307222143389882,"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."}}