{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001037407,0.001199275,0.00158864,0.003492681,0.0002908441,0.001586818,0.00101241,0.001375269,0.00916698],"category_scores_gemma":[0.00194293,0.0002139883,0.0008136717,0.002637863,0.000553492,0.00157074,0.001013825,0.001572362,0.006203444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008368667,"about_ca_system_score_gemma":0.001044978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001225328,"about_ca_topic_score_gemma":0.001652695,"domain_scores_codex":[0.9994707,0.0001197511,0.00009463247,0.00007694725,0.0001940194,0.00004405211],"domain_scores_gemma":[0.9994192,0.0002137407,0.0001069447,0.00002862272,0.0001988983,0.00003261067],"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":[0.00008126986,0.00005692498,0.0004421839,0.009845196,0.0001041837,0.0003023351,0.00006269516,0.0001709544,0.002063571,0.008028897,0.05623686,0.9226049],"study_design_scores_gemma":[0.00001537473,0.00004449832,0.000734359,0.002872999,0.00006200729,0.001300568,0.00005298067,0.00004882484,0.0008526765,0.002470035,0.9915309,0.00001480261],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004024642,0.9848056,0.00119711,0.001404173,0.0009741674,0.00008037656,0.0003350271,0.00004591219,0.01075502],"genre_scores_gemma":[0.005642226,0.980279,0.001932449,0.0012477,0.0006467305,0.0001052249,0.000870205,0.00001129829,0.009265162],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00916698,"threshold_uncertainty_score":0.03066665,"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."}}