{"id":"W2768552442","doi":"10.1111/nan.12453","title":"Review: The past, present and future challenges in epilepsy‐related and sudden deaths and biobanking","year":2017,"lang":"en","type":"review","venue":"Neuropathology and Applied Neurobiology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":52,"is_retracted":false,"has_abstract":true,"ca_institutions":"Office of the Chief Medical Examiner","funders":"National Institutes of Health; National Institute of Neurological Disorders and Stroke; National Institute of Mental Health; Epilepsy Society; University College London; University College London Hospitals NHS Foundation Trust; National Institute for Health and Care Research","keywords":"Biobank; Medicine; Epilepsy; Neuropathology; Health professionals; Epidemiology; Intervention (counseling); Sudden death; Intensive care medicine; Health care; Medical emergency; Psychiatry; Family medicine; Pathology; Disease; Bioinformatics","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"],"consensus_categories":[],"category_scores_codex":[0.0006016883,0.0005529605,0.002092581,0.0001976212,0.0002589425,0.00002653265,0.0001742291,0.0005418266,0.000007950589],"category_scores_gemma":[0.00005905994,0.0003220515,0.00009255206,0.00008826188,0.001002711,0.00002788002,0.0004945427,0.00129289,0.000007684921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001009609,"about_ca_system_score_gemma":0.00005063558,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000321026,"about_ca_topic_score_gemma":0.000005296024,"domain_scores_codex":[0.9969044,0.000849676,0.0005285936,0.001122617,0.00007337702,0.0005213558],"domain_scores_gemma":[0.9982293,0.000630566,0.0002964217,0.0006353332,0.00002341806,0.0001850151],"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":[0.00006487011,0.00006748425,0.001052463,0.01197572,0.00007852042,0.0008737106,0.0000601055,6.028106e-9,0.00001007352,0.0007337915,0.0003798688,0.9847034],"study_design_scores_gemma":[0.0009992968,0.0006659291,0.01481175,0.003028595,0.0007215088,0.01001022,0.00001476795,5.45513e-7,7.612692e-7,0.0001692837,0.9693421,0.000235224],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.003212889,0.9859234,7.951774e-8,0.007401206,0.00013861,0.002044077,0.00002336717,0.00003032948,0.001226034],"genre_scores_gemma":[0.001170526,0.9972124,0.0000120165,0.0007267068,0.000421209,0.000294969,0.00005887356,0.0000492469,0.00005411713],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9844682,"threshold_uncertainty_score":0.9999232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09132494379677127,"score_gpt":0.3598820424067986,"score_spread":0.2685570986100274,"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."}}