{"id":"W4225390089","doi":"10.1111/epi.17237","title":"Methodology for classification and definition of epilepsy syndromes with list of syndromes: Report of the ILAE Task Force on Nosology and Definitions","year":2022,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":273,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"Great Ormond Street Institute of Child Health; National Health and Medical Research Council; Engineering and Physical Sciences Research Council; Canadian Institutes of Health Research; Cilag; Cumming School of Medicine, University of Calgary; National Institutes of Health; Seqirus; Arvelle Therapeutics; UCB Pharma; G.L. Pharma; EVER Neuro Pharma; Bundesministerium für Wissenschaft und Forschung; Eisai; Austrian Science Fund; Great Ormond Street Hospital Charity; European Commission; National Institute for Health and Care Research; Epilepsy Research UK; Upsher-Smith; Epilepsiatutkimussäätiö; Waterloo Foundation; Medical Research Council; Vitaflo; Zynerba Pharmaceuticals; Medicure; Eli Lilly and Company; U.S. Department of Defense; GW Pharmaceuticals; Sanofi; Genomic Health; Tenovus; Alberta Innovates; Marinus Pharmaceuticals; GlaxoSmithKline; LivaNova; Biogen; Pfizer; SK Life Science; Ultragenyx Pharmaceutical; Zogenix; H. Lundbeck A/S; Sunovion; National Institute of Neurological Disorders and Stroke; University of Calgary","keywords":"Nosology; Epilepsy; Epilepsy syndromes; Etiology; Psychogenic disease; Psychology; Medicine; Psychiatry; Pediatrics; Neuroscience","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":[],"consensus_categories":[],"category_scores_codex":[0.0006629231,0.000127643,0.0004969622,0.0001724023,0.0001523562,0.000002706089,0.00007788066,0.0000662315,0.00005909019],"category_scores_gemma":[0.0005435167,0.00008802198,0.00009322276,0.0002377602,0.0004773627,0.00003196821,0.00007296122,0.0001748019,3.999257e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004527362,"about_ca_system_score_gemma":0.0001602431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007314863,"about_ca_topic_score_gemma":0.00002450663,"domain_scores_codex":[0.9984999,0.0002980536,0.0004534671,0.000291366,0.0002689497,0.0001883163],"domain_scores_gemma":[0.9977323,0.001208373,0.0004115461,0.0004163677,0.0001594379,0.00007190801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003713263,0.001707321,0.7367536,0.001384716,0.0008598318,0.0002067561,0.001198452,0.0000176455,0.03590269,0.2150764,0.001126533,0.002052814],"study_design_scores_gemma":[0.003721941,0.01073718,0.9515464,0.0002224845,0.0005517678,0.005193036,0.001446276,0.0001239173,0.005088137,0.02076389,0.0004590403,0.0001459428],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936071,0.0002936903,0.0008108793,0.001894453,0.00005970263,0.0009641708,0.0003007063,0.00001198088,0.002057312],"genre_scores_gemma":[0.989465,0.0002019845,0.009531166,0.0000744972,0.00001046523,0.0003657346,0.0001961172,0.00001830742,0.000136758],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2147928,"threshold_uncertainty_score":0.3589432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1636108111038053,"score_gpt":0.3471360320482135,"score_spread":0.1835252209444082,"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."}}