{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0448446,0.002078264,0.002051918,0.01559102,0.002271451,0.005099126,0.003367056,0.001473266,0.006647861],"category_scores_gemma":[0.07047018,0.0009988258,0.003413238,0.01001808,0.002513606,0.003393424,0.005351227,0.00380294,0.004968891],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005050494,"about_ca_system_score_gemma":0.0217752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007836631,"about_ca_topic_score_gemma":0.008437856,"domain_scores_codex":[0.9573504,0.01812087,0.01325334,0.002806456,0.007369076,0.001099864],"domain_scores_gemma":[0.9385305,0.01453877,0.009266284,0.005268626,0.03112062,0.001275215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0005735755,0.0005066792,0.07134033,0.007695012,0.0003767835,0.0008890792,0.007787805,0.001960981,0.006526556,0.05896932,0.2779676,0.5654063],"study_design_scores_gemma":[0.0002142531,0.0005266338,0.05821366,0.007145477,0.0003555722,0.003356096,0.004632926,0.00455409,0.005295253,0.01976652,0.8957024,0.0002370964],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03392509,0.03418039,0.7172753,0.02566275,0.0122828,0.0815236,0.04202151,0.002562872,0.05056565],"genre_scores_gemma":[0.02097328,0.009007013,0.8823386,0.002731786,0.001388677,0.05113709,0.02480648,0.0006597377,0.006957296],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0448446,"threshold_uncertainty_score":0.2371637,"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."}}