{"id":"W2471604621","doi":"10.1002/epi4.5","title":"Classification of the epilepsies: New concepts for discussion and debate—Special report of the ILAE Classification Task Force of the Commission for Classification and Terminology","year":2016,"lang":"en","type":"article","venue":"Epilepsia Open","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":127,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"National Institute of Neurological Disorders and Stroke; Humanities Research Center, Rice University; National Institutes of Health; Division of Arctic Sciences; Takeda Pharmaceuticals U.S.A.; Yorkhill Children’s Charity; Eisai; Sanofi; Universidade Católica de Brasília; Stockholms Läns Landsting; Novartis; Pfizer; GlaxoSmithKline; CURE Childhood Cancer","keywords":"Terminology; Task force; Commission; Classification scheme; Task (project management); Computer science; Natural language processing; Artificial intelligence; Psychology; Political science; Data science; Linguistics; Engineering; Philosophy","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":[],"consensus_categories":[],"category_scores_codex":[0.0006847006,0.0001807989,0.0004407784,0.00005469147,0.000276391,0.00002090453,0.000518248,0.00017404,0.00002868795],"category_scores_gemma":[0.001284569,0.00006563142,0.0001744272,0.000194118,0.0007479826,0.0001646632,0.0003046082,0.0001143482,7.20682e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009687048,"about_ca_system_score_gemma":0.00044992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005445903,"about_ca_topic_score_gemma":0.0000878486,"domain_scores_codex":[0.9980329,0.0002261737,0.0007581616,0.000410756,0.0003365746,0.0002354413],"domain_scores_gemma":[0.9969692,0.000565016,0.0009796773,0.001059915,0.0003119399,0.0001142822],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001593242,0.0003684146,0.4956774,0.000307984,0.0001491207,6.432629e-7,0.001134732,3.822577e-7,0.3778132,0.02097293,0.0188727,0.08310925],"study_design_scores_gemma":[0.003565335,0.0004679262,0.9379877,0.0005551985,0.0001747508,0.00003215767,0.0006664757,0.0002822198,0.0295546,0.004027296,0.02259499,0.00009135936],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9131765,0.0001792139,0.002106086,0.0703099,0.0005154708,0.01031294,0.0002568722,0.00001665035,0.003126362],"genre_scores_gemma":[0.9905128,0.0001038737,0.0005579985,0.00004784589,0.0001622551,0.0003293058,0.00003615718,0.00002304431,0.008226729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4423103,"threshold_uncertainty_score":0.2755973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06867511010835109,"score_gpt":0.3703712351395988,"score_spread":0.3016961250312477,"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."}}