{"id":"W3036671382","doi":"10.1016/j.yebeh.2020.107146","title":"Expert opinion: Proposed diagnostic and treatment algorithms for Lennox–Gastaut syndrome in adult patients","year":2020,"lang":"en","type":"review","venue":"Epilepsy & Behavior","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Eisai Incorporated; Eisai; Catholic Medical Center; CMC Microsystems","keywords":"Lennox–Gastaut syndrome; Lamotrigine; Seizure types; Electroencephalography; Ictal; Pediatrics; Epilepsy; Clobazam; Spike-and-wave; Topiramate; Medical diagnosis; Medicine; Psychology; Epilepsy syndromes; Psychiatry; Pathology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001136636,0.0009382932,0.002960523,0.0003657127,0.0001208916,0.00006248151,0.0001930128,0.0004229724,0.0001010541],"category_scores_gemma":[0.0004125896,0.0006689663,0.0006894307,0.0003683683,0.0001290354,0.00009979586,0.0001137608,0.0004314708,0.0001189096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001136763,"about_ca_system_score_gemma":0.0007219064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000185949,"about_ca_topic_score_gemma":0.00003591758,"domain_scores_codex":[0.9960479,0.0001779463,0.001034253,0.001212956,0.0005522056,0.0009747184],"domain_scores_gemma":[0.9974412,0.0006004395,0.0002630546,0.0006159878,0.0001836277,0.0008956656],"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":[0.00009946893,0.003002611,0.01565955,0.002527151,0.0002489969,0.001655344,0.000148267,1.015744e-8,2.074605e-7,0.00001182885,0.000396177,0.9762504],"study_design_scores_gemma":[0.01066189,0.01351809,0.02423193,0.01585614,0.001706669,0.0004241612,0.0000539178,0.000006964086,0.000004927975,0.000003797824,0.9327637,0.0007678341],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002478721,0.9796051,0.00000781314,0.0002847335,0.0004677977,0.01601971,0.0009880977,0.000100978,0.00004706172],"genre_scores_gemma":[0.0004920739,0.9811606,0.001323635,0.00006043346,0.0002932692,0.01290339,0.003259652,0.0001783953,0.0003285712],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9754825,"threshold_uncertainty_score":0.9995762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07289883007998699,"score_gpt":0.3839144846780209,"score_spread":0.3110156545980339,"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."}}