{"id":"W4406011430","doi":"10.1016/j.eplepsyres.2024.107499","title":"Neuromodulation Strategies in Lennox‐Gastaut Syndrome: Practical Clinical Guidance from the Pediatric Epilepsy Research Consortium","year":2025,"lang":"en","type":"review","venue":"Epilepsy Research","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"Hospital for Sick Children","funders":"National Institutes of Health","keywords":"Lennox–Gastaut syndrome; Epilepsy; Neuromodulation; Psychology; Medicine; Pediatrics; Psychiatry; Neuroscience; Central nervous system","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001751264,0.0008514857,0.002312618,0.001843415,0.0002588145,0.001485423,0.001421484,0.00174756,0.004154419],"category_scores_gemma":[0.002123401,0.0002961615,0.001505005,0.00128549,0.0004207822,0.001125775,0.0009353523,0.002567012,0.001438538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00114419,"about_ca_system_score_gemma":0.002760468,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002976829,"about_ca_topic_score_gemma":0.009751822,"domain_scores_codex":[0.9995905,0.0001086287,0.0001010443,0.00004858966,0.0001152905,0.00003595661],"domain_scores_gemma":[0.9990564,0.0005757429,0.0001358409,0.00001477951,0.0001670082,0.00005026925],"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":[0.0001967994,0.00006403323,0.0002001389,0.03081713,0.0002768551,0.0002533679,0.00004680591,0.0004662381,0.0005601422,0.003480637,0.0438093,0.9198285],"study_design_scores_gemma":[0.00048161,0.0002124794,0.001664706,0.05853091,0.001211314,0.001446734,0.0001110386,0.0003023956,0.0003281665,0.004487406,0.9311771,0.00004609959],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00008001968,0.9979157,0.0001113934,0.001062138,0.0001546215,0.00001273905,0.00003772994,0.000007617918,0.0006179804],"genre_scores_gemma":[0.0006920744,0.9974311,0.0004908785,0.0008509953,0.0001320747,0.00002897882,0.0000637777,0.000002002666,0.0003081311],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004154419,"threshold_uncertainty_score":0.0138979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3295891577159847,"score_gpt":0.5609055048632383,"score_spread":0.2313163471472536,"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."}}