{"id":"W4412639860","doi":"10.1016/j.yebeh.2025.110575","title":"Genetic Epilepsies: Clinical pearls for early career epileptologists","year":2025,"lang":"en","type":"article","venue":"Epilepsy & Behavior","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University; Ontario Brain Institute; Toronto Western Hospital","funders":"Fundação de Amparo à Pesquisa do Estado de São Paulo; Zogenix; Dravet Syndrome Foundation; Eisai; Sunovion","keywords":"Epilepsy; Psychology; Medicine; Data science; Neuroscience; Computer science","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":[0.003869176,0.001245891,0.001047626,0.001978311,0.001951766,0.004444473,0.001957524,0.005633606,0.009821784],"category_scores_gemma":[0.02150959,0.000501995,0.0006405068,0.0006219127,0.001758994,0.006138788,0.002995212,0.00918771,0.007321849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001330663,"about_ca_system_score_gemma":0.00408674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001535807,"about_ca_topic_score_gemma":0.004616072,"domain_scores_codex":[0.9987683,0.0003713635,0.0002030232,0.00008282194,0.0004026016,0.000171932],"domain_scores_gemma":[0.9879007,0.003948306,0.0006237528,0.0004814305,0.003417589,0.003628143],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003081449,0.0005427555,0.02737181,0.0004848769,0.00003426469,0.02058464,0.001075714,0.0006373565,0.001451432,0.01060374,0.6157753,0.3211299],"study_design_scores_gemma":[0.0004188429,0.001017772,0.02846188,0.008324254,0.000136508,0.1157891,0.01096021,0.0036775,0.001628881,0.1371228,0.6919724,0.0004898984],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01663036,0.06181524,0.01884057,0.8349185,0.01704406,0.0003139062,0.0004336043,0.001185081,0.04881869],"genre_scores_gemma":[0.3114646,0.1348327,0.1276748,0.2660326,0.08468536,0.001061773,0.002254306,0.0009644015,0.07102945],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.009821784,"threshold_uncertainty_score":0.03285712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02763440609346329,"score_gpt":0.3341850808258739,"score_spread":0.3065506747324106,"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."}}