{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002564759,0.0002851008,0.0003624842,0.00008081921,0.0001793136,0.00006478062,0.0004691034,0.0003713383,0.00005751002],"category_scores_gemma":[0.0002754312,0.0002759136,0.0005129791,0.0001093472,0.0002301556,0.000004218309,0.0002091434,0.0001486865,0.00004038066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002588795,"about_ca_system_score_gemma":0.0002722553,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004352308,"about_ca_topic_score_gemma":0.00003959681,"domain_scores_codex":[0.9978237,0.0001013606,0.0006135503,0.0007557906,0.0001240061,0.0005815789],"domain_scores_gemma":[0.9986026,0.00006413412,0.0001336033,0.0007502476,0.0002260369,0.0002233989],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001834494,0.0004516771,0.940393,0.00002942635,0.0001133563,0.00002583863,0.00002511334,0.00001051219,0.008654969,0.0002086457,0.02336539,0.02653867],"study_design_scores_gemma":[0.001158617,0.0005211482,0.9093866,0.00001970388,0.0002391876,0.000007114441,0.00006298177,0.000009076969,0.002229153,0.0001001776,0.08593433,0.0003318946],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934084,0.001970253,0.001442951,0.0001242859,0.001145593,0.0009152275,0.0002734582,0.00003844832,0.0006813634],"genre_scores_gemma":[0.9917566,0.0002955206,0.00237656,0.0006659282,0.0004922729,0.00057978,0.0002426879,0.00004467231,0.003546044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06256895,"threshold_uncertainty_score":0.9999693,"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."}}