{"id":"W4414040505","doi":"10.1016/j.pediatrneurol.2025.08.005","title":"EEG Scoring Systems in Developmental Epileptic Encephalopathies With and Without Epileptic Spasms: A Comparative Analysis of Reliability and Diagnostic Clarity","year":2025,"lang":"en","type":"article","venue":"Pediatric Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Electroencephalography; Reliability (semiconductor); CLARITY; Scoring system; Encephalopathy; Epilepsy","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":[0.0004085248,0.0001870178,0.0008586427,0.0006921962,0.00006258881,0.00001417991,0.0000526291,0.00009457755,0.000008986752],"category_scores_gemma":[0.0005761012,0.0001439755,0.00004118936,0.001289767,0.0003162079,0.0000615485,0.0001015747,0.0003425943,0.000001682214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005523729,"about_ca_system_score_gemma":0.0002216933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007804502,"about_ca_topic_score_gemma":0.0006608597,"domain_scores_codex":[0.9982735,0.0002825461,0.0004182338,0.0005029227,0.0002035888,0.0003192251],"domain_scores_gemma":[0.9979067,0.001544964,0.0001064606,0.0002011942,0.0001017494,0.0001389579],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006849965,0.0002676221,0.997279,0.0003697059,0.000288178,0.0001462233,0.0005047675,0.0001435962,0.00002871202,0.0001144133,0.000008666497,0.0001640784],"study_design_scores_gemma":[0.001894916,0.001109212,0.9933707,0.00003726985,0.001352879,0.00005430016,0.0002334571,0.001766906,0.0000165714,0.00006501094,0.000008486668,0.00009029783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959567,0.002563006,0.00005584787,0.0002774752,0.00004508915,0.0007439909,0.00001290747,0.00001990449,0.0003251355],"genre_scores_gemma":[0.9981498,0.001313695,0.0002770647,0.00007077464,0.00001930481,0.0001278714,0.00001215969,0.000005762729,0.00002353259],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003908347,"threshold_uncertainty_score":0.5871149,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167452426711521,"score_gpt":0.29469539393459,"score_spread":0.2730208696674749,"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."}}