{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02551941,0.0005687349,0.0007863505,0.005664542,0.0004135424,0.001232178,0.0008256996,0.0007684042,0.001020663],"category_scores_gemma":[0.09048053,0.0003197412,0.001026968,0.00176043,0.001216551,0.001716301,0.001839505,0.0006269912,0.0003444952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000639302,"about_ca_system_score_gemma":0.0006413116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148433,"about_ca_topic_score_gemma":0.001548456,"domain_scores_codex":[0.9886163,0.005380264,0.001837346,0.0007829929,0.002980832,0.0004023259],"domain_scores_gemma":[0.9118069,0.05897055,0.007790317,0.003489798,0.01683575,0.001106639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003263719,0.0001111643,0.9189214,0.0002829958,0.0008589283,0.0002331044,0.001958237,0.001851354,0.00376487,0.001092852,0.0007837311,0.06687773],"study_design_scores_gemma":[0.0002188932,0.001416375,0.9756489,0.0001679005,0.0006008829,0.00141729,0.00141588,0.0134122,0.00271383,0.00155832,0.001342332,0.00008717248],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9790953,0.002791901,0.01264602,0.0001922684,0.0001168683,0.0001726373,0.0004560571,0.00009669208,0.004432274],"genre_scores_gemma":[0.9949646,0.0005484588,0.003840914,0.00003818046,0.00004857048,0.00004930855,0.000315437,0.00002464573,0.0001697954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02551941,"threshold_uncertainty_score":0.1349611,"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."}}