{"id":"W4381611237","doi":"10.1016/j.seizure.2023.06.016","title":"Early recognition of characteristic conventional and amplitude-integrated EEG patterns of seizures in SCN2A and KCNQ3-related epilepsy in neonates","year":2023,"lang":"en","type":"article","venue":"Seizure","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Ictal; Epilepsy; Electroencephalography; Medicine; Burst suppression; Internal medicine; Cardiology; Anesthesia; Psychiatry","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":[0.0001088734,0.00008914979,0.0001484656,0.0001098653,0.00001354419,0.00000806815,0.00004510929,0.0001075854,0.00002019626],"category_scores_gemma":[0.00004763212,0.0000847049,0.00003178078,0.0001145029,0.00005424497,0.000003833413,0.00004577097,0.00006104419,0.000001620991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004198353,"about_ca_system_score_gemma":0.0000334022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002360026,"about_ca_topic_score_gemma":0.0001088568,"domain_scores_codex":[0.9993629,0.00004074861,0.0002352111,0.0001927539,0.00005421193,0.000114134],"domain_scores_gemma":[0.9997308,0.00001742241,0.00008004018,0.00007923839,0.00005744648,0.00003503394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003130425,0.0001588601,0.6622012,0.0002941722,0.00009385371,0.00008022658,0.0004324925,0.00002705045,0.3285683,0.0001114883,0.00009293105,0.007626295],"study_design_scores_gemma":[0.0008209589,0.0001260187,0.9931203,0.0001311242,0.00001222097,0.00001562483,0.0002352284,0.000105959,0.00460159,0.0005884175,0.000139739,0.0001028666],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988457,0.0005041606,0.00001021788,0.00005126856,0.00004194356,0.0001282556,0.0003936583,0.00000477574,0.00002001376],"genre_scores_gemma":[0.9983248,0.0004775774,0.00001962005,0.00002140937,0.000009864315,0.00001013128,0.001053655,0.000009764539,0.00007323797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.330919,"threshold_uncertainty_score":0.3454166,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007976377848100171,"score_gpt":0.2281620013329984,"score_spread":0.2201856234848983,"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."}}