{"id":"W4397007570","doi":"10.1016/j.pediatrneurol.2024.05.008","title":"Genetic Testing in Pediatric Epilepsy: Tools, Tips, and Navigating the Traps","year":2024,"lang":"en","type":"review","venue":"Pediatric Neurology","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster Children's Hospital","funders":"","keywords":"Epilepsy; Pediatric epilepsy; Genetic testing; Neuroscience; Medicine; Computer science; Computational biology; Psychology; Biology; Internal medicine","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":[0.002008363,0.001209988,0.002180273,0.002824133,0.0002521538,0.001523775,0.001667354,0.002140826,0.002354556],"category_scores_gemma":[0.002987564,0.0002897346,0.0007241674,0.001942223,0.001088596,0.002265102,0.001041418,0.004100418,0.001262505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009982726,"about_ca_system_score_gemma":0.001569287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001695184,"about_ca_topic_score_gemma":0.003198155,"domain_scores_codex":[0.9994721,0.0001454052,0.00007277528,0.00007125485,0.0001879168,0.00005054533],"domain_scores_gemma":[0.9979752,0.001420776,0.0001288632,0.00004055979,0.0003160733,0.0001185312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009224093,0.0000427702,0.0004442991,0.005603966,0.0001157999,0.0006748706,0.00003719974,0.0004293119,0.0005484875,0.007830623,0.06420092,0.9199795],"study_design_scores_gemma":[0.00007153301,0.00008565864,0.001705867,0.01309864,0.0002977621,0.00624882,0.0001262379,0.0003396843,0.0003271658,0.01646617,0.9611749,0.00005756276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004557778,0.9972304,0.0002473109,0.0016472,0.0002586892,0.000002112592,0.00001750593,0.00001099464,0.0005401329],"genre_scores_gemma":[0.00064929,0.9966821,0.0004400583,0.001083691,0.0008071507,0.000005180868,0.00003564035,0.000002723559,0.0002940212],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002824133,"threshold_uncertainty_score":0.01062137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03125443604456558,"score_gpt":0.2902951671770717,"score_spread":0.2590407311325061,"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."}}