{"id":"W1570053907","doi":"10.3171/2011.8.peds11128","title":"The role of magnetoencephalography in children undergoing hemispherectomy","year":2011,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Hospital for Sick Children; University of Toronto","funders":"","keywords":"Hemispherectomy; Hemimegalencephaly; Magnetoencephalography; Cortical dysplasia; Medicine; Ictal; Epilepsy surgery; Epilepsy; Electroencephalography; Etiology; Audiology; Pediatrics; Pathology; 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":[0.0004851359,0.00009890382,0.000268194,0.0003630932,0.00004314482,0.00001111332,0.0001308941,0.00004566198,0.00003469622],"category_scores_gemma":[0.0004177468,0.00006147636,0.0002348136,0.0007429551,0.00007055888,0.00008658814,0.00002983982,0.0003294261,0.000002533815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002503817,"about_ca_system_score_gemma":0.0002674031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000024008,"about_ca_topic_score_gemma":0.00000642835,"domain_scores_codex":[0.9985842,0.00008356302,0.0005498962,0.00009344385,0.000431398,0.0002574689],"domain_scores_gemma":[0.9986091,0.0005325511,0.0003587731,0.0001697422,0.0001621676,0.0001676198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002963897,0.0003205144,0.9925653,0.00001595007,0.00003623774,0.0001592097,0.00005407415,0.000001886123,0.0004350103,0.0000211092,0.0003612321,0.005733071],"study_design_scores_gemma":[0.000697531,0.0007222825,0.9953984,0.00002481321,0.00007367484,0.0004405449,0.00008021593,0.000005000169,0.001665291,0.0005625625,0.0002803579,0.00004930799],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928607,0.005208567,0.00000407024,0.00008088766,0.0001252114,0.0001190471,0.000002238334,0.000004751037,0.00159456],"genre_scores_gemma":[0.9906179,0.00888476,0.0002433993,0.00003561365,0.0001680105,0.000001962894,6.580134e-7,0.0000126148,0.0000350316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005683763,"threshold_uncertainty_score":0.2506933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01459808475270452,"score_gpt":0.2406341038103087,"score_spread":0.2260360190576042,"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."}}