{"id":"W4387893586","doi":"10.1111/epi.17807","title":"Hemispheric epilepsy surgery for hemimegalencephaly: The UCLA experience","year":2023,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Centre Hospitalier de l’Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"University of Warwick","keywords":"Hemispherectomy; Hemimegalencephaly; Medicine; Epilepsy surgery; Interquartile range; Surgery; Cohort; Epilepsy; Hazard ratio; Confidence interval; Internal medicine; Cortical dysplasia","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":[0.0003340804,0.000249752,0.0001909961,0.0004020224,0.0005679025,0.0004932485,0.0002640555,0.0002598926,0.0009374985],"category_scores_gemma":[0.001151321,0.0001388752,0.0002163352,0.0006205128,0.0003272116,0.0004021606,0.0006623618,0.000402289,0.0001799932],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006204557,"about_ca_system_score_gemma":0.0008961991,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004340564,"about_ca_topic_score_gemma":0.01517981,"domain_scores_codex":[0.9996927,0.0000681486,0.0000440408,0.00005765616,0.00005570742,0.00008177652],"domain_scores_gemma":[0.999246,0.0001198756,0.0002576451,0.00005801907,0.00004933556,0.0002691765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001358289,0.0001566889,0.9604566,0.00005657573,0.00006503559,0.009093909,0.0005797753,0.0001857167,0.000886441,0.00011321,0.001725318,0.02654474],"study_design_scores_gemma":[0.00003790607,0.0003910794,0.9474527,0.0001381278,0.00004328414,0.04673651,0.001313605,0.0003999464,0.0005167696,0.0001032363,0.00284248,0.0000244051],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974222,0.001015732,0.0001063028,0.0002780188,0.0000125689,0.000008608648,0.00009506528,0.000006234744,0.00105513],"genre_scores_gemma":[0.9982438,0.001072406,0.0001835487,0.000112846,0.00003881665,0.00001149266,0.0001394459,0.000003339037,0.0001943277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004340564,"threshold_uncertainty_score":0.008630574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05363461508983447,"score_gpt":0.341280569955509,"score_spread":0.2876459548656745,"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."}}