{"id":"W3009933239","doi":"10.3171/2019.12.peds19370","title":"Functional hemispherectomy: can preoperative imaging predict outcome?","year":2020,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Hospital for Sick Children; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Hemimegalencephaly; Hemispherectomy; Medicine; Epilepsy; Epilepsy surgery; Retrospective cohort study; Surgery; Univariate analysis; Etiology; Central nervous system disease; Pediatrics; Anesthesia; Cortical dysplasia; Multivariate analysis; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002721935,0.0001682601,0.0004317118,0.000189011,0.00007492199,0.00004464226,0.00008260045,0.00004125114,0.0002867712],"category_scores_gemma":[0.001450941,0.0001249647,0.0003071842,0.0005621472,0.00004173754,0.000155373,0.0000438408,0.0006013323,0.00002390291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000985447,"about_ca_system_score_gemma":0.0006431576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003284435,"about_ca_topic_score_gemma":5.298508e-7,"domain_scores_codex":[0.9979716,0.00008489787,0.0006579502,0.000187667,0.0008060759,0.0002917947],"domain_scores_gemma":[0.9980466,0.0003564191,0.0003070024,0.0001189556,0.0004463975,0.0007245663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005172186,0.0001781549,0.9414582,0.00007473801,0.00005338276,0.002068566,0.00007786787,0.00005934353,0.0006249512,0.000003218789,0.05399065,0.0008936989],"study_design_scores_gemma":[0.002841159,0.001100288,0.9865936,0.00002699512,0.0003631552,0.001368902,0.0001314365,0.0003911759,0.001231399,0.00001884083,0.005761933,0.0001710879],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9798136,0.000876677,0.0003105833,0.01747474,0.0006430226,0.0001864586,0.00002930585,0.00003447947,0.0006311569],"genre_scores_gemma":[0.99416,0.0004286405,0.0002616459,0.002728421,0.00208815,0.000003469072,0.000008840617,0.00002811962,0.0002926903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04822871,"threshold_uncertainty_score":0.5095912,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04755011698086548,"score_gpt":0.2921934504961718,"score_spread":0.2446433335153064,"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."}}