{"id":"W3204547715","doi":"10.3171/2021.6.peds218","title":"New interinstitutional, multimodal presurgical evaluation protocol associated with improved seizure freedom for poorly defined cases of focal epilepsy in children","year":2021,"lang":"en","type":"article","venue":"Journal of Neurosurgery Pediatrics","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Children's Hospital; McGill University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Protocol (science); Epilepsy; Test (biology); Epilepsy surgery; MEDLINE","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00257199,0.0002926264,0.0002420714,0.0009915238,0.0003251081,0.0004738993,0.0006567007,0.0002697123,0.0007745473],"category_scores_gemma":[0.01040501,0.0001626841,0.000326144,0.0009369556,0.0004294745,0.0007584669,0.0008912252,0.0003391184,0.0001243205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001857162,"about_ca_system_score_gemma":0.003937647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005368383,"about_ca_topic_score_gemma":0.01301819,"domain_scores_codex":[0.9977156,0.0008543549,0.0005830869,0.0002837184,0.0004242327,0.0001390774],"domain_scores_gemma":[0.9946074,0.0009516248,0.002704862,0.0004904034,0.0008665762,0.0003791601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007410098,0.0004525719,0.9460121,0.0001642953,0.00006785239,0.0009725605,0.0003433007,0.0008068663,0.001884811,0.0001335055,0.001050195,0.04737094],"study_design_scores_gemma":[0.0001660396,0.002435255,0.9862012,0.0001064105,0.00009679418,0.003698125,0.0007029437,0.001151603,0.002988279,0.00006980199,0.002360188,0.00002326519],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943117,0.0004680307,0.00214532,0.0001670361,0.00002481903,0.0008933446,0.0004421413,0.00003915153,0.001508571],"genre_scores_gemma":[0.9873695,0.0004891529,0.009052911,0.0001205244,0.00002668236,0.001528784,0.001132118,0.00001561938,0.0002647276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005368383,"threshold_uncertainty_score":0.01360214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03719186779401033,"score_gpt":0.3319315534269083,"score_spread":0.2947396856328979,"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."}}