{"id":"W4322622742","doi":"10.1212/wnl.0000000000207239","title":"Bilingualism, Epilepsy, and Connectome Resilience","year":2023,"lang":"en","type":"letter","venue":"Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Montreal Neurological Institute and Hospital","funders":"Canadian Institutes of Health Research","keywords":"Epilepsy; Temporal lobe; Neuroscience; Hippocampal sclerosis; Connectome; Psychology; Neuropsychology; Cognition; Medicine; Functional connectivity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004948126,0.0003080296,0.0004953638,0.0004653215,0.001652005,0.001179646,0.00050667,0.005126746,0.003765664],"category_scores_gemma":[0.005456759,0.0001444052,0.0002402284,0.000588293,0.002097092,0.001380062,0.0006803916,0.004840322,0.001099461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002081503,"about_ca_system_score_gemma":0.001510475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004044094,"about_ca_topic_score_gemma":0.01195599,"domain_scores_codex":[0.9996958,0.00009411318,0.00002729148,0.00004752837,0.00007527295,0.00005995437],"domain_scores_gemma":[0.9980756,0.001063724,0.0001842041,0.00008656259,0.00021687,0.000373053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0005802267,0.00015186,0.03184127,0.0004501257,0.0001104316,0.135305,0.0009227321,0.0005422401,0.002414729,0.02735212,0.6526356,0.1476936],"study_design_scores_gemma":[0.0007679957,0.0002954532,0.04445693,0.001502426,0.0001290726,0.3153488,0.001564534,0.00360906,0.001270064,0.179584,0.4513482,0.0001234494],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02506069,0.01624357,0.0004599189,0.927905,0.005014147,0.00002949436,0.0001210535,0.0000815707,0.02508461],"genre_scores_gemma":[0.4723064,0.02942918,0.001539106,0.4237424,0.05469789,0.0001555704,0.0002195583,0.0000634999,0.01784638],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.005126746,"threshold_uncertainty_score":0.01510239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03324346500216444,"score_gpt":0.3220513251194707,"score_spread":0.2888078601173063,"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."}}