{"id":"W4416388826","doi":"10.1038/s41467-025-65042-1","title":"Personalized biomarkers of multiscale functional alterations in temporal lobe epilepsy","year":2025,"lang":"en","type":"article","venue":"Nature Communications","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Université de Sherbrooke; Centre Hospitalier Universitaire Sainte-Justine; Concordia University; McGill University; BC Children's Hospital; Montreal Neurological Institute and Hospital","funders":"Fonds de Recherche du Québec - Santé; Hospital for Sick Children; Consejo Nacional de Ciencia y Tecnología; Government of Canada; Sick Kids Foundation; Savoy Foundation; Canada Research Chairs; Canadian Institutes of Health Research; China Scholarship Council; Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México; Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada","keywords":"Temporal lobe; Epilepsy; Hippocampus; Abnormality; Epilepsy surgery; Magnetic resonance imaging; Disease; Neuroimaging","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":[0.0005094723,0.0003167493,0.0002579346,0.0006118203,0.0001085682,0.0004581109,0.0001592339,0.000244835,0.0005215267],"category_scores_gemma":[0.002210274,0.0001028178,0.0002257418,0.0003353982,0.0001651276,0.0003249355,0.0003139446,0.0002192478,0.00009578677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000204056,"about_ca_system_score_gemma":0.0001827494,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001508166,"about_ca_topic_score_gemma":0.003342438,"domain_scores_codex":[0.9998902,0.00004292462,0.000008163272,0.00003367519,0.00001385072,0.00001127008],"domain_scores_gemma":[0.9996526,0.0001297043,0.0001270009,0.00004042683,0.00002707031,0.00002311669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006649168,0.0001244123,0.8779955,0.0000875932,0.0006146019,0.0004782796,0.0001848289,0.03843398,0.01607647,0.001018421,0.001041298,0.06327958],"study_design_scores_gemma":[0.00002973027,0.0002648575,0.8385135,0.00002708979,0.0001705218,0.0008591495,0.0001534451,0.1485053,0.00446816,0.006091923,0.0008820285,0.00003443235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944761,0.0002493899,0.004301751,0.00007992683,0.000003602377,0.000009729868,0.0005143719,0.00004718693,0.0003179759],"genre_scores_gemma":[0.9985482,0.00005741281,0.0009835738,0.00001067143,0.000004419924,0.00000628256,0.0003227628,0.000003735066,0.00006291304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001508166,"threshold_uncertainty_score":0.002998769,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04411341429005466,"score_gpt":0.3249830695501033,"score_spread":0.2808696552600486,"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."}}