{"id":"W4210685811","doi":"10.1111/epi.17171","title":"Epilepsy and brain network hubs","year":2022,"lang":"en","type":"review","venue":"Epilepsia","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":200,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"National Institute of Neurological Disorders and Stroke; Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; National Institute on Deafness and Other Communication Disorders; Hospital for Sick Children; Azrieli Foundation; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Deutsche Forschungsgemeinschaft; Canada Research Chairs; Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada","keywords":"Epilepsy; Neuroscience; Clinical neurology; Psychology; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007172172,0.0005486054,0.001509503,0.0001659777,0.0007909917,0.00008727923,0.0004765183,0.000175331,0.001311736],"category_scores_gemma":[0.01076777,0.0005000171,0.00039503,0.0008406013,0.0002373295,0.0001242037,0.0008963554,0.000931664,0.0002975209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000162941,"about_ca_system_score_gemma":0.0001592641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000705968,"about_ca_topic_score_gemma":0.000004548472,"domain_scores_codex":[0.9961644,0.001001084,0.0005013752,0.001283754,0.0004754603,0.0005738909],"domain_scores_gemma":[0.9717782,0.02717362,0.0003288279,0.0005870764,0.00001120136,0.0001211456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006321292,0.00003252811,0.00001300583,0.001841919,0.00004589487,0.00008178869,0.00004111669,0.000006936509,7.84201e-7,0.01139826,0.2246102,0.7619212],"study_design_scores_gemma":[0.0001054964,0.0001048992,0.00001929619,0.0006752469,0.0001248025,0.0002165879,0.000007122467,0.00001135026,5.094872e-7,0.001422554,0.9968428,0.0004693135],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002491295,0.9809012,0.00002219576,0.001236295,0.001929903,0.0007806575,0.00009494251,0.0001992428,0.01483303],"genre_scores_gemma":[0.00000552008,0.9902499,0.00008486203,0.004364913,0.0009264302,0.0004801926,0.00002478915,0.0001015999,0.003761833],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7722326,"threshold_uncertainty_score":0.9997451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1025004084274149,"score_gpt":0.3288181787148832,"score_spread":0.2263177702874682,"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."}}