{"id":"W3025362144","doi":"10.1038/s42003-020-0958-5","title":"Macroscale and microcircuit dissociation of focal and generalized human epilepsies","year":2020,"lang":"en","type":"article","venue":"Communications Biology","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Centre Azrieli de recherche sur l'autisme, Institut et Hôpital Neurologiques de Montréal; Hospital for Sick Children; China Scholarship Council; Government of Jiangsu Province; China Postdoctoral Science Foundation; University College London; National Research Foundation; Canada Research Chairs; Canadian Institutes of Health Research; National Science Foundation; Savoy Foundation; National Natural Science Foundation of China; National Research Foundation Singapore; Brain Research UK","keywords":"Neuroscience; Epilepsy; Temporal lobe; Connectomics; Connectome; Atrophy; Human brain; Psychology; Dissociation (chemistry); Neuroimaging; Functional connectivity; Medicine; Pathology; Chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.00008504999,0.00006034439,0.0001413742,0.00002654972,0.0003123551,0.00000930713,0.000206433,0.00004580016,0.000006806034],"category_scores_gemma":[0.001979809,0.00005893692,0.00001978125,0.0001058746,0.0007131887,0.0000444129,0.0004292877,0.00008555567,0.000002636994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001024823,"about_ca_system_score_gemma":0.000008111479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002087155,"about_ca_topic_score_gemma":0.0000404805,"domain_scores_codex":[0.9993427,0.0002302626,0.0001395279,0.000178129,0.00002917079,0.0000802343],"domain_scores_gemma":[0.9977563,0.001839702,0.00008101048,0.000262819,0.00003059454,0.00002957847],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000006109057,0.0000285312,0.04136341,0.00001059249,0.000009575713,5.957271e-8,0.0008349459,4.165768e-7,0.8649973,0.09072721,0.0004193349,0.001602542],"study_design_scores_gemma":[0.003484687,0.001148226,0.5023756,0.00003844149,0.000114189,0.00002745014,0.001360592,0.003310518,0.2746656,0.1058266,0.1068175,0.0008305243],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9648783,0.0009259394,0.000221117,0.03275873,0.00002765558,0.0001313282,0.00006052655,0.00003812207,0.0009582438],"genre_scores_gemma":[0.9970256,0.0004824742,0.0004487495,0.001961788,0.00001634287,0.00001954969,0.0000127048,0.000004786268,0.00002798172],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5903317,"threshold_uncertainty_score":0.2627773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1199185095109488,"score_gpt":0.3373082587244244,"score_spread":0.2173897492134756,"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."}}