{"id":"W4392199029","doi":"10.1111/epi.17881","title":"Patterns of subregional cerebellar atrophy across epilepsy syndromes: An ENIGMA‐Epilepsy study","year":2024,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Institute on Governance","funders":"UCB Pharma; National Institute of Biomedical Imaging and Bioengineering; National Institute of Neurological Disorders and Stroke; National Institute on Aging; National Health and Medical Research Council; Jazz Pharmaceuticals; Eisai; National Institute of Mental Health; Ministero della Salute; Eberhard Karls Universität Tübingen; Fundação de Amparo à Pesquisa do Estado de São Paulo; National Institutes of Health; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Epilepsy Society; GW Pharmaceuticals; National Science Foundation; Zogenix; Medical Research Council; Universidade Estadual de Campinas; Biogen; Health and Care Research Wales","keywords":"Epilepsy; Temporal lobe; Cerebellum; Hippocampal sclerosis; Psychology; Neuroscience; Magnetic resonance imaging; Atrophy; Medicine; Anatomy; Pathology; Radiology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007927895,0.0005486147,0.0009953477,0.0003479788,0.0002281247,0.0001334168,0.000402153,0.000218978,0.001428872],"category_scores_gemma":[0.00009106123,0.0004395778,0.0004989774,0.0006620121,0.0001982583,0.0003328725,0.0002025528,0.0006990835,0.0006292429],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002451207,"about_ca_system_score_gemma":0.0003636574,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004921499,"about_ca_topic_score_gemma":0.0001234787,"domain_scores_codex":[0.9952994,0.0003074032,0.0008695959,0.001120792,0.001339032,0.001063807],"domain_scores_gemma":[0.9972581,0.0002999055,0.0001206411,0.001298454,0.0002438645,0.000778982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005838659,0.003384054,0.9736617,0.0005951382,0.001106468,0.004684298,0.003203926,0.000008109735,0.0006197516,0.0009756752,0.001601126,0.009575903],"study_design_scores_gemma":[0.0038247,0.009710074,0.9737339,0.0005933578,0.0003834224,0.0007353615,0.003314656,0.0004931974,0.0008224231,0.0003696308,0.005529996,0.0004893013],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937428,0.001349513,0.0003748953,0.0006826336,0.000550319,0.001644108,0.000392388,0.0003252037,0.0009381943],"genre_scores_gemma":[0.9958235,0.0003474037,0.000443017,0.0001275206,0.0005360781,0.0002039569,0.0003348965,0.0001344479,0.002049174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009086601,"threshold_uncertainty_score":0.9998056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03824476203992878,"score_gpt":0.3552781192205499,"score_spread":0.3170333571806211,"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."}}