{"id":"W4410052003","doi":"10.1002/epd2.70038","title":"ILAE neuroimaging task force highlight: MRI detection of early life epilepsy caused by focal cortical dysplasia","year":2025,"lang":"en","type":"article","venue":"Epileptic Disorders","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Queen's University; McGill University; Montreal Neurological Institute and Hospital","funders":"National Institutes of Health; National Institute of Neurological Disorders and Stroke; Fundação de Amparo à Pesquisa do Estado de São Paulo; American Academy of Neurology","keywords":"Cortical dysplasia; Neuroimaging; Epilepsy; Medicine; Functional neuroimaging; Neuroscience; Epilepsy surgery; Psychology; Psychiatry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001083406,0.0003433779,0.0002431167,0.001040823,0.0006683099,0.0007550202,0.0006433863,0.00245108,0.00352258],"category_scores_gemma":[0.006929202,0.0001438711,0.0003221981,0.0003778941,0.0009980506,0.000799928,0.000962202,0.001628197,0.001777736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008068898,"about_ca_system_score_gemma":0.001874452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005246513,"about_ca_topic_score_gemma":0.00970016,"domain_scores_codex":[0.9994655,0.0001246561,0.0001195312,0.00004650419,0.0001443852,0.00009936641],"domain_scores_gemma":[0.9963649,0.001395347,0.0004892908,0.0002055398,0.001030387,0.0005146082],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009758209,0.00005228855,0.0371674,0.0005275147,0.00004089375,0.4733532,0.0007214732,0.0005436648,0.009973317,0.004252896,0.3593869,0.1138829],"study_design_scores_gemma":[0.00002513028,0.0000720891,0.03491206,0.001280486,0.00003188791,0.7410757,0.0006632112,0.0005987313,0.007622824,0.002041378,0.2116344,0.00004218963],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.2272828,0.03361317,0.02395928,0.4578817,0.0136135,0.00068659,0.002363619,0.00134482,0.2392544],"genre_scores_gemma":[0.8543564,0.02192895,0.0224294,0.05461529,0.01774387,0.0002592388,0.002391612,0.0005023505,0.02577298],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.005246513,"threshold_uncertainty_score":0.0117842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007965870007228905,"score_gpt":0.2585808955096283,"score_spread":0.2506150255023994,"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."}}