{"id":"W4291009299","doi":"10.1093/brain/awac224","title":"Interpretable surface-based detection of focal cortical dysplasias: a Multi-centre Epilepsy Lesion Detection study","year":2022,"lang":"en","type":"article","venue":"Brain","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Engineering and Physical Sciences Research Council; Medical Research Council; National Institutes of Health; Regione Toscana; Ministero dell’Istruzione, dell’Università e della Ricerca; NIHR Great Ormond Street Hospital Biomedical Research Centre; Medical Research Council Centre for Neurodevelopmental Disorders; National Natural Science Foundation of China; Saastamoisen säätiö; Fundação de Amparo à Pesquisa do Estado de São Paulo; National Institute of Neurological Disorders and Stroke; National Institute for Health and Care Research; Rosetrees Trust; Alan Turing Institute; Children's National Hospital; Intellectual and Developmental Disabilities Research Center; Llywodraeth Cymru; King's College London; Lundbeckfonden; Health and Care Research Wales; Wellcome Trust; National Health and Medical Research Council; King’s College London","keywords":"Epilepsy; Lesion; Cortical dysplasia; Neuroscience; Medicine; Pathology; Psychology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005616319,0.0001429194,0.0002867783,0.0001410325,0.0002164032,0.00001101588,0.0000743539,0.00004893203,0.0003552689],"category_scores_gemma":[0.0003426635,0.0001267389,0.000120881,0.0003366519,0.00005243125,0.00003867468,0.000088761,0.0003909948,0.00002260225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000335285,"about_ca_system_score_gemma":0.000129834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000340855,"about_ca_topic_score_gemma":0.0005853158,"domain_scores_codex":[0.998051,0.0004702386,0.0003058889,0.0003287409,0.0005419282,0.0003021706],"domain_scores_gemma":[0.9991262,0.0002591849,0.00007722886,0.0002898537,0.00007326167,0.0001742597],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008487551,0.0140279,0.4779514,0.0001234934,0.0003585698,0.0004644188,0.001427093,0.0008067656,0.4294067,0.000007464299,0.0002679742,0.06667073],"study_design_scores_gemma":[0.03049025,0.0258497,0.4981107,0.0001345033,0.0003701223,0.0001426687,0.008784248,0.1294894,0.3048411,0.00002506271,0.001362438,0.0003997516],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9915667,0.00007784434,0.006397657,0.0003789126,0.0001413239,0.001253069,0.0000160025,0.00007504193,0.00009347546],"genre_scores_gemma":[0.9989357,0.000002056054,0.0002678278,0.0000825516,0.0000257872,0.00008902805,0.00002273937,0.00002415576,0.0005501651],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1286826,"threshold_uncertainty_score":0.5168262,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003305357734313,"score_gpt":0.3108139460845215,"score_spread":0.2807808925071783,"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."}}