{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002350267,0.0006704633,0.0005304003,0.001462414,0.0003431683,0.0009215236,0.0007374415,0.0007833066,0.0008751604],"category_scores_gemma":[0.009650062,0.0003433463,0.0008900753,0.0005988111,0.0006084397,0.0005596064,0.001074022,0.0005240791,0.0003451948],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005546763,"about_ca_system_score_gemma":0.000294891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006577116,"about_ca_topic_score_gemma":0.007871861,"domain_scores_codex":[0.9988561,0.0003602818,0.00009204963,0.0004094825,0.0001926153,0.00008944213],"domain_scores_gemma":[0.9950693,0.001714831,0.0007744512,0.001066687,0.001044397,0.0003303559],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002786524,0.0006399404,0.9225594,0.0001734017,0.001147935,0.002038661,0.001339271,0.01010216,0.01605552,0.0002303798,0.001038366,0.04188845],"study_design_scores_gemma":[0.0001500712,0.001039738,0.9354098,0.00003485112,0.000463864,0.003240156,0.0007608076,0.0524937,0.004933521,0.0005389161,0.0008530914,0.00008145245],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980636,0.00006017006,0.001427028,0.00002166436,0.000003113585,0.00002467894,0.0002441335,0.00002442887,0.000131125],"genre_scores_gemma":[0.9976249,0.00002971087,0.001417499,0.00001582263,0.000009060752,0.00001302718,0.0007627856,0.00001981209,0.0001074267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006577116,"threshold_uncertainty_score":0.01307762,"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."}}