{"id":"W4411193103","doi":"10.1111/epi.18494","title":"Combined impact of gray and superficial white matter abnormalities: Implications for epilepsy surgery","year":2025,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Engineering and Physical Sciences Research Council; UCLH Biomedical Research Centre; Medical Research Council; University College London Hospitals NHS Foundation Trust; Epilepsy Research UK; National Imaging Facility; UK Research and Innovation","keywords":"Gray (unit); White matter; Epilepsy surgery; Epilepsy; Medicine; Psychology; Surgery; Psychiatry; Nuclear medicine; Radiology; Magnetic resonance imaging","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":[0.00188129,0.0003644557,0.0003948684,0.0009536171,0.0002876156,0.0006744585,0.00023934,0.0002631038,0.001846249],"category_scores_gemma":[0.008840818,0.00008727126,0.0004637227,0.000581072,0.0005237901,0.0006789137,0.0005885221,0.0004613307,0.0001958649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000189302,"about_ca_system_score_gemma":0.0003176829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0010319,"about_ca_topic_score_gemma":0.003735331,"domain_scores_codex":[0.99931,0.0002595582,0.0001017431,0.0001026898,0.0001602059,0.00006577779],"domain_scores_gemma":[0.993549,0.002928703,0.002156123,0.0002838808,0.0005907624,0.0004915596],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003063878,0.00003357057,0.9774884,0.00002889138,0.0001093525,0.0001826573,0.00004952715,0.0002749899,0.0008581351,0.0000485843,0.0002449093,0.02037456],"study_design_scores_gemma":[0.00000716458,0.0002398887,0.9963238,0.00003132379,0.00007435097,0.0005171731,0.0002325105,0.001608175,0.0003689305,0.0004324846,0.0001559215,0.000008158138],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957325,0.001128368,0.0006323314,0.0008140636,0.00003257955,0.00001033576,0.000148865,0.00001577991,0.00148527],"genre_scores_gemma":[0.9993653,0.0001485657,0.0002649985,0.0000424307,0.0000370204,0.00000338027,0.00006079101,0.000003676197,0.00007385883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00188129,"threshold_uncertainty_score":0.009949327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02306440144138041,"score_gpt":0.3358948084406121,"score_spread":0.3128304069992318,"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."}}