{"id":"W4411193004","doi":"10.1111/epi.18490","title":"Seizure freedom after surgical resection of diffusion‐weighted magnetic resonance imaging abnormalities","year":2025,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Medical Research Council; Epilepsy Research UK; University College London Hospitals NHS Foundation Trust; Engineering and Physical Sciences Research Council; National Institute for Health and Care Research; UK Research and Innovation; Wellcome Trust","keywords":"Magnetic resonance imaging; Diffusion MRI; Diffusion-Weighted Magnetic Resonance Imaging; Medicine; Resection; Surgical resection; Nuclear magnetic resonance; Radiology; Nuclear medicine; Surgery; Physics","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":[0.0002058737,0.00012713,0.0001711214,0.0002795039,0.0001349051,0.0002362849,0.00007454116,0.0001061157,0.0008890679],"category_scores_gemma":[0.00113255,0.0000390368,0.0002389628,0.0002240811,0.0002466581,0.0001459998,0.0001707368,0.0001553586,0.00008614207],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001837583,"about_ca_system_score_gemma":0.0001690364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001250405,"about_ca_topic_score_gemma":0.001832338,"domain_scores_codex":[0.9999039,0.00001796218,0.00001221873,0.00002065079,0.00001882451,0.00002637219],"domain_scores_gemma":[0.9993286,0.0001875922,0.0002934138,0.00004454941,0.00004316707,0.0001027466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00190475,0.00008507154,0.9694578,0.00003402337,0.0002125995,0.001121468,0.00008699905,0.0003640229,0.004695626,0.00006588266,0.0002046365,0.02176705],"study_design_scores_gemma":[0.00001483407,0.0005392513,0.9969909,0.000004174067,0.00003839906,0.001211161,0.00005909572,0.000195811,0.0007377152,0.0001007107,0.0001024542,0.000005463837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994034,0.0001985313,0.00008657267,0.00001545259,0.000002350685,0.000001727739,0.00008111812,0.000004455017,0.0002063157],"genre_scores_gemma":[0.9998364,0.00003355688,0.00001417282,0.000003311888,0.000001345169,6.987141e-7,0.00007156658,4.536467e-7,0.00003850568],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001250405,"threshold_uncertainty_score":0.002974212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007244076051141543,"score_gpt":0.2715029336909353,"score_spread":0.2642588576397937,"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."}}