{"id":"W4313750738","doi":"10.1111/epi.17503","title":"<scp>MEG</scp> abnormalities and mechanisms of surgical failure in neocortical epilepsy","year":2023,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"UCLH Biomedical Research Centre; Medical Research Council; University College London Hospitals NHS Foundation Trust; Engineering and Physical Sciences Research Council; National Institute for Health and Care Research; UK Research and Innovation; Medical Research Council Canada; Wellcome Trust","keywords":"Magnetoencephalography; Ictal; Abnormality; Magnetic resonance imaging; Epilepsy surgery; Epilepsy; Medicine; Surgical planning; Population; Electroencephalography; Neuroscience; Surgery; Radiology; Psychology; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007035617,0.0004836245,0.0001867425,0.001117779,0.000101495,0.0004926492,0.0001483778,0.0002859154,0.0007638781],"category_scores_gemma":[0.003581601,0.00006508915,0.0001570183,0.0004879252,0.000387471,0.0002758974,0.0002841682,0.0001743502,0.0001950773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780318,"about_ca_system_score_gemma":0.0001395088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007710019,"about_ca_topic_score_gemma":0.001006211,"domain_scores_codex":[0.9998286,0.00004103675,0.00002828808,0.00002993247,0.00005158798,0.00002055979],"domain_scores_gemma":[0.998725,0.0003930808,0.0005788023,0.00006889581,0.0001766839,0.00005750792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007173379,0.00005897434,0.9336763,0.00008056471,0.0001460551,0.0003908951,0.00009689585,0.001400299,0.01013581,0.0001120481,0.0005474365,0.05263749],"study_design_scores_gemma":[0.000007228386,0.0001627522,0.9952242,0.000009522053,0.00002022375,0.0008883787,0.00004011807,0.001818471,0.001531926,0.0001759113,0.0001161866,0.0000051406],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996583,0.0003667033,0.001609069,0.00008093975,0.0000063173,0.00001673874,0.0002591241,0.00005927798,0.001018799],"genre_scores_gemma":[0.9992915,0.00006667706,0.0003663794,0.00001779547,0.000006602415,0.00000861947,0.0001819991,0.000004287122,0.00005622462],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001117779,"threshold_uncertainty_score":0.00372082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01840298009785967,"score_gpt":0.2886026647553739,"score_spread":0.2701996846575143,"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."}}