{"id":"W4408342928","doi":"10.1002/epd2.70016","title":"<scp>ILAE</scp> neuroimaging task force highlight: The utility of multimodal neuroimaging in diagnostic and presurgical workup of drug‐resistant focal epilepsy","year":2025,"lang":"en","type":"article","venue":"Epileptic Disorders","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Hotchkiss Brain Institute; University of Calgary","funders":"National Institute of Neurological Disorders and Stroke; Fundação de Amparo à Pesquisa do Estado de São Paulo","keywords":"Neuroimaging; Medicine; Modalities; Epilepsy surgery; Epilepsy; Functional neuroimaging; Radiology; Neuroscience; Psychology; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":{"n_in":0,"stratum":"aff_core","weight":5595.2375,"opus":{"tier":"OUT","genre":"empirical","about_ca":false,"confidence":"high","reason":"Educational case report on multimodal neuroimaging in presurgical epilepsy workup."},"gpt":{"tier":"OUT","genre":"editorial/commentary","about_ca":false,"confidence":"high","reason":"It presents educational epilepsy cases about neuroimaging practice, not research practice."},"grok":{"tier":"OUT","genre":"editorial/commentary","about_ca":false,"confidence":"high","reason":"Educational clinical neuroimaging case reports for epilepsy care, not research practice as object."}},"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001716017,0.0003929399,0.0004531078,0.001118783,0.0008457409,0.001925886,0.0009979598,0.004204944,0.01369355],"category_scores_gemma":[0.01251188,0.0002047928,0.0003590634,0.0005692195,0.001232427,0.001565562,0.001096523,0.00284314,0.007768799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001115753,"about_ca_system_score_gemma":0.00283231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008397216,"about_ca_topic_score_gemma":0.02468411,"domain_scores_codex":[0.9992282,0.0001909549,0.0001336759,0.00008029375,0.0002355629,0.0001312763],"domain_scores_gemma":[0.9882233,0.004588231,0.0006823777,0.0005936728,0.004642083,0.001270372],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002780806,0.000009039463,0.001292178,0.00009568528,0.000005585514,0.006016596,0.00005819263,0.00006484598,0.0005096219,0.001013401,0.9600083,0.03089878],"study_design_scores_gemma":[0.0000484847,0.00004657351,0.01190455,0.001104198,0.00002006987,0.04260097,0.0003600869,0.0005405712,0.001757054,0.004049768,0.937506,0.00006172341],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01207294,0.01311775,0.00602783,0.7251821,0.04620769,0.0003703447,0.002552812,0.0009687433,0.1934998],"genre_scores_gemma":[0.2724,0.02872206,0.02244,0.3151157,0.1869797,0.0006379284,0.005529131,0.00165885,0.1665168],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01369355,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008360201380902023,"score_gpt":0.2677645054278003,"score_spread":0.2594043040468982,"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."}}