{"id":"W4411486277","doi":"10.1148/rg.240252","title":"Invited Commentary: State-of-the-Art Imaging in Epilepsy Surgical Procedures","year":2025,"lang":"en","type":"letter","venue":"Radiographics","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Epilepsy; Medical physics; General surgery; Radiology; Psychiatry","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":[0.007762611,0.001034503,0.002383799,0.001364507,0.00431941,0.005568076,0.003162587,0.08845795,0.008880878],"category_scores_gemma":[0.05200618,0.001077506,0.001579675,0.001460167,0.003931899,0.006865559,0.002059501,0.05493873,0.006027914],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006645782,"about_ca_system_score_gemma":0.008234517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009852443,"about_ca_topic_score_gemma":0.01695414,"domain_scores_codex":[0.9921919,0.00278645,0.0009844108,0.0009312147,0.002235641,0.0008703416],"domain_scores_gemma":[0.9609371,0.02669878,0.002071547,0.0006776088,0.005688522,0.003926418],"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":[0.00004995433,0.00001037739,0.0002158827,0.00006459179,0.00001014246,0.0007549126,0.00007577609,0.00003321167,0.00006458902,0.001169247,0.993817,0.003734283],"study_design_scores_gemma":[0.0001202002,0.00004534596,0.0009196009,0.0007909437,0.00005186836,0.002059889,0.0004210612,0.0003323874,0.000167525,0.006542463,0.9884523,0.00009646857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001212289,0.001528203,0.00004507016,0.9774069,0.01964155,0.000006175079,0.00004940791,0.00001195737,0.001189476],"genre_scores_gemma":[0.001945589,0.001422264,0.000143255,0.9180813,0.0757375,0.00002418553,0.00002853858,0.0000218418,0.002595501],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08845795,"threshold_uncertainty_score":0.04821879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01092279132125645,"score_gpt":0.2806142649160085,"score_spread":0.2696914735947521,"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."}}