{"id":"W4413279740","doi":"10.1002/epd2.70087","title":"<scp>ILAE</scp> neuroimaging task force highlight: Tuberous sclerosis complex‐related epilepsy","year":2025,"lang":"en","type":"article","venue":"Epileptic Disorders","topic":"Tuberous Sclerosis Complex Research","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Queen's University; Hotchkiss Brain Institute; McGill University; Montreal Neurological Institute and Hospital","funders":"Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China","keywords":"Tuberous sclerosis; Neuroimaging; TSC1; Epilepsy; TSC2; Medicine; Neuroscience; Psychology; 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":[0.0006702177,0.0004878002,0.0006568556,0.001150595,0.0009395427,0.001762876,0.001420138,0.006371131,0.0797172],"category_scores_gemma":[0.00696783,0.0002406532,0.0005120545,0.0007641623,0.0008165606,0.001398415,0.001355795,0.002827978,0.02308041],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001548675,"about_ca_system_score_gemma":0.002190218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00755791,"about_ca_topic_score_gemma":0.01560268,"domain_scores_codex":[0.9994598,0.00009543851,0.00007974955,0.00007105767,0.000166509,0.0001274215],"domain_scores_gemma":[0.995091,0.001650712,0.0004530202,0.0002396862,0.001779328,0.000786252],"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":[0.00001887762,0.000008046043,0.0003645698,0.00005597773,0.000004256789,0.004078665,0.00001798625,0.00002420871,0.0001327464,0.0005769202,0.9845204,0.01019746],"study_design_scores_gemma":[0.00005552899,0.00002767669,0.003555408,0.0007153275,0.00001332659,0.0234762,0.0001203948,0.0002256082,0.00054219,0.001946138,0.9692948,0.00002730733],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.005799382,0.01228854,0.002254526,0.5898519,0.08983149,0.0004297781,0.005643595,0.001294701,0.2926061],"genre_scores_gemma":[0.1244164,0.02325439,0.006350994,0.2626413,0.2264476,0.0006882281,0.0102574,0.001463572,0.3444801],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.0797172,"threshold_uncertainty_score":0.2666806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02434717859749719,"score_gpt":0.2775402470468242,"score_spread":0.253193068449327,"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."}}