{"id":"W4401825565","doi":"10.1016/j.nicl.2024.103658","title":"Region-specific MRI predictors of surgical outcome in temporal lobe epilepsy","year":2024,"lang":"en","type":"article","venue":"NeuroImage Clinical","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Natural Sciences and Engineering Research Council of Canada; Fondation Brain Canada","keywords":"Temporal lobe; Epilepsy; Brain mapping; Epilepsy surgery; Neuroscience; Medicine; Psychology; Magnetic resonance imaging; Radiology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002151678,0.0002407696,0.0001421705,0.0003805203,0.0001091202,0.00017869,0.00008771511,0.0002059919,0.0007196533],"category_scores_gemma":[0.00104808,0.000062888,0.0001560609,0.0002181717,0.0002155964,0.0001640421,0.00021345,0.0001567344,0.0001250164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007812466,"about_ca_system_score_gemma":0.0001173988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004362939,"about_ca_topic_score_gemma":0.001076982,"domain_scores_codex":[0.99993,0.00001743294,0.00001204901,0.00001463272,0.00001319217,0.00001261814],"domain_scores_gemma":[0.999427,0.0001230988,0.0003151788,0.0000244116,0.00003920853,0.00007122256],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004738577,0.00001976025,0.9899473,0.00001262344,0.00005352626,0.0003062999,0.00005421385,0.000404766,0.004643131,0.00001252934,0.00003432231,0.004037705],"study_design_scores_gemma":[0.000004153157,0.0001585784,0.9978772,0.000002459368,0.00001800996,0.0006804246,0.00006336701,0.000605441,0.0005131918,0.00003733506,0.0000371375,0.000002689644],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997038,0.00005707145,0.00009958023,0.00000970277,9.084444e-7,0.0000016017,0.00003280502,0.000002016252,0.00009236414],"genre_scores_gemma":[0.9998471,0.00002252228,0.00004447838,0.000001860104,0.000001666137,0.000001345855,0.00005613893,5.312328e-7,0.00002442978],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007196533,"threshold_uncertainty_score":0.002407551,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1133052133545784,"score_gpt":0.4161005557329131,"score_spread":0.3027953423783347,"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."}}