{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009400402,0.0002111374,0.0007367744,0.0001986747,0.00002385639,0.00003137625,0.0001659157,0.0001945146,0.0002723678],"category_scores_gemma":[0.0003615465,0.0001569079,0.0004866728,0.0004762398,0.0004268616,0.0000974194,0.0001143926,0.001029875,0.0002732738],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006084329,"about_ca_system_score_gemma":0.0001973162,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002225476,"about_ca_topic_score_gemma":0.00000764231,"domain_scores_codex":[0.9966904,0.0003144748,0.001310031,0.0007083503,0.0005466616,0.0004300748],"domain_scores_gemma":[0.997449,0.001347528,0.00007349827,0.0006386742,0.00007361613,0.0004177291],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006834005,0.0009490403,0.9532887,0.0001379864,0.00005697754,0.02215458,0.00003051057,7.690207e-7,0.00002683147,0.0003393273,0.01840961,0.003922271],"study_design_scores_gemma":[0.003531189,0.002076304,0.8529908,0.0002443817,0.00005059209,0.0004087393,0.0000227741,0.0002756564,0.00006159423,0.0001343218,0.1400734,0.0001302928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841511,0.001744544,0.00005110583,0.007074064,0.001026709,0.0006264077,0.00002583938,0.0001552044,0.00514503],"genre_scores_gemma":[0.9938567,0.003317115,0.0002635642,0.0001337232,0.0006306701,0.00002310003,0.00004062176,0.00004418112,0.001690333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1216638,"threshold_uncertainty_score":0.6398517,"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."}}