{"id":"W4399802211","doi":"10.1038/s41467-024-49470-z","title":"A spatial perturbation framework to validate implantation of the epileptogenic zone","year":2024,"lang":"en","type":"article","venue":"Nature Communications","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; McGill University; Montreal Neurological Institute and Hospital","funders":"Hewitt Foundation; Fonds de Recherche du Québec - Santé; Canadian Institutes of Health Research; Montreal Neurological Institute and Hospital; Savoy Foundation; Government of Canada","keywords":"Stereoelectroencephalography; Epilepsy; Electroencephalography; Computer science; Epilepsy surgery; Medicine; Neuroscience; Psychology","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":[0.002056226,0.0008488153,0.0004998942,0.001306989,0.0003320682,0.0009371489,0.0008912758,0.0008328243,0.002357891],"category_scores_gemma":[0.01015564,0.0002644601,0.0006656969,0.0005439775,0.001333161,0.001013852,0.001425988,0.0007761595,0.0004200539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007311131,"about_ca_system_score_gemma":0.0009188741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004024366,"about_ca_topic_score_gemma":0.00192642,"domain_scores_codex":[0.9988583,0.0004734605,0.00006152801,0.0002065299,0.0002932203,0.0001068231],"domain_scores_gemma":[0.9958902,0.002842997,0.0005306398,0.0002848592,0.0003412659,0.00010992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003716275,0.00007797778,0.01144296,0.0001903468,0.00009523245,0.0007589042,0.0002665857,0.827836,0.02404308,0.09108953,0.001358245,0.04246954],"study_design_scores_gemma":[0.00001012297,0.00008498685,0.002782801,0.00002211786,0.0000179534,0.0002475213,0.00004606118,0.9693151,0.00279489,0.02370991,0.0009487246,0.00001987734],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04850014,0.0003141157,0.9466265,0.0003142655,0.00002465262,0.00007611305,0.0003584087,0.0003458213,0.003440074],"genre_scores_gemma":[0.9066344,0.0003672203,0.09064891,0.0001266182,0.00006705291,0.0002044724,0.0004341374,0.000114919,0.001402349],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004024366,"threshold_uncertainty_score":0.01087451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03083183112475564,"score_gpt":0.3320674780073056,"score_spread":0.3012356468825499,"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."}}