{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001478986,0.00008683051,0.00008625463,0.00008854874,0.0001983069,0.00008846835,0.00125622,0.0001401318,0.00002398683],"category_scores_gemma":[0.0005169578,0.00006095168,0.00008047654,0.0006123146,0.00008513581,0.0001081011,0.0003810159,0.0007043471,0.00004489436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003161045,"about_ca_system_score_gemma":0.00004770191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002072553,"about_ca_topic_score_gemma":0.00009416193,"domain_scores_codex":[0.9990677,0.0002277931,0.0001982974,0.000196267,0.0001991492,0.0001108012],"domain_scores_gemma":[0.9976271,0.001104401,0.0000587662,0.001120546,0.00005659431,0.00003258542],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00003359088,0.0001868091,0.001106293,0.00007157394,0.000038603,0.000001789536,0.007963976,0.000223072,0.605285,0.3377464,0.009505893,0.03783697],"study_design_scores_gemma":[0.0001753301,0.000120203,0.009960126,0.0006078055,0.00007309354,0.00006176466,0.0001349196,0.0204336,0.7891096,0.01540184,0.1635853,0.000336386],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8405682,0.004310994,0.0755729,0.06713136,0.004232397,0.001319596,0.0003462676,0.0004558499,0.006062367],"genre_scores_gemma":[0.9941546,0.0001033322,0.003807186,0.001514815,0.00007530583,0.00002758859,0.00001105428,0.00001201403,0.0002941341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3223445,"threshold_uncertainty_score":0.3060077,"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."}}