{"id":"W4290860810","doi":"10.1016/j.clinph.2022.07.506","title":"Clinical validation of magnetoencephalography network analysis for presurgical epilepsy evaluation","year":2022,"lang":"en","type":"article","venue":"Clinical Neurophysiology","topic":"Functional Brain Connectivity Studies","field":"Neuroscience","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Hospital for Sick Children","funders":"American Epilepsy Society","keywords":"Magnetoencephalography; Epilepsy surgery; Epilepsy; Electroencephalography; Medicine; Psychology; Neuroscience","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":[0.003554535,0.0007206601,0.0004110772,0.001368787,0.0004771356,0.001001745,0.0005913498,0.0006445987,0.002283668],"category_scores_gemma":[0.01814694,0.0001718063,0.0002929489,0.0004028198,0.0006914235,0.0009907561,0.0005050953,0.0003762822,0.0007882088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002917879,"about_ca_system_score_gemma":0.00097818,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001915908,"about_ca_topic_score_gemma":0.005455584,"domain_scores_codex":[0.9990497,0.0003703511,0.0001262337,0.0001927298,0.0001877908,0.00007311788],"domain_scores_gemma":[0.9939614,0.002762023,0.0005390975,0.0005788103,0.001955804,0.0002028131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002203672,0.0003050038,0.7610763,0.0004463401,0.0005359783,0.002372003,0.0006627398,0.003962164,0.06893146,0.001495682,0.005002229,0.1530063],"study_design_scores_gemma":[0.0002339479,0.001436921,0.8975443,0.0002909402,0.0005842061,0.008264308,0.000798029,0.04777009,0.02876916,0.00401286,0.01021548,0.00007966829],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95798,0.002024175,0.02798747,0.0006733385,0.0002540117,0.0003528325,0.001552318,0.0002836804,0.008892049],"genre_scores_gemma":[0.9932807,0.0002882984,0.004908849,0.00009748828,0.00005454523,0.0001002143,0.0006741514,0.00004391929,0.000551857],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003554535,"threshold_uncertainty_score":0.01879841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1470328876478294,"score_gpt":0.405693717795552,"score_spread":0.2586608301477226,"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."}}