{"id":"W4226449183","doi":"10.1162/netn_a_00237","title":"Multimodal connectome biomarkers of cognitive and affective dysfunction in the common epilepsies","year":2022,"lang":"en","type":"article","venue":"Network Neuroscience","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Montreal Neurological Institute and Hospital","funders":"Canadian Institutes of Health Research; Institute for Scientific Interchange; Paul G. Allen Family Foundation; Alfred P. Sloan Foundation; National Institute of Neurological Disorders and Stroke; John D. and Catherine T. MacArthur Foundation","keywords":"Connectome; Neuroscience; Epilepsy; Neuroimaging; Cognition; Psychology; Temporal lobe; Connectomics; Idiopathic generalized epilepsy; Epilepsy syndromes; Disease; Medicine; Functional connectivity; Pathology","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":[0.0007027586,0.0006472576,0.0004306675,0.002033615,0.0002882787,0.0009402032,0.0003502168,0.0006250642,0.003552006],"category_scores_gemma":[0.00212071,0.00012836,0.0003898457,0.001271314,0.0004731144,0.0008640473,0.0007751095,0.0004791513,0.0003121191],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005896597,"about_ca_system_score_gemma":0.0004079008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002054355,"about_ca_topic_score_gemma":0.005264914,"domain_scores_codex":[0.9997676,0.00006977811,0.0000297656,0.00005255046,0.00004958893,0.00003070174],"domain_scores_gemma":[0.9993306,0.0002092517,0.0002574167,0.00003576227,0.0001125305,0.00005432871],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002299748,0.0001887261,0.5495837,0.003692384,0.002094957,0.006538622,0.001102311,0.003640152,0.04732237,0.01005908,0.01139399,0.3620839],"study_design_scores_gemma":[0.0001028692,0.000569329,0.9211888,0.001152916,0.001088614,0.01447827,0.001050115,0.00344872,0.006830065,0.02463836,0.02536218,0.000089646],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8306826,0.1138909,0.01650506,0.004664159,0.000271681,0.0003128055,0.005889772,0.0002736539,0.02750935],"genre_scores_gemma":[0.9565622,0.02750456,0.00964094,0.0008912619,0.0002890857,0.0002249942,0.002650651,0.00004049083,0.002195788],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003552006,"threshold_uncertainty_score":0.01188266,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02405216284360648,"score_gpt":0.3010949586464422,"score_spread":0.2770427958028357,"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."}}