{"id":"W4404079706","doi":"10.1017/cjn.2024.312","title":"Analysis of Clinical Utility of Functional MRI in Neurosurgical Decision-Making in Focal Epilepsy","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Neurological Sciences / Journal Canadien des Sciences Neurologiques","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Health Authority; Dalhousie University","funders":"","keywords":"Wada test; Medicine; Cognition; Epilepsy; Neuropsychology; Functional magnetic resonance imaging; Epilepsy surgery; Population; Audiology; Physical medicine and rehabilitation; Psychiatry; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.003572138,0.0002370372,0.0002090128,0.00202256,0.0002177578,0.0007414465,0.0004342967,0.0003034518,0.0008818704],"category_scores_gemma":[0.03076215,0.0001025268,0.0002565401,0.001156488,0.0005519094,0.000536153,0.0004298956,0.0003645716,0.0001664744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00136371,"about_ca_system_score_gemma":0.001218419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007313557,"about_ca_topic_score_gemma":0.0124333,"domain_scores_codex":[0.9985479,0.0006744546,0.0002376276,0.0001363678,0.0002514589,0.0001522838],"domain_scores_gemma":[0.9758031,0.01339743,0.006692922,0.0003642503,0.002804937,0.000937302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002631228,0.00001973039,0.9949571,0.00002724924,0.00002849846,0.0001697169,0.0001033068,0.0002573773,0.00009513476,0.00002390904,0.0001372157,0.003917542],"study_design_scores_gemma":[0.00001287655,0.0001955381,0.9955643,0.00005296385,0.00003918534,0.000589915,0.0004852832,0.002454168,0.0002511204,0.0001134033,0.0002292657,0.00001191774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981664,0.0004350073,0.0001789469,0.0001670588,0.000005453299,0.00002004494,0.0002728685,0.0000033038,0.0007509056],"genre_scores_gemma":[0.9995901,0.0001023472,0.0001368462,0.0000146935,0.000006162251,0.00000817762,0.0001214167,0.000001129481,0.0000192428],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007313557,"threshold_uncertainty_score":0.01889151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08054346618642824,"score_gpt":0.3869758664896565,"score_spread":0.3064324003032283,"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."}}