{"id":"W4200149733","doi":"10.1001/jamaneurol.2021.4405","title":"Development and Validation of the 5-SENSE Score to Predict Focality of the Seizure-Onset Zone as Assessed by Stereoelectroencephalography","year":2021,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Dalhousie University; Montreal Neurological Institute and Hospital","funders":"","keywords":"Stereoelectroencephalography; Epilepsy surgery; Epilepsy; Neuroimaging; Medicine; Electroencephalography; Logistic regression; Cohort; Drug Resistant Epilepsy; Interquartile range; Magnetic resonance imaging; Neuropsychology; Radiology; Surgery; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.005132969,0.0007946952,0.0004610766,0.001538655,0.000205325,0.0006706035,0.0005933362,0.0003647275,0.001152976],"category_scores_gemma":[0.0115192,0.000198809,0.0009898182,0.0005494714,0.0004592617,0.0005375712,0.0007864464,0.0003254212,0.0003557827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000301193,"about_ca_system_score_gemma":0.0006185907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001191396,"about_ca_topic_score_gemma":0.001303656,"domain_scores_codex":[0.9982257,0.000821474,0.0002204728,0.0002081882,0.0004093946,0.0001147949],"domain_scores_gemma":[0.9953388,0.001558377,0.001533318,0.0003168396,0.0009357102,0.0003169421],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002724043,0.0000677054,0.9948901,0.00001420746,0.0001283534,0.00002708295,0.00003114741,0.0004750239,0.0001991609,0.00003310679,0.0001615323,0.0037002],"study_design_scores_gemma":[0.0001089884,0.001610786,0.9839586,0.00003121646,0.0001395561,0.0002511327,0.0001655639,0.01260306,0.0006221116,0.000118463,0.000375773,0.00001470221],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966888,0.00009292392,0.002153811,0.00004057618,0.00001403727,0.0001276855,0.0003358673,0.00001357916,0.0005327937],"genre_scores_gemma":[0.9975216,0.0000333287,0.001766276,0.000009809044,0.000007858835,0.00006684019,0.0004983175,0.000003195135,0.00009276948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005132969,"threshold_uncertainty_score":0.0271461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171874195740783,"score_gpt":0.2751920223185861,"score_spread":0.2580046027445078,"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."}}