{"id":"W2144495117","doi":"10.1212/01.wnl.0000090566.40544.04","title":"Seizure identification by clinical description in temporal lobe epilepsy","year":2003,"lang":"en","type":"article","venue":"Neurology","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre","funders":"","keywords":"Epilepsy; Temporal lobe; Electroencephalography; Gold standard (test); Medicine; Seizure types; Internal medicine; Psychiatry","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":[0.00289787,0.0002508037,0.0002565633,0.00112354,0.0001561286,0.0004596717,0.0002747055,0.0003603981,0.0007101582],"category_scores_gemma":[0.03160923,0.0001646131,0.0001962912,0.0004273973,0.0002828497,0.0005681125,0.000604298,0.0002067047,0.0003245639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000212906,"about_ca_system_score_gemma":0.0003212469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570889,"about_ca_topic_score_gemma":0.001874513,"domain_scores_codex":[0.9980604,0.000968634,0.0003344519,0.0002138591,0.000319527,0.0001030062],"domain_scores_gemma":[0.9856274,0.007762147,0.004235626,0.0006254297,0.001392374,0.0003570701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002963672,0.00001369951,0.987344,0.00004671178,0.00002173084,0.0003282764,0.0002083903,0.0001562769,0.0004800532,0.00001135097,0.000123628,0.01096949],"study_design_scores_gemma":[0.00003209357,0.0003346167,0.9866211,0.0001069654,0.00005358832,0.00662325,0.0004489596,0.00317563,0.001912396,0.0000792194,0.0005966656,0.00001550891],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974554,0.0008928588,0.0007285859,0.00006689117,0.00001803193,0.00002307596,0.0001081431,0.0000183826,0.0006885385],"genre_scores_gemma":[0.999175,0.0001525067,0.0004636412,0.00002289533,0.0000123652,0.000008360827,0.0001075344,0.000001966936,0.00005568803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00289787,"threshold_uncertainty_score":0.01532561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05622386597754975,"score_gpt":0.3220862128116842,"score_spread":0.2658623468341345,"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."}}