{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000456589,0.0001087837,0.0001681175,0.00008145762,0.00005078529,0.00004315878,0.0002358746,0.0001644152,0.00005667934],"category_scores_gemma":[0.0005025031,0.0001051709,0.00004943868,0.0001920048,0.0001337687,0.0001667019,0.0000335687,0.0003868203,0.0001721067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000851591,"about_ca_system_score_gemma":0.00002180231,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002299748,"about_ca_topic_score_gemma":0.00003225528,"domain_scores_codex":[0.9977347,0.0009040947,0.0004482876,0.0005424801,0.000117618,0.0002528064],"domain_scores_gemma":[0.9992903,0.0002648323,0.0001222103,0.0002496028,0.00001677238,0.00005628749],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002563045,0.0006923204,0.3483089,0.00001561254,0.000003938431,0.0001645636,0.0002281464,0.0001026203,0.6058726,0.005049246,0.03455185,0.004753878],"study_design_scores_gemma":[0.003258574,0.002661546,0.3002432,0.00001657646,0.00001847847,0.0006458775,0.00002423235,0.007057314,0.3304769,0.0105887,0.3442669,0.0007417551],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944365,0.00003692668,0.00136425,0.001360228,0.001557652,0.0001452114,0.000005254297,0.00006491573,0.00102906],"genre_scores_gemma":[0.9934388,0.00002403035,0.00006174299,0.006052004,0.00005644791,0.00001088141,0.000003903831,0.00001202468,0.0003401979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.309715,"threshold_uncertainty_score":0.4288745,"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."}}