{"id":"W4327896624","doi":"10.1002/epd2.20024","title":"Serum neurofilament light chain in patients with epilepsy and cognitive impairment","year":2023,"lang":"en","type":"article","venue":"Epileptic Disorders","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Japan Society for the Promotion of Science","keywords":"Epilepsy; Cognitive impairment; Cognition; Medicine; Neuroscience; Neuropsychology; Audiology; Psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001951345,0.0002361861,0.0003197427,0.000321463,0.00008070222,0.00002458014,0.00005578234,0.00005615623,0.0001772365],"category_scores_gemma":[0.00007400563,0.0001752874,0.0000539494,0.0005750662,0.0001126605,0.00008064287,0.0000818989,0.000207545,0.0002197081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007638408,"about_ca_system_score_gemma":0.0000771364,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006250716,"about_ca_topic_score_gemma":0.0001832317,"domain_scores_codex":[0.9981405,0.0000779582,0.0002368083,0.0004522026,0.0004758096,0.0006166811],"domain_scores_gemma":[0.9992691,0.0001168846,0.00004922074,0.0002152515,0.00005459872,0.000294893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008389631,0.0009377081,0.9768689,0.00007973706,0.0001223353,0.0001040174,0.0006050213,0.000004328662,0.000004964988,0.00004758375,0.000561809,0.01982461],"study_design_scores_gemma":[0.01070305,0.004039419,0.9833047,0.0002392691,0.00006476539,0.000002161117,0.0007785347,0.0001416375,0.00003236921,0.0001344668,0.0003871036,0.0001725041],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919877,0.00008665316,0.000008022784,0.003460855,0.00006110493,0.001731653,0.0000270434,0.00009893248,0.002538014],"genre_scores_gemma":[0.9982992,0.0002127378,0.00004434901,0.0003065749,0.00002160598,0.0002364908,0.0001483031,0.00003995253,0.0006908026],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01965211,"threshold_uncertainty_score":0.7148014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006528699653912898,"score_gpt":0.247137459523359,"score_spread":0.2406087598694461,"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."}}