{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000240376,0.000359858,0.0003838216,0.0008951328,0.0003325076,0.0004036947,0.0001659601,0.0003591627,0.001292203],"category_scores_gemma":[0.001109225,0.0001220451,0.0002450894,0.0007541623,0.000198452,0.000290746,0.0002471157,0.000286291,0.0001812296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002179495,"about_ca_system_score_gemma":0.0002227827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002848172,"about_ca_topic_score_gemma":0.002427013,"domain_scores_codex":[0.9998401,0.0000236427,0.00002950632,0.00004092501,0.00003552248,0.00003022645],"domain_scores_gemma":[0.9993954,0.00009454857,0.0002786179,0.0000244702,0.00008094245,0.0001260765],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001906262,0.00003182856,0.9982837,0.000009187839,0.0000278202,0.0002193903,0.00003361452,0.0000221286,0.0002153606,0.000005335775,0.00003454803,0.0009266004],"study_design_scores_gemma":[0.000006905384,0.00008545358,0.9990004,0.00000285422,0.00001734255,0.0006528763,0.00005238074,0.00006771644,0.00005134547,0.00001630142,0.00004424842,0.000002060018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991061,0.0003508669,0.00002426061,0.00002408033,0.000005380063,0.000003277239,0.0000882067,0.000002870533,0.0003949355],"genre_scores_gemma":[0.9997346,0.00006727702,0.00002207449,0.00001236236,0.000007665518,0.000002409639,0.00008644194,4.013033e-7,0.00006671657],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002848172,"threshold_uncertainty_score":0.005663157,"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."}}