{"id":"W3097859388","doi":"10.1111/epi.16742","title":"Increased frequency of proinflammatory CD4 T cells and pathological levels of serum neurofilament light chain in adult drug‐resistant epilepsy","year":2020,"lang":"en","type":"article","venue":"Epilepsia","topic":"Epilepsy research and treatment","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Savoy Foundation","keywords":"Proinflammatory cytokine; Epilepsy; Medicine; Immune system; Immunology; Cytokine; Peripheral blood mononuclear cell; Tumor necrosis factor alpha; Inflammation; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001250969,0.0002543035,0.0002007801,0.0004594233,0.0001299335,0.0001763739,0.00008021893,0.0001880294,0.001300296],"category_scores_gemma":[0.0003175421,0.00007944813,0.00009600669,0.0002223483,0.0001328001,0.0001279899,0.0001181375,0.0001303496,0.0001435762],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001010592,"about_ca_system_score_gemma":0.00004923777,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003347867,"about_ca_topic_score_gemma":0.0004186803,"domain_scores_codex":[0.9999298,0.00001199562,0.00001147131,0.00002207278,0.00001315463,0.00001159014],"domain_scores_gemma":[0.9998085,0.00002973558,0.0001072976,0.000009439828,0.00001990845,0.00002522206],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002514354,0.0001144515,0.81298,0.0001044138,0.00007430812,0.001099254,0.000175509,0.0001503567,0.1704058,0.00002769147,0.0001382299,0.0122156],"study_design_scores_gemma":[0.00002070852,0.0004201397,0.988493,0.000006256822,0.0000282,0.002597518,0.0001015676,0.0003121675,0.007793196,0.00002798802,0.0001956288,0.000003626375],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994141,0.0002358509,0.0001551092,0.00001027766,0.00000171692,0.000003250303,0.00006027647,0.000008914588,0.0001105532],"genre_scores_gemma":[0.9995891,0.00008051602,0.000131657,0.0000116102,0.000005184214,0.000005277985,0.00007919625,9.101099e-7,0.00009650908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001300296,"threshold_uncertainty_score":0.004349947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01985308760216251,"score_gpt":0.2555492904123906,"score_spread":0.235696202810228,"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."}}