{"id":"W4390980284","doi":"10.3389/fimmu.2024.1341843","title":"Metabolomic and immune alterations in long COVID patients with chronic fatigue syndrome","year":2024,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":76,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Metabolomics Innovation Centre; University of Alberta","funders":"Institute of Musculoskeletal Health and Arthritis; Canadian Institutes of Health Research; Nierstichting; Arthritis Society","keywords":"Metabolomics; Medicine; Chronic fatigue syndrome; Encephalomyelitis; Disease; Internal medicine; Immune system; Pathophysiology; Coronavirus disease 2019 (COVID-19); Immunology; Gastroenterology; Bioinformatics; Biology; Central nervous system; Infectious disease (medical specialty)","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":[0.0001853473,0.0003898918,0.0004233273,0.0005586237,0.0003062098,0.0003618026,0.00009895768,0.0003457623,0.00127155],"category_scores_gemma":[0.0003750254,0.0001177864,0.0002526673,0.0004780814,0.0001329353,0.000220451,0.0003239728,0.0002897197,0.0001548209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001723911,"about_ca_system_score_gemma":0.0001186744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007606228,"about_ca_topic_score_gemma":0.0009923002,"domain_scores_codex":[0.9998835,0.00002150822,0.00001645151,0.00003492098,0.00001908074,0.00002449366],"domain_scores_gemma":[0.9998347,0.00002063838,0.00007874081,0.000008873815,0.0000241364,0.00003284629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003445805,0.0002341988,0.9327805,0.000177426,0.0003033259,0.00175871,0.0002898889,0.0001671805,0.04488593,0.00005332917,0.0004323401,0.01547137],"study_design_scores_gemma":[0.00002095044,0.0006003277,0.9956672,0.00002015983,0.00006269744,0.001353384,0.000163147,0.0001822734,0.001338515,0.00005373721,0.0005303877,0.000007044749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9972917,0.001463955,0.0002155479,0.00007397041,0.00001286847,0.00002057662,0.0005177358,0.000008024502,0.0003955158],"genre_scores_gemma":[0.9984074,0.0003519568,0.000270309,0.00009230675,0.00001826608,0.00001615242,0.0006100377,0.000002657865,0.0002309191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00127155,"threshold_uncertainty_score":0.004253745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00603792849503143,"score_gpt":0.2551331956160972,"score_spread":0.2490952671210658,"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."}}