{"id":"W4384156254","doi":"10.1016/j.heliyon.2023.e18250","title":"Association analysis between symptomology and herpesvirus IgG antibody concentrations in myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) and multiple sclerosis","year":2023,"lang":"en","type":"article","venue":"Heliyon","topic":"Fibromyalgia and Chronic Fatigue Syndrome Research","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"B.C. Women's Hospital & Health Centre","funders":"National Institutes of Health; Narodowa Agencja Wymiany Akademickiej; ME Research UK; Fundação para a Ciência e a Tecnologia; National Institute of Allergy and Infectious Diseases; ME Association","keywords":"Chronic fatigue syndrome; Medicine; Immunology; Human herpesvirus 6; Multiple sclerosis; Encephalomyelitis; Antibody; Varicella zoster virus; Serology; Herpes simplex virus; Herpesviridae; Virus; Internal medicine; Viral disease","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":[0.0005995664,0.0002236079,0.0006700826,0.0007220611,0.0001719708,0.00006300904,0.00009668877,0.0003074657,0.0002097701],"category_scores_gemma":[0.0002918997,0.0002257693,0.0001101545,0.002001411,0.0001610816,0.0001717464,0.0001018614,0.000390669,0.0000881365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005472186,"about_ca_system_score_gemma":0.0002207828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004499916,"about_ca_topic_score_gemma":0.0001418124,"domain_scores_codex":[0.9975451,0.0002245481,0.0004737881,0.000564618,0.0004768778,0.0007151119],"domain_scores_gemma":[0.9986674,0.0005739931,0.0001226508,0.0002975244,0.00009523239,0.0002432504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001675236,0.00004108224,0.9844211,0.00126944,0.0005854318,0.0001156242,0.0003568775,0.00005329537,0.01188485,0.00005823528,0.00005517662,0.001142167],"study_design_scores_gemma":[0.002099428,0.000383378,0.9917735,0.000861812,0.0004401693,0.00004418065,0.0002090469,0.00331661,0.0005462019,0.00004248759,0.00007748597,0.0002056452],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934898,0.004209095,0.0001017236,0.001304343,0.00006097306,0.0005184899,0.0001017277,0.0001157813,0.00009804356],"genre_scores_gemma":[0.9908146,0.007890769,0.00007660971,0.00001242242,0.00003863759,0.00004039635,0.0006203945,0.00002699239,0.0004792378],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01133864,"threshold_uncertainty_score":0.9206607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0422080665464117,"score_gpt":0.3180346719885496,"score_spread":0.2758266054421379,"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."}}