{"id":"W3188124183","doi":"10.1016/j.lfs.2021.119818","title":"A common language for Gulf War Illness (GWI) research studies: GWI common data elements","year":2021,"lang":"en","type":"article","venue":"Life Sciences","topic":"Fibromyalgia and Chronic Fatigue Syndrome Research","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"Congressionally Directed Medical Research Programs; National Institute of Neurological Disorders and Stroke; Office of Research and Development; Centers for Disease Control and Prevention; National Institute of Environmental Health Sciences; U.S. Department of Veterans Affairs; U.S. Department of Defense","keywords":"Medicine; Veterans Affairs; Chronic fatigue syndrome; Data collection; Medical education; Family medicine; Psychology; Psychiatry","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":[0.004436821,0.0001506009,0.0004489637,0.0001971039,0.0008601245,0.00006753691,0.001071087,0.00007741674,0.000313939],"category_scores_gemma":[0.002391241,0.0001135168,0.00006669165,0.001293884,0.001066683,0.0002601253,0.001076084,0.0003530427,0.00009144744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000122585,"about_ca_system_score_gemma":0.001232385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002633427,"about_ca_topic_score_gemma":0.0001507557,"domain_scores_codex":[0.9959784,0.0003107853,0.0003988585,0.0007574076,0.001677041,0.0008775707],"domain_scores_gemma":[0.9971346,0.0009740805,0.0000642542,0.00118401,0.0003646617,0.000278371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0005882048,0.002174809,0.1018144,0.01685601,0.001353393,0.001454282,0.02873521,0.00002857401,0.02968929,0.004368541,0.7587243,0.05421298],"study_design_scores_gemma":[0.01686259,0.009268916,0.02371552,0.01013085,0.000442276,0.0006627779,0.630438,0.02768169,0.05688259,0.007918558,0.2137302,0.002266032],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9581355,0.02407206,0.00004988469,0.01252186,0.0004875482,0.00104119,0.0001841328,0.00006961204,0.003438175],"genre_scores_gemma":[0.9915819,0.001390471,0.002601561,0.000154357,0.0001552693,0.0001034381,0.0002995454,0.00002309114,0.003690362],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6017028,"threshold_uncertainty_score":0.6615469,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.274736537311051,"score_gpt":0.5107307691861364,"score_spread":0.2359942318750854,"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."}}