{"id":"W3136319009","doi":"10.3389/fimmu.2021.646095","title":"The Role of Immunological and Clinical Biomarkers to Predict Clinical COVID-19 Severity and Response to Therapy—A Prospective Longitudinal Study","year":2021,"lang":"en","type":"article","venue":"Frontiers in Immunology","topic":"COVID-19 Clinical Research Studies","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"Medical Research Council; National Health and Medical Research Council; Austin Medical Research Foundation","keywords":"Medicine; Internal medicine; Prospective cohort study; Coronavirus disease 2019 (COVID-19); Severity of illness; C-reactive protein; Cohort study; Cohort; Gastroenterology; Blood sampling; Interleukin 6; Disease; Immunology; Cytokine; Inflammation; Infectious disease (medical specialty)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003236345,0.0003754481,0.0004894214,0.0004598543,0.0005757334,0.001083738,0.0003734384,0.0006765624,0.00120631],"category_scores_gemma":[0.003163283,0.0003507452,0.0007996469,0.0006187308,0.0003088306,0.0007932524,0.0005359642,0.001264019,0.0003391234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003266525,"about_ca_system_score_gemma":0.000486261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001871087,"about_ca_topic_score_gemma":0.001618805,"domain_scores_codex":[0.9987758,0.000510131,0.00009785817,0.0002767467,0.0001539252,0.0001854985],"domain_scores_gemma":[0.9972484,0.0004355843,0.0009358657,0.0003670997,0.0003599698,0.0006531646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001523016,0.0002438863,0.9963722,0.000009226925,0.0001942916,0.00003938284,0.0001020702,0.00003368111,0.0002671125,0.00001870398,0.00009544896,0.001101036],"study_design_scores_gemma":[0.00005806347,0.001691997,0.9970958,0.00001361933,0.0001036232,0.0001356274,0.0001506132,0.0003047579,0.00008951368,0.00003412035,0.0003148572,0.000007404723],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986846,0.0004260775,0.0001751404,0.00006618273,0.00001426511,0.0000261016,0.0003102515,0.000003353809,0.0002940831],"genre_scores_gemma":[0.9989547,0.0000989538,0.0001213421,0.00005999197,0.00001641217,0.00003058365,0.0004977383,0.000002197598,0.000218069],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003236345,"threshold_uncertainty_score":0.01711559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05624775304209127,"score_gpt":0.4448606042887274,"score_spread":0.3886128512466361,"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."}}