{"id":"W3136740991","doi":"10.1101/2021.03.18.21253907","title":"Integrated immunovirological profiling validates plasma SARS-CoV-2 RNA as an early predictor of COVID-19 mortality","year":2021,"lang":"en","type":"preprint","venue":"medRxiv","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Jewish General Hospital; Université de Montréal; McGill University; Centre Hospitalier de l’Université de Montréal","funders":"Mitacs; Fonds de Recherche du Québec - Santé; Université de Montréal; U.S. Military HIV Research Program; Canadian Institutes of Health Research; National Institutes of Health; Public Health Agency of Canada; Japan Society for the Promotion of Science; Cancer Research UK; Génome Québec; Jewish General Hospital; Public Health Agency; amfAR, The Foundation for AIDS Research","keywords":"Medicine; Cohort; Biomarker; Coronavirus disease 2019 (COVID-19); Viral load; Internal medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Cohort study; Immunology; Antibody; Oncology; Virology; Virus; Disease; Biology; 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":[0.002667296,0.0008134391,0.0008301403,0.0004431306,0.000226484,0.001090153,0.0003887437,0.0004225121,0.00105615],"category_scores_gemma":[0.003618204,0.0002512682,0.0008598697,0.0003071908,0.0002696038,0.0003676307,0.0006591533,0.0009948318,0.00042009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002994433,"about_ca_system_score_gemma":0.0004862716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001963988,"about_ca_topic_score_gemma":0.001880102,"domain_scores_codex":[0.9991837,0.0004042338,0.00004048896,0.000176094,0.00009300403,0.0001024153],"domain_scores_gemma":[0.9980002,0.0009482966,0.0004256714,0.0002003612,0.0002306452,0.0001947025],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001062767,0.0001319386,0.9808173,0.00002790678,0.0002592324,0.00009134133,0.00006016854,0.004505741,0.006354362,0.00004417387,0.0002239352,0.006421066],"study_design_scores_gemma":[0.00005232187,0.001383968,0.9241956,0.00003136259,0.0002378532,0.0004270992,0.00020375,0.06836268,0.004390697,0.0002682673,0.000419192,0.00002714726],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965653,0.0003074163,0.002256385,0.00006249443,0.00001120987,0.00001527128,0.0004354873,0.00003842944,0.0003080508],"genre_scores_gemma":[0.9987215,0.00004913781,0.0006032286,0.00002094494,0.00000862994,0.000006481149,0.0004777327,0.00000429189,0.0001080899],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002667296,"threshold_uncertainty_score":0.01410615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1151741991722711,"score_gpt":0.3960894322872672,"score_spread":0.2809152331149961,"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."}}