Related Experiment Video
Updated: Sep 20, 2025

Implementation of a Real-Time Psychosis Risk Detection and Alerting System Based on Electronic Health Records using CogStack
Published on: May 15, 2020
Development and Validation of the CARRA-VID Prognostic Score: C Reactive Protein to Albumin Ratio, Red Blood Cell
Marko Lucijanic1,2,3, Nevenka Piskac Zivkovic4,5, Nikolina Busic6
1Division of Hematology, Internal Medicine Department, University Hospital Dubrava, 10000 Zagreb, Croatia.
Abstract:
Patients hospitalized due to coronavirus disease 2019 (COVID-19) usually present with severe or critical intensity of symptoms, accompanied by a marked systemic inflammatory response. Classical inflammatory biomarkers, C-reactive protein (CRP), albumin, and red blood cell distribution width (RDW) have previously been reported to be prognostic in hospitalized COVID-19 patients. We performed a retrospective analysis of two large cohorts (2305 and 2328 patients, respectively) of consecutive hospitalized COVID-19 patients with mostly severe and critical symptoms admitted to the tertiary referral center to develop and validate a prognostic score for 30-day mortality based on CRP-to-Albumin-Ratio (CAR), RDW, and age (termed CARRA-VID score). We identified 6 prognostic categories: very low, low, intermediate-1, intermediate-2, high, and very high risk, with corresponding 30-day mortality rates of 2.7%, 10.7%, 30.9%, 47.1%, 61.9%, and 89.7%, respectively. Effective risk stratification was validated in an independent cohort of patients and remained independent of the World Health Organization-defined disease severity and other commonly utilized risk scores. Additional analyses evaluated the score across different time periods dominated by distinct viral variants. We also present a simplified 3-tiered version of the score. A Microsoft Excel Workbook containing the score calculator is provided.
Related Concept Videos
Imaging Studies for Cardiovascular System VI: Calcium -Scoring CT
Blood Studies for Cardiovascular System II: CRP, Hcy, and Cardiac Natriuretic Peptide Markers
These markers indicate stress or strain on the heart muscle:
Natriuretic Peptides (BNP)
Cardiac myocytes produce these hormones in response to ventricular stretching...
Peripheral Arterial Disease II: Clinical Manifestations and Diagnostic Evaluation
Acute Coronary Syndrome III: Diagnostic Studies
Blood Studies for Cardiovascular System I: Cardiac Biomarkers
The essential diagnostic tools for detecting myocardial necrosis and monitoring individuals suspected of having acute coronary syndrome (ACS) include:
Troponins
Troponins, particularly cardiac troponins I and T, are the most precise and sensitive markers of myocardial injury. They are detectable within 4-6 hours of myocardial injury and remain...
Coronary Artery Disease I: Introduction

