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Updated: Nov 27, 2025

Lung CT Segmentation to Identify Consolidations and Ground Glass Areas for Quantitative Assesment of SARS-CoV Pneumonia
Published on: December 19, 2020
Validation of a composed COVID-19 chest radiography score: the CARE project
Chiara Giraudo1, Annachiara Cavaliere1, Giulia Fichera1
1Institute of Radiology, Dept of Medicine DIMED, University of Padova, Padua, Italy.
Insights
The COVID-19 (coronavirus disease 2019) radiography score (CARE) effectively assesses pulmonary involvement severity and predicts patient outcomes. This validated score aids in evaluating disease progression and prognosis in COVID-19 patients.
Area of Science:
- Radiology
- Pulmonology
- Infectious Diseases
Background:
- Chest radiography is crucial for evaluating COVID-19 (coronavirus disease 2019) related pulmonary involvement.
- A validated scoring system is needed to objectively quantify disease severity and predict outcomes.
Purpose of the Study:
- To validate the COVID-19 (coronavirus disease 2019) radiography score (CARE) for assessing ground-glass opacity and consolidation extension.
- To evaluate the prognostic performance of the CARE score in COVID-19 patients.
Main Methods:
- Retrospective evaluation of 1203 chest radiographs from 175 COVID-19 positive patients.
- Development and validation of the CARE score based on lung area subdivision and a three-grade scoring system for ground-glass opacity and consolidations.
- Logistic regression and ROC curve analyses to assess prognostic performance and accuracy.
Main Results:
- Higher CARE scores were observed in ICU patients and those who deceased (p<0.05).
- Age, consolidations, and CARE score significantly influenced patient outcomes (p<0.05).
- The CARE score demonstrated good prognostic accuracy (AUC=0.736 longitudinal, AUC=0.740 at admission) with 75% sensitivity and 69.9% specificity at a score of 17.5.
Conclusions:
- The CARE score is a reliable tool for assessing pulmonary involvement severity in COVID-19 (coronavirus disease 2019) via chest radiography.
- The CARE score exhibits good prognostic performance, aiding in patient outcome prediction.
Objectives:
The aim of this study was to validate a composed coronavirus disease 2019 (COVID-19) chest radiography score (CARE) based on the extension of ground-glass opacity (GG) and consolidations (Co), separately assessed, and to investigate its prognostic performance.
Methods:
COVID-19-positive patients referring to our tertiary centre during the first month of the outbreak in our area and with a known outcome were retrospectively evaluated. Each lung was subdivided into three areas and a three-grade score assessing the extension of GG and Co was used. The CARE was derived from the sum of the subscores. A mixed-model ANOVA with post hoc Bonferroni correction was used to evaluate whether differences related to the referring unit (emergency room, COVID-19 wards and intensive care unit (ICU)) occurred. Logistic regression analyses were used to investigate the impact of CARE, patients' age and sex on the outcome. To evaluate the prognostic performance of CARE, receiver operating characteristic curves were computed for the entire stay and at admission only.
Results:
A total of 1203 chest radiographs of 175 patients (120 males; mean age 67.81±15.5 years old) were examined. On average, each patient underwent 6.8±10.3 radiographs. Patients in ICU as well as deceased patients showed higher CARE scores (p<0.05, each). Age, Co and CARE significantly influenced the outcome (p<0.05 each). The CARE demonstrated good accuracy (area under the curve (AUC)=0.736) using longitudinal data as well as at admission only (AUC=0.740). A CARE score of 17.5 during hospitalisation showed 75% sensitivity and 69.9% specificity.
Conclusions:
The CARE was demonstrated to be a reliable tool to assess the severity of pulmonary involvement at chest radiography with a good prognostic performance.
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