… Biological age, a measure of overall health, may improve … to estimate biological age using
a convolutional neural network that takes as input a CXR image and outputs a chest x-ray age (…

… uses for biological age estimation from chest radiography might be … Biological age might be
an easily understandable concept to … Biological age could also be used in risk calculators to …

… Despite research using chest radiograph-derived biological age estimates to successfully
predict longevity, long-term mortality, and cardiovascular risk [13,14,27], very few studies have …

… Second, we did not compare our AI model with established biological age markers (eg,
frailty index and epigenetic clock). An early diagnosis of frailty is important to improve quality of …

… in 55 chest radiographs that were obtained during routine autopsies. Age estimation was …
To our knowledge this is the first work that attempts to predict a patient’s biological age from …

… Medical imaging can be used to estimate a patient’s biological age, which may provide …
on chest radiographs. For this comparison, we extracted various characteristics, such as the …

… Furthermore, the substitution of chronological age with the biological age captured by
CXR-Lung-Risk in existing risk calculators/predictors may provide more accurate decision support. …

… as biological fingerprints in chest radiographs. Each of the biological fingerprints in a current
chest radiograph … the corresponding biological fingerprint in a previous chest radiograph for …

… age established by DLM was revealed as a heart biological marker, we hypothesize that CXR
age … Therefore, we developed a DLM to predict sex and age through CXR and analyzed its …

… Heart age has been suggested as a 71 surrogate marker for cardiovascular biological
age.(… would be capable of estimating biological age and sex using standard transthoracic 81 …