… To avoid overfitting, we used a validation dataset containing 182 DRRs to select the
model with early-stopping. The processing time of the system to compute POa, including …

… The fraction of CT CAC scores in the validation set of 0, 1–99… Two readers read the validation
set in a blinded, randomized … could be excluded in clinical deployment of DE CXR with …

… and performed seven-fold cross-validation on 11,652 chest radiographs (a subset of the
first … When deploying the trained model on the NIH dataset to the external dataset (Indiana …

… In this context, CXR-Lung-Risk could be deployed to automatically notify the treating … This
cloud-based instance facilitates future validation studies and allows users with minimal coding …

… Again, we reached similar results as those in internal or external validation. The recalibrated
model (… and the recalibrated model has potential to be deployed to the real clinical works. …

… previously developed chest radiograph orientation model [14… model performance on the
validation set every 10 training … into the development and deployment of truly useful artificial …

… ing a digital chest x-ray (CXR) screening system for deployment in resource constrained …
approach compared to other state-of-the-art methods using the validated Japanese Society …

… have aroused research interests and has been deployed for the diagnosis of lung nodule
[29… The validation set were 16 images while the test set were 624 images. Labels were given to …

… To validate our label extraction in radiology reports, we randomly selected 200 labeled …
clearly critical before such a model could be deployed in clinical practice. Importantly, however, …

… including: the lack of external validation 6 , lack of equity analysis by … the environment where
the model will ultimately be deployed. … developed and temporally validated by August, 2020. …