… validation techniques (the retrospective internal validation dataset). We next externally validated
… environment, and because the DL model would be deployed on all adult CXRs, controls …

… that first used only initial chest radiographs (CXRs) from an … We validated the algorithm with
higher resolution images and … Future work with expert radiologists will validate the utility of …

… Chest radiographs) which is, to the best of our knowledge, one of the largest and most
exhaustively labeled public chest x-… to reduce the variability in validation metrics, we experimented …

… This work aims to build and deploy deep Convolutional Neural Networks(CNN) image …
The approach has still not been subjected to medical validation; therefore, the results may …

… The majority of studies with external validation demonstrate diminished algorithm … model
on external validation. This study performs external validation not only after deployment in a …

… experience with medical AI has validated these concerns, with … chest radiographs. This
dataset was released in 2017 and updated later the same year, containing 112,120 frontal chest …

… validated and blind reviewed with the help of two radiologists at Thanjavur Medical College
& Hospitals by collecting 2216 chest … -need-for-rt-pcr-test-2145687.html, nd) was deployed at …

… ) was trained on 24 678 chest radiographs, including 1540 used only for validation while
training. The test set consisted of a set of continuously acquired chest radiographs (n = 454) …

… in deployment (4), which have all been explored previously (5). In this article, we use the
chest radiograph … ) and later (ie, local validation) in the machine learning deployment pipeline. …

… anatomy by chin or arms projecting on the chest, and low lung volume due to inadequate
inspiration, as shown in Figure 2. We intend to deploy these AI algorithms to perform a post-…