FDA-approved deep learning software application versus radiologists with different levels of expertise: detection of intracranial hemorrhage in a retrospective single-center study.
Thomas KauMindaugas ZiurlysManuel TaschwerAnita Kloss-BrandstätterGünther GrabnerHannes DeutschmannPublished in: Neuroradiology (2022)
A resident under time pressure outperformed an FDA-approved DL program in detecting ICH in CT scans. Our results underline the importance of thoughtful workflow integration and post-approval validation of AI applications in various clinical environments.
Keyphrases
- drug administration
- artificial intelligence
- deep learning
- computed tomography
- quality improvement
- dual energy
- contrast enhanced
- machine learning
- image quality
- patient safety
- convolutional neural network
- loop mediated isothermal amplification
- positron emission tomography
- real time pcr
- magnetic resonance imaging
- electronic health record
- label free
- optic nerve
- magnetic resonance
- data analysis
- quantum dots