Diagnostic test accuracy of externally validated convolutional neural network (CNN) artificial intelligence (AI) models for emergency head CT scans - A systematic review.

Journal: International journal of medical informatics
PMID:

Abstract

BACKGROUND: The surge in emergency head CT imaging and artificial intelligence (AI) advancements, especially deep learning (DL) and convolutional neural networks (CNN), have accelerated the development of computer-aided diagnosis (CADx) for emergency imaging. External validation assesses model generalizability, providing preliminary evidence of clinical potential.

Authors

  • Saana M Mäenpää
    Department of Neurosurgery, University of Helsinki and Helsinki University Hospital, Helsinki, Finland. Electronic address: saana.maenpaa@helsinki.fi.
  • Miikka Korja
    Department of Neurosurgery, Helsinki University Hospital and University of Helsinki, Topeliuksenkatu 5, PB 266, 00029 HUS, Helsinki, Finland.