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Diagnosis of Parkinson syndrome and Lewy-body disease using 123 I-ioflupane images and a model with image features based on machine learning.

Kenichi NakajimaShintaro SaitoZhuoqing ChenJunji KomatsuKoji MaruyamaNaoki ShirasakiSatoru WatanabeAnri InakiKenjiro OnoSeigo Kinuya
Published in: Annals of nuclear medicine (2022)
Image features such as high or low uptake, symmetry or asymmetry, and comma- or dot-like profiles can be determined using ML. The diagnostic accuracy of differentiating PS/PD/DLB was the highest for the multivariate model with three features and age compared with the conventional ROI-based method.
Keyphrases
  • deep learning
  • machine learning
  • artificial intelligence
  • convolutional neural network
  • magnetic resonance imaging
  • optical coherence tomography
  • contrast enhanced