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Prognostically safe stress-only single-photon emission computed tomography myocardial perfusion imaging guided by machine learning: report from REFINE SPECT.

Lien-Hsin HuRobert J H MillerTali SharirFrederic CommandeurRichard RiosAndrew J EinsteinMathews B FishTerrence D RuddyPhilipp A KaufmannAlbert J SinusasEdward J MillerTimothy M BatemanSharmila DorbalaMarcelo Di CarliJoanna X LiangEvann EisenbergDamini DeyDaniel S BermanPiotr J Slomka
Published in: European heart journal. Cardiovascular Imaging (2021)
ML, using clinical and stress imaging data, can be used to automatically recommend cancellation of rest SPECT MPI scans, while ensuring higher prognostic safety than current clinical approaches.
Keyphrases
  • computed tomography
  • machine learning
  • high resolution
  • positron emission tomography
  • magnetic resonance imaging
  • pet ct
  • big data
  • stress induced
  • electronic health record
  • image quality
  • photodynamic therapy