Machine Learning in the Nuclear Medicine: Part 2-Neural Networks and Clinical Aspects

dc.contributor.authorZukotynski, Katherine
dc.contributor.authorGaudet, Vincent C.
dc.contributor.authorUribe, Carlos F.
dc.contributor.authorMathotaarachchi, Sulantha
dc.contributor.authorSmith, Kenneth C.
dc.contributor.authorRosa-Neto, Pedro
dc.contributor.authorBenard, Francois
dc.contributor.authorBlack, Sandra E.
dc.date.accessioned2023-11-03T17:37:27Z
dc.date.available2023-11-03T17:37:27Z
dc.date.issued2021-01
dc.descriptionCOPYRIGHT © 2021 by the Society of Nuclear Medicine and Molecular Imaging.en
dc.description.abstractThis article is the second part in our machine learning series. Part 1 provided a general overview of machine learning in nuclear medicine. Part 2 focuses on neural networks. We start with an example illustrating how neural networks work and a discussion of potential applications. Recognizing that there is a spectrum of applications, we focus on recent publications in the areas of image reconstruction, low-dose PET, disease detection, and models used for diagnosis and outcome prediction. Finally, since the way machine learning algo- rithms are reported in the literature is extremely variable, we conclude with a call to arms regarding the need for standardized reporting of design and outcome metrics and we propose a basic checklist our community might follow going forward.en
dc.identifier.urihttps://doi.org/10.2967/jnumed.119.231837
dc.identifier.urihttp://hdl.handle.net/10012/20081
dc.language.isoenen
dc.publisherSociety of Nuclear Medicine and Molecular Imagingen
dc.relation.ispartofseriesJournal of Nuclear Medicine;62(1)
dc.subjectmachine learningen
dc.subjectnuclear medicineen
dc.subjectneural networksen
dc.titleMachine Learning in the Nuclear Medicine: Part 2-Neural Networks and Clinical Aspectsen
dc.typeArticleen
dcterms.bibliographicCitationZukotynski, K., Gaudet, V., Uribe, C. F., Mathotaarachchi, S., Smith, K. C., Rosa-Neto, P., Bénard, F., & Black, S. E. (2020). Machine learning in nuclear medicine: Part 2—neural networks and clinical aspects. Journal of Nuclear Medicine, 62(1), 22–29. https://doi.org/10.2967/jnumed.119.231837en
uws.contributor.affiliation1Faculty of Engineeringen
uws.contributor.affiliation2Electrical and Computer Engineeringen
uws.peerReviewStatusRevieweden
uws.scholarLevelFacultyen
uws.typeOfResourceTexten

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