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Journal articles
Nuclear Medicine and Artificial Intelligence: Best Practices for Algorithm Development
Tyler Bradshaw
1
Ronald Boellaard
2
Joyita Dutta
3
Abhinav Jha
4
Paul Jacobs
5
Quanzheng Li
6
Chi Liu
7
Arkadiusz Sitek
8
Babak Saboury
9
Peter Scott
10
Piotr Slomka
11
John Sunderland
12
Richard Wahl
13
Fereshteh Yousefirizi
14
Sven Zuehlsdorff
15
Arman Rahmim
16
Irène Buvat
17, 18
Tyler J Bradshaw 1
Author ORCID : https://orcid.org/0000-0001-9549-7002
Ronald Boellaard 2
Author
Joyita Dutta 3
Author
Abhinav K Jha 4
Author
Paul Jacobs 5
Author
Quanzheng Li 6
Author ORCID : https://orcid.org/0000-0002-9651-5820
Chi Liu 7
Author
Arkadiusz Sitek 8
Author
Babak Saboury 9
Author
Peter J H Scott 10
Author
Piotr J Slomka 11
Author
John J Sunderland 12
Author
Richard L Wahl 13
Author ORCID : https://orcid.org/0000-0002-7306-2590
Fereshteh Yousefirizi 14
Author
Sven Zuehlsdorff 15
Author ORCID : https://orcid.org/0000-0001-6932-2233
Arman Rahmim 16
Author ORCID : https://orcid.org/0000-0002-9980-2403
Irène Buvat 17, 18
Author
1
University of Wisconsin-Madison (Madison, WI 53706 - United States)
2
UvA - University of Amsterdam [Amsterdam] (Spui 21 1012 WX Amsterdam - Netherlands)
3
UMass Lowell - University of Massachusetts [Lowell] (1 University Ave, Lowell, MA 01854 - United States)
- UMASS - University of Massachusetts System (United States)
4
WUSTL - Washington University in Saint Louis (1 Brookings Dr, St. Louis, MO 63130 - United States)
5
MIM Software Inc. [Beachwood, OH, USA] (United States)
6
HMS - Harvard Medical School [Boston] (25 Shattuck Street Boston, MA 02115 - United States)
7
Yale University [New Haven] (157 Church Street, New Haven, CT 06510-2100 - United States)
9
NIH - National Institutes of Health [Bethesda] (9000 Rockville Pike, Bethesda, Maryland 20892 - United States)
10
University of Michigan Medical School [Ann Arbor] (1301 Catherine Road, Ann Arbor, MI 48109 - United States)
- University of Michigan [Ann Arbor] (500 Church Street Ann Arbor, MI 48109-1090 - United States)
- University of Michigan System (Michigan - United States)
11
Cedars-Sinai Medical Center (8700 Beverly Blvd, Los Angeles, California 90048 - United States)
12
University of Iowa [Iowa City] (Iowa City, IA 52242 - United States)
13
Washington University in St Louis (Washington University in St. Louis, One Brookings Drive, St. Louis, MO 63130 - United States)
14
BCCRC - BC Cancer Agency Research Centre (Canada)
15
Siemens Medical Solutions USA, Inc. [Knoxville, TN, USA] (United States)
16
UBC - University of British Columbia (Vancouver Campus, , 2329 West Mall, Vancouver, BC, V6T 1Z4 /
Okanagan Campus, 3333 University Way, Kelowna, BC, V1V 1V7 - Canada)
17
LITO - Laboratoire d'Imagerie Translationnelle en Oncologie (Centre de Recherche de l'Institut Curie
Bâtiment 101B
rue de la Chaufferie
91400 Orsay - France)
- Institut Curie [Paris] ( 26 rue d'Ulm - 75248 Paris - France)
- INSERM - Institut National de la Santé et de la Recherche Médicale (101, rue de Tolbiac, 75013 Paris - France)
18
IMIV - U1023 - ERL9218 - Imagerie Moléculaire in Vivo (CEA - Service Hospitalier Frédéric Joliot .
4, place du Général Leclerc 91401 Orsay Cedex - France)
- SHFJ - Service Hospitalier Frédéric Joliot : DRF/JOLIOT/SHFJ (France)
- DRF (CEA) - Direction de Recherche Fondamentale (CEA) : DRF/JOLIOT (Direction de Recherche Fondamentale
Fundamental Research Division
CEA Saclay
91191 Gif-sur-Yvette
- France)
- CEA - Commissariat à l'énergie atomique et aux énergies alternatives (Centre de Saclay Centre de Grenoble Centre de Cadarache etc - France)
- Université Paris-Saclay (Espace Technologique, Bat. Discovery - RD 128 - 2e ét., 91190 Saint-Aubin - France)
- DRF (CEA) - Direction de Recherche Fondamentale (CEA) : DRF/JOLIOT (Direction de Recherche Fondamentale
Fundamental Research Division
CEA Saclay
91191 Gif-sur-Yvette
- France)
- CNRS - Centre National de la Recherche Scientifique : ERL9218 (France)
- INSERM - Institut National de la Santé et de la Recherche Médicale : U1023 (101, rue de Tolbiac, 75013 Paris - France)
Abstract : The nuclear medicine field has seen a rapid expansion of academic and commercial interests in developing artificial intelligence (AI) algorithms. Users and developers can avoid some of the pitfalls of AI by recognizing and following best practices in AI algorithm development. In this article, recommendations for technical best practices for developing AI algorithms in nuclear medicine are provided, beginning with general recommendations followed by descriptions on how one might practice these principles for specific topics within nuclear medicine. This report was produced by the AI Task Force of the Society of Nuclear Medicine and Molecular Imaging.
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Journal articles
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https://www.hal.inserm.fr/inserm-03441110
Contributor : Irène Buvat Connect in order to contact the contributor
Submitted on : Monday, November 22, 2021 - 4:24:45 PM
Last modification on : Saturday, November 27, 2021 - 6:28:20 PM
Contributor : Irène Buvat Connect in order to contact the contributor
Submitted on : Monday, November 22, 2021 - 4:24:45 PM
Last modification on : Saturday, November 27, 2021 - 6:28:20 PM
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Identifiers
- HAL Id : inserm-03441110, version 1
- DOI : 10.2967/jnumed.121.262567
- PUBMED : 34740952
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Citation
Tyler Bradshaw, Ronald Boellaard, Joyita Dutta, Abhinav Jha, Paul Jacobs, et al.. Nuclear Medicine and Artificial Intelligence: Best Practices for Algorithm Development. Journal of Nuclear Medicine, Society of Nuclear Medicine, 2021, pp.jnumed.121.262567. ⟨10.2967/jnumed.121.262567⟩. ⟨inserm-03441110⟩
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