Integrating Al Algorithms into the Clinical Workflow.

Computer Applications-General (Informatics) Diagnosis PACS

Journal

Radiology. Artificial intelligence
ISSN: 2638-6100
Titre abrégé: Radiol Artif Intell
Pays: United States
ID NLM: 101746556

Informations de publication

Date de publication:
Nov 2021
Historique:
received: 12 01 2021
revised: 16 06 2021
accepted: 14 07 2021
entrez: 6 12 2021
pubmed: 7 12 2021
medline: 7 12 2021
Statut: epublish

Résumé

Integration of artificial intelligence (AI) applications within clinical workflows is an important step for leveraging developed AI algorithms. In this report, generalizable components for deploying AI systems into clinical practice are described that were implemented in a clinical pilot study using lymphoscintigraphy examinations as a prospective use case (July 1, 2019-October 31, 2020). Deployment of the AI algorithm consisted of seven software components, as follows:

Identifiants

DOI: 10.1148/ryai.2021210013 PMID: 34870216 PMC: PMC8637237
pubmed: 34870216
doi: 10.1148/ryai.2021210013
pmc: PMC8637237
doi:

Types de publication

Journal Article

Langues

eng

Pagination

e210013

Subventions

Organisme : NCI NIH HHS
ID : P30 CA008748
Pays : United States

Informations de copyright

2021 by the Radiological Society of North America, Inc.

Déclaration de conflit d'intérêts

Disclosures of Conflicts of Interest: K.J. is associate editor of RadioGraphics. H.H.S. employed by Memorial Sloan Kettering Cancer Center. K.N.K.M. disclosed no relevant relationships. P.E. disclosed no relevant relationships. A.E.R. disclosed no relevant relationships. C.R. disclosed no relevant relationships. B.G. employed by NVIDIA; has stock/stock options with NVIDIA; industry co-chair for DICOM Standards Committee; member of SIIM Liaison Committee. J.F. disclosed no relevant relationships. E.S. disclosed no relevant relationships. D.L.R. institution receives NIH grants; institution is consultant for Genentech; institution receives grants from Philips and GE; author is associate editor of Radiology: Artificial Intelligence.

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Auteurs

Krishna Juluru (K)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).
ORCID: 0000-0001-8203-8894

Hao-Hsin Shih (HH)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).
ORCID: 0000-0003-2127-8645

Krishna Nand Keshava Murthy (KN)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).
ORCID: 0000-0003-2408-7414

Pierre Elnajjar (P)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).

Amin El-Rowmeim (A)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).
ORCID: 0000-0003-2966-2959

Christopher Roth (C)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).
ORCID: 0000-0002-9634-7126

Brad Genereaux (B)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).
ORCID: 0000-0003-2923-2887

Josef Fox (J)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).

Eliot Siegel (E)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).
ORCID: 0000-0002-7458-6281

Daniel L Rubin (DL)

Department of Radiology, Memorial Sloan-Kettering Cancer Center, 1275 York Ave, Box 29, New York, NY 10065 (K.J., H.H.S., K.N.K.M., P.E., A.E.R., J.F.); Department of Radiology, Duke University Medical Center, Durham, NC (C.R.); NVIDIA, Santa Clara, Calif (B.G.); Department of Diagnostic Radiology and Nuclear Medicine, University of Maryland School of Medicine, Baltimore, Md (E.S.); and Department of Radiology, Stanford University, Stanford, Calif (D.L.R.).
ORCID: 0000-0001-5057-4369

Classifications MeSH