AI-Enabled Digital Health Tool Implementation in Clinical Practice Settings: Umbrella Review

Amanda Gilbert, Angeline Gacad, Loni Parrish, Oliver Nguyen, Kea Turner, Willi L Tarver, Pallavi Jonnalagadda, Dennis Tsagli, Bowen Wu, Chenyang Lu, Rachel E Sachs, Oghosa Evbuomwan, Maura K Kepper

Open source

DOI: 10.2196/101509
Published: 2026-11-04
Container: JMIR AI
Publisher: JMIR Publications Inc.
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.2196/101509,
  title = {AI-Enabled Digital Health Tool Implementation in Clinical Practice Settings: Umbrella Review},
  author = {Amanda Gilbert and Angeline Gacad and Loni Parrish and Oliver Nguyen and Kea Turner and Willi L Tarver and Pallavi Jonnalagadda and Dennis Tsagli and Bowen Wu and Chenyang Lu and Rachel E Sachs and Oghosa Evbuomwan and Maura K Kepper},
  year = {2026},
  journal = {JMIR AI},
  doi = {10.2196/101509},
  url = {https://doi.org/10.2196/101509}
}

RIS

TY  - JOUR
TI  - AI-Enabled Digital Health Tool Implementation in Clinical Practice Settings: Umbrella Review
AU  - Amanda Gilbert
AU  - Angeline Gacad
AU  - Loni Parrish
AU  - Oliver Nguyen
AU  - Kea Turner
AU  - Willi L Tarver
AU  - Pallavi Jonnalagadda
AU  - Dennis Tsagli
AU  - Bowen Wu
AU  - Chenyang Lu
AU  - Rachel E Sachs
AU  - Oghosa Evbuomwan
AU  - Maura K Kepper
PY  - 2026
JO  - JMIR AI
DO  - 10.2196/101509
UR  - https://doi.org/10.2196/101509
ER  -

APA

Gilbert, A., Gacad, A., Parrish, L., Nguyen, O., Turner, K., Tarver, W. L., Jonnalagadda, P., Tsagli, D., Wu, B., Lu, C., Sachs, R. E., Evbuomwan, O., & Kepper, M. K. (2026). AI-Enabled Digital Health Tool Implementation in Clinical Practice Settings: Umbrella Review. JMIR AI. https://doi.org/10.2196/101509

Source records

crossref · retrieved 2026-11-07T14:45:15.100Z