Machine Learning-Based Frailty Prediction and Classification in Community-Dwelling Older Adults: A Systematic Review of Validation, Explainability, and Implementation Readiness

Seungmi Kim, Myung-Jun Shin, Byung Kwan Choi, Zoran Obradovic, Daniel J. Rubin, Jong-Hwan Park

Open source

DOI
10.3390/healthcare14111543
Published
2026-06-01
Container
Healthcare
Publisher
MDPI AG
Open access
unknown

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BibTeX

@article{allodium:10.3390/healthcare14111543,
  title = {Machine Learning-Based Frailty Prediction and Classification in Community-Dwelling Older Adults: A Systematic Review of Validation, Explainability, and Implementation Readiness},
  author = {Seungmi Kim and Myung-Jun Shin and Byung Kwan Choi and Zoran Obradovic and Daniel J. Rubin and Jong-Hwan Park},
  year = {2026},
  journal = {Healthcare},
  doi = {10.3390/healthcare14111543},
  url = {https://doi.org/10.3390/healthcare14111543}
}

RIS

TY  - JOUR
TI  - Machine Learning-Based Frailty Prediction and Classification in Community-Dwelling Older Adults: A Systematic Review of Validation, Explainability, and Implementation Readiness
AU  - Seungmi Kim
AU  - Myung-Jun Shin
AU  - Byung Kwan Choi
AU  - Zoran Obradovic
AU  - Daniel J. Rubin
AU  - Jong-Hwan Park
PY  - 2026
JO  - Healthcare
DO  - 10.3390/healthcare14111543
UR  - https://doi.org/10.3390/healthcare14111543
ER  - 

APA

Kim, S., Shin, M., Choi, B. K., Obradovic, Z., Rubin, D. J., & Park, J. (2026). Machine Learning-Based Frailty Prediction and Classification in Community-Dwelling Older Adults: A Systematic Review of Validation, Explainability, and Implementation Readiness. Healthcare. https://doi.org/10.3390/healthcare14111543

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