Machine Learning-Based Prediction of In-Hospital Falls in Adult Inpatients: Retrospective Observational Multicenter Study.

Nishino T, Matsuyama K, Miyagi Y, Tanabe N, Yamaguchi F, Ito H, Soh S, Yano A, Mizuno M, Kato K, Jinnouchi H, Kim C, Ishii Y, Yamaguchi H, Kondo Y

Open source

DOI: 10.2196/75958
Published: 2025 Dec 4
Container: JMIR medical informatics
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.2196/75958,
  title = {Machine Learning-Based Prediction of In-Hospital Falls in Adult Inpatients: Retrospective Observational Multicenter Study.},
  author = {Nishino T and Matsuyama K and Miyagi Y and Tanabe N and Yamaguchi F and Ito H and Soh S and Yano A and Mizuno M and Kato K and Jinnouchi H and Kim C and Ishii Y and Yamaguchi H and Kondo Y},
  year = {2025},
  journal = {JMIR medical informatics},
  doi = {10.2196/75958},
  url = {https://doi.org/10.2196/75958}
}

RIS

TY  - JOUR
TI  - Machine Learning-Based Prediction of In-Hospital Falls in Adult Inpatients: Retrospective Observational Multicenter Study.
AU  - Nishino T
AU  - Matsuyama K
AU  - Miyagi Y
AU  - Tanabe N
AU  - Yamaguchi F
AU  - Ito H
AU  - Soh S
AU  - Yano A
AU  - Mizuno M
AU  - Kato K
AU  - Jinnouchi H
AU  - Kim C
AU  - Ishii Y
AU  - Yamaguchi H
AU  - Kondo Y
PY  - 2025
JO  - JMIR medical informatics
DO  - 10.2196/75958
UR  - https://doi.org/10.2196/75958
ER  -

APA

T, N., K, M., Y, M., N, T., F, Y., H, I., S, S., A, Y., M, M., K, K., H, J., C, K., Y, I., H, Y., & Y, K. (2025). Machine Learning-Based Prediction of In-Hospital Falls in Adult Inpatients: Retrospective Observational Multicenter Study.. JMIR medical informatics. https://doi.org/10.2196/75958

Source records

pubmed · retrieved 2026-09-27T12:17:54.858Z