Assessing the utility and challenges for implementation of a risk prediction system: a usability study with hospital pharmacists
The paper-format prediction model was positively evaluated by frontline pharmacists, especially for its clear and straightforward nature. As anticipated, however, limitations such as manual data input and paper-based format were identified by some participants. Integration into electronic health records and broader clinical validation will be necessary to advance the clinical application of this prediction model and ensure real-world applicability.
Authors
- Shungo Imai (ORCID: https://orcid.org/0000-0001-5706-613X)
- Masami Tsuchiya (ORCID: https://orcid.org/0000-0003-3846-0435)
- Keisuke Ikegami (ORCID: https://orcid.org/0000-0002-6942-590X)
- Hayato Kizaki (ORCID: https://orcid.org/0000-0002-4572-1333)
- Ryohkan Funakoshi (ORCID: https://orcid.org/0000-0002-1897-9689)
- Yukiyoshi Fujita (ORCID: https://orcid.org/0000-0002-2444-5974)
- Osamu Yasumuro
- Satoko Hori (ORCID: https://orcid.org/0000-0002-4596-5418)
- Chiaki Sato (ORCID: https://orcid.org/0000-0002-0810-0300)
Institutions
- Keio University (JP)
- Miyagi Prefectural Hospital Organization (JP)
- Kameda Medical Center (JP)
- Gunma Children's Medical Center (JP)
Publication Details
- Journal
- Journal of Pharmaceutical Health Care and Sciences
- Published
- 2025-10-27
- DOI
- https://doi.org/10.1186/s40780-025-00499-2
- Primary Topic
- Pharmaceutical Practices and Patient Outcomes
- Type
- article
- Field-Weighted Citation Impact
- 0.00