Balancing accuracy and user satisfaction: the role of prompt engineering in AI-driven healthcare solutions

The study highlights the critical role of prompt engineering in improving AI-based healthcare services. While enhanced accuracy is achievable, careful attention must be given to balancing response time and user satisfaction. Future research should optimize prompt structures, explore dynamic prompting approaches, and prioritize real-time evaluations to address the identified challenges and maximize the potential of IoT-integrated AI systems in medical applications.

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Publication Details

Journal
Frontiers in Artificial Intelligence
Published
2025-02-13
DOI
https://doi.org/10.3389/frai.2025.1517918
Citations
18
Primary Topic
Ocular Surface and Contact Lens
Type
article
Field-Weighted Citation Impact
33.81

Funders

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article

Balancing accuracy and user satisfaction: the role of prompt engineering in AI-driven healthcare solutions

Junbin Fang, Han Wang, Kelvin Kam Lung Chong, Xiangrong Yu et al.
18 citations
Frontiers in Artificial Intelligence
Ocular Surface and Contact Lens
33.81
article

Balancing accuracy and user satisfaction: the role of prompt engineering in AI-driven healthcare solutions

Junbin Fang, Han Wang, Kelvin Kam Lung Chong, Xiangrong Yu, Xudong Jiang, X. Y. Li, Yi Pan, Xiaoxiao Fang, Guanghui Hou, Yang Yu, Peijin Zeng
article en
18 citations

Abstract

The study highlights the critical role of prompt engineering in improving AI-based healthcare services. While enhanced accuracy is achievable, careful attention must be given to balancing response time and user satisfaction. Future research should optimize prompt structures, explore dynamic prompting approaches, and prioritize real-time evaluations to address the identified challenges and maximize the potential of IoT-integrated AI systems in medical applications.

Frontiers in Artificial IntelligenceVol. 8
Beijing Normal-Hong Kong Baptist University (CN), Hong Kong Baptist University (HK), Jinan University (CN), Chinese University of Hong Kong (HK), Chinese Academy of Sciences (CN), Beijing Normal University (CN), Zhuhai People's Hospital (CN), Shenzhen Institutes of Advanced Technology (CN), Zhuhai Institute of Advanced Technology (CN), Tianjin Medical University (CN), City University of Macau (MO)
National Natural Science Foundation of China, Basic and Applied Basic Research Foundation of Guangdong Province
Openalex Percentile: Top 0%
Ocular Surface and Contact Lens
33.81
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