More AI, Less Care-Seeking? A National Survey Experiment on the Impact of AI Intensity on Patient Care-Seeking Intention in Chinese Family Doctor Services

Patient acceptance of AI in primary care depends not only on whether AI is involved, but on how deeply AI is positioned in the encounter. Medical-specific AI labeling may enhance acceptance across all AI integration levels. The findings underscore the need to preserve human clinical agency in AI-embedded primary care. The results contribute to research on healthcare systems, digital health, and AI-patient interaction.

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Publication Details

Journal
Healthcare
Published
2026-04-13
DOI
https://doi.org/10.3390/healthcare14081022
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00

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article

More AI, Less Care-Seeking? A National Survey Experiment on the Impact of AI Intensity on Patient Care-Seeking Intention in Chinese Family Doctor Services

Ruiping Zhao, Qianqian Huang, Shengtian Hou, Yi-lang Tang et al.
Healthcare
Artificial Intelligence in Healthcare and Education
article

More AI, Less Care-Seeking? A National Survey Experiment on the Impact of AI Intensity on Patient Care-Seeking Intention in Chinese Family Doctor Services

Ruiping Zhao, Qianqian Huang, Shengtian Hou, Yi-lang Tang, Feng Jiang
article en

Abstract

Patient acceptance of AI in primary care depends not only on whether AI is involved, but on how deeply AI is positioned in the encounter. Medical-specific AI labeling may enhance acceptance across all AI integration levels. The findings underscore the need to preserve human clinical agency in AI-embedded primary care. The results contribute to research on healthcare systems, digital health, and AI-patient interaction.

HealthcareVol. 14(8)
Emory University (US), Shanghai Jiao Tong University (CN), Peking University (CN), Yangtze River Delta Physics Research Center (China) (CN), Peking University First Hospital (CN), Atlanta VA Medical Center (US), City University of Macau (MO)
National Natural Science Foundation of China, Shanghai Jiao Tong University, National Key Research and Development Program of China, National Social Science Fund of China
Openalex Percentile: Top 25%
Artificial Intelligence in Healthcare and Education
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More AI, Less Care-Seeking? A National Survey Experiment on the Impact of AI Intensity on Patient Care-Seeking Intention in Chinese Family Doctor Services — Ruiping Zhao, Qianqian Huang, et al. · Healthcare (2026) | TGRS Research Map | TGRS