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Exploring Patient Perspectives, Engagement, and Output Quality in Doctor-Supervised Use of Artificial Intelligence
Sascha Donner1, Poroshista Knauer2, Arne Kienzle2
1Berlin School of Library and Information Science, Humboldt-Universität zu Berlin, Berlin, Germany.
Journal of Medical Internet Research
|October 22, 2025
Summary
Retrieval-augmented generation (RAG) enhanced ChatGPT improved patient satisfaction and informedness in total hip arthroplasty (THA) consent. Patients still prefer physician-led consent, positioning AI as a complementary tool.
Area of Science:
- Medical Informatics
- Artificial Intelligence in Healthcare
- Surgical Education
Background:
- Comprehensive preoperative education is crucial for total hip arthroplasty (THA) outcomes and informed consent.
- Artificial intelligence (AI) tools like ChatGPT offer potential for scalable patient education.
- Clinical validation of AI in healthcare is necessary to ensure accuracy, safety, and trust.
Purpose of the Study:
- To assess patient preferences and satisfaction with AI-assisted informed consent for THA.
- To compare traditional physician consultations with AI-supported (native ChatGPT and RAG-enhanced ChatGPT) consultations.
- To investigate the influence of anxiety and AI attitudes on consent preferences and the impact of RAG on AI response quality.
Main Methods:
- 36 patients undergoing THA were divided into three groups: physician-only, physician-assisted with native ChatGPT, and physician-assisted with RAG-enhanced ChatGPT.
- Patient satisfaction, perceived informedness, anxiety, and AI attitudes were measured using Likert scale questionnaires.
- Physicians evaluated ChatGPT responses for accuracy, clarity, completeness, and hallucinations.
Main Results:
- ChatGPT with RAG significantly improved patient satisfaction and perceived informedness compared to native ChatGPT.
- Patients interacting with RAG-enhanced ChatGPT asked more questions (52) than native ChatGPT (39) or control (20).
- The majority of patients preferred human clinicians over AI, regardless of accuracy; RAG significantly reduced AI hallucinations.
Conclusions:
- Retrieval-augmented generation (RAG) integration enhances ChatGPT's preoperative information quality for THA patients.
- AI chatbots can improve patient satisfaction and engagement but should complement, not replace, physician-led informed consent.
- Customized AI assistants show promise for augmenting human interaction in surgical consent processes.
Keywords:
AI chatbotGPT-4hallucinationslarge language modelpatient educationperioperative managementtotal hip arthroplastyMore Related Videos
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