Related Experiment Video
Updated: Sep 19, 2025

03:14
Augmenting Large Language Models via Vector Embeddings to Improve Domain-Specific Responsiveness
Published on: December 6, 2024
693
Large Language Model-Assisted Surgical Consent Forms in Non-English Language: Content Analysis and Readability
Namkee Oh1, Jongman Kim1, Sunghae Park1
1Department of Surgery, Samsung Medical Center, 81 Ilwonro, Seoul, Republic of Korea, 82 1093650277.
Journal of Medical Internet Research
|June 19, 2025
Summary
Large language models (LLMs) improve surgical consent form readability but may reduce critical risk information. A balanced approach is needed to ensure accuracy and accessibility in AI-assisted medical documents.
Area of Science:
- Medical Informatics
- Artificial Intelligence in Healthcare
- Patient Communication
Background:
- Complex language in surgical consent forms hinders patient comprehension.
- Large language models (LLMs) offer potential for simplifying medical information.
- Limited evidence exists on LLM impact on non-English consent form content preservation.
Purpose of the Study:
- To evaluate the effect of LLM-assisted editing on the readability and content quality of Korean surgical consent forms.
- Specifically assess changes in standardized liver resection consent documents across multiple institutions.
Main Methods:
- Collected standardized liver resection consent forms from 7 South Korean institutions.
- Simplified forms using ChatGPT-4o and assessed readability (KReaD, Natmal indices).
- Evaluated content quality (risk, benefit, alternatives) via specialist review and statistical analysis.
Main Results:
- AI-assisted editing significantly improved readability scores (KReaD, Natmal) and reduced sentence length and difficult word ratios.
- Content quality analysis revealed a decline in risk description and overall impression scores.
- Statistical models confirmed significant reductions in risk disclosure and overall impression, indicating potential omissions.
Conclusions:
- LLM-assisted surgical consent forms enhance readability but may compromise content completeness, especially risk disclosure.
- A balanced approach is crucial to maintain accessibility while ensuring medical and legal accuracy.
- Further research should focus on patient comprehension, informed decision-making, and multilingual validation.
Related Concept Videos
Health Literacy
4.2K
Health literacy is an individual's or a community's capacity to comprehend, receive, read, and use relevant healthcare information and services. The World Health Organization (WHO, 2018) defines health literacy as the cognitive and social skills that determine the ability of individuals to gain access to, understand, and use information in ways that promote and maintain good health. As a result, the WHO helps individuals manage long-term health concerns, participate in preventative...
4.2K
Improving Translational Accuracy
2.7K
2.7K
Barriers to Effective Communication II
3.8K
The barriers to effective communication also include cultural barriers, semantic barriers, gender barriers, and time constraints.
Cultural barriers:
Differences in values, beliefs, religion, knowledge, and tradition can significantly impact communication. Awareness of nonverbal cues is critical, especially when conversing with a patient from a different culture. What appears appropriate in one culture may be inappropriate in another.
Semantic barriers:
As a result of their tendency to use...
Cultural barriers:
Differences in values, beliefs, religion, knowledge, and tradition can significantly impact communication. Awareness of nonverbal cues is critical, especially when conversing with a patient from a different culture. What appears appropriate in one culture may be inappropriate in another.
Semantic barriers:
As a result of their tendency to use...
3.8K
Assessment of Airway, Skin Color, and Use of Accessory Muscles
1.2K
A thorough assessment of respiratory health is paramount in clinical settings to identify and manage respiratory distress and ensure adequate oxygenation. This article elaborates on the critical aspects of respiratory evaluation, including airway assessment, skin color examination, and the observation of accessory muscle use, which are integral to effectively diagnosing and managing patients with respiratory conditions.
Introduction
The initial evaluation of a patient's respiratory system...
Introduction
The initial evaluation of a patient's respiratory system...
1.2K

