Developing Effective Frameworks for Large Language Model–Based Medical Chatbots: Insights From Radiotherapy Education With ChatGPT
This Viewpoint proposes a robust framework for developing a medical chatbot dedicated to radiotherapy education, emphasizing accuracy, reliability, privacy, ethics, and future innovations. By analyzing existing research, the framework evaluates chatbot performance and identifies challenge...
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| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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JMIR Publications
2025-02-01
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| Series: | JMIR Cancer |
| Online Access: | https://cancer.jmir.org/2025/1/e66633 |
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| _version_ | 1849721105295605760 |
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| author | James C L Chow Kay Li |
| author_facet | James C L Chow Kay Li |
| author_sort | James C L Chow |
| collection | DOAJ |
| description |
This Viewpoint proposes a robust framework for developing a medical chatbot dedicated to radiotherapy education, emphasizing accuracy, reliability, privacy, ethics, and future innovations. By analyzing existing research, the framework evaluates chatbot performance and identifies challenges such as content accuracy, bias, and system integration. The findings highlight opportunities for advancements in natural language processing, personalized learning, and immersive technologies. When designed with a focus on ethical standards and reliability, large language model–based chatbots could significantly impact radiotherapy education and health care delivery, positioning them as valuable tools for future developments in medical education globally. |
| format | Article |
| id | doaj-art-111ed7faf714452aadf5ec8df7df50af |
| institution | DOAJ |
| issn | 2369-1999 |
| language | English |
| publishDate | 2025-02-01 |
| publisher | JMIR Publications |
| record_format | Article |
| series | JMIR Cancer |
| spelling | doaj-art-111ed7faf714452aadf5ec8df7df50af2025-08-20T03:11:46ZengJMIR PublicationsJMIR Cancer2369-19992025-02-0111e6663310.2196/66633Developing Effective Frameworks for Large Language Model–Based Medical Chatbots: Insights From Radiotherapy Education With ChatGPTJames C L Chowhttps://orcid.org/0000-0003-4202-4855Kay Lihttps://orcid.org/0000-0002-5765-1635 This Viewpoint proposes a robust framework for developing a medical chatbot dedicated to radiotherapy education, emphasizing accuracy, reliability, privacy, ethics, and future innovations. By analyzing existing research, the framework evaluates chatbot performance and identifies challenges such as content accuracy, bias, and system integration. The findings highlight opportunities for advancements in natural language processing, personalized learning, and immersive technologies. When designed with a focus on ethical standards and reliability, large language model–based chatbots could significantly impact radiotherapy education and health care delivery, positioning them as valuable tools for future developments in medical education globally.https://cancer.jmir.org/2025/1/e66633 |
| spellingShingle | James C L Chow Kay Li Developing Effective Frameworks for Large Language Model–Based Medical Chatbots: Insights From Radiotherapy Education With ChatGPT JMIR Cancer |
| title | Developing Effective Frameworks for Large Language Model–Based Medical Chatbots: Insights From Radiotherapy Education With ChatGPT |
| title_full | Developing Effective Frameworks for Large Language Model–Based Medical Chatbots: Insights From Radiotherapy Education With ChatGPT |
| title_fullStr | Developing Effective Frameworks for Large Language Model–Based Medical Chatbots: Insights From Radiotherapy Education With ChatGPT |
| title_full_unstemmed | Developing Effective Frameworks for Large Language Model–Based Medical Chatbots: Insights From Radiotherapy Education With ChatGPT |
| title_short | Developing Effective Frameworks for Large Language Model–Based Medical Chatbots: Insights From Radiotherapy Education With ChatGPT |
| title_sort | developing effective frameworks for large language model based medical chatbots insights from radiotherapy education with chatgpt |
| url | https://cancer.jmir.org/2025/1/e66633 |
| work_keys_str_mv | AT jamesclchow developingeffectiveframeworksforlargelanguagemodelbasedmedicalchatbotsinsightsfromradiotherapyeducationwithchatgpt AT kayli developingeffectiveframeworksforlargelanguagemodelbasedmedicalchatbotsinsightsfromradiotherapyeducationwithchatgpt |