Evaluating the Feasibility of ChatGPT in Healthcare: An Analysis of Multiple Clinical and Research Scenarios

Оценка применимости ChatGPT в здравоохранении: анализ различных клинических и исследовательских сценариев
Marco Cascella, Elena Bignami, Valentina Bellini, Jonathan Montomoli
2023-03-04

ChatGPTclinical practicehealthcare applicationslarge language modelsresearch ethics
This paper aims to highlight the potential applications and limits of a large language model (LLM) in healthcare. ChatGPT is a recently developed LLM that was trained on a massive dataset of text for dialogue with users. Although AI-based language models like ChatGPT have demonstrated impressive capabilities, it is uncertain how well they will perform in real-world scenarios, particularly in fields such as medicine where high-level and complex thinking is necessary. Furthermore, while the use of ChatGPT in writing scientific articles and other scientific outputs may have potential benefits, important ethical concerns must also be addressed. Consequently, we investigated the feasibility of ChatGPT in clinical and research scenarios: (1) support of the clinical practice, (2) scientific production, (3) misuse in medicine and research, and (4) reasoning about public health topics. Results indicated that it is important to recognize and promote education on the appropriate use and potential pitfalls of AI-based LLMs in medicine.
1
ChatGPT shows potential applications in healthcare, but its performance remains uncertain for real-world medical tasks requiring complex, high-level reasoning.
2
The analysis identifies potential misuse of ChatGPT in medicine and research, highlighting the need for safeguards and responsible application.
3
The findings support educating healthcare and research communities about appropriate LLM use and potential pitfalls.
4
The study evaluates ChatGPT’s feasibility across clinical support, scientific production, misuse risks, and public-health reasoning scenarios.
5
Using ChatGPT for scientific writing may provide benefits while raising important ethical concerns about scientific production.

ChatGPT as a large language model in healthcare, clinical practice, and scientific research

The feasibility, potential applications, limitations, ethical risks, and misuse of ChatGPT across clinical, scientific, medical-research, and public-health scenarios

Publication Details
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2023-03-04
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Authors
Marco Cascella
Elena Bignami
Valentina Bellini
Jonathan Montomoli
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