Using ChatGPT to Generate Research Ideas in Dysphagia: A Pilot Study.

IF 2.2 3区 医学 Q1 OTORHINOLARYNGOLOGY Dysphagia Pub Date : 2024-06-01 Epub Date: 2023-10-31 DOI:10.1007/s00455-023-10623-9
Yuval Nachalon, Maya Broer, Nogah Nativ-Zeltzer
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Abstract

Current research in dysphagia faces challenges due to the rapid growth of scientific literature and the interdisciplinary nature of the field. To address this, the study evaluates ChatGPT, an AI language model, as a supplementary resource to assist clinicians and researchers in generating research ideas for dysphagia, utilizing recent advancements in natural language processing and machine learning. The research ideas were generated through ChatGPT's command to explore diverse aspects of dysphagia. A web-based survey was conducted, 45 dysphagia experts were asked to rank each study on a scale of 1 to 5 according to feasibility, novelty, clinical implications, and relevance to current practice. A total of 26 experts (58%) completed the survey. The mean (± sd) rankings of research ideas were 4.03 (± 0.17) for feasibility, 3.5 (± 0.17) for potential impact on the field, 3.84 (± 0.12) for clinical relevance, and 3.08 (± 0.36) for novelty and innovation. Results of this study suggest that ChatGPT offers a promising approach to generating research ideas in dysphagia. While its current capability to generate innovative ideas appears limited, it can serve as a supplementary resource for researchers.

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使用ChatGPT产生吞咽困难的研究思路:一项初步研究。
由于科学文献的快速增长和该领域的跨学科性质,目前对吞咽困难的研究面临挑战。为了解决这一问题,该研究评估了人工智能语言模型ChatGPT,将其作为一种补充资源,利用自然语言处理和机器学习的最新进展,帮助临床医生和研究人员产生吞咽困难的研究想法。这些研究想法是通过ChatGPT的命令产生的,目的是探索吞咽困难的各个方面。进行了一项基于网络的调查,要求45名吞咽困难专家根据可行性、新颖性、临床意义和与当前实践的相关性,对每项研究进行1-5分的排名。共有26名专家(58%)完成了调查。平均值(± sd)研究思路排名为4.03(± 0.17),3.5(± 0.17),3.84(± 0.12)和3.08(± 0.36)用于新颖性和创新性。这项研究的结果表明,ChatGPT为产生吞咽困难的研究思路提供了一种很有前途的方法。虽然它目前产生创新想法的能力似乎有限,但它可以作为研究人员的补充资源。
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来源期刊
Dysphagia
Dysphagia 医学-耳鼻喉科学
CiteScore
4.90
自引率
15.40%
发文量
149
审稿时长
6-12 weeks
期刊介绍: Dysphagia aims to serve as a voice for the benefit of the patient. The journal is devoted exclusively to swallowing and its disorders. The purpose of the journal is to provide a source of information to the flourishing dysphagia community. Over the past years, the field of dysphagia has grown rapidly, and the community of dysphagia researchers have galvanized with ambition to represent dysphagia patients. In addition to covering a myriad of disciplines in medicine and speech pathology, the following topics are also covered, but are not limited to: bio-engineering, deglutition, esophageal motility, immunology, and neuro-gastroenterology. The journal aims to foster a growing need for further dysphagia investigation, to disseminate knowledge through research, and to stimulate communication among interested professionals. The journal publishes original papers, technical and instrumental notes, letters to the editor, and review articles.
期刊最新文献
Dysphagia Screening in Residential Long-Term Care Settings in the Republic of Ireland: A Cross-Sectional Survey. Impacts of Deep Brain Stimulation of the Globus Pallidus Internus on Swallowing: A Retrospective, Cross-Sectional Study. Maximum Anterior Tongue Strength and Maximum Lip Strength in Healthy Spanish Adults: A Proposal of Reference Values. Presbyphagia: A Conceptual Analysis of Contemporary Proposals and Their Influences on Clinical Diagnosis. Prediction of Pharyngeal 3D Volume Using 2D Lateral Area Measurements During Swallowing.
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