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人工智能时代的假论文检测。

Detection of fake papers in the era of artificial intelligence.

机构信息

Amrita School of Engineering, Amrita Vishwa Vidyapeetham, Amritapuri, Kerala, India.

Technology Forecasting Department, SnowaTec Technology Center and Innovation Factory, Entekhab Industrial Group, Isfahan, Iran.

出版信息

Diagnosis (Berl). 2023 Aug 17;10(4):390-397. doi: 10.1515/dx-2023-0090. eCollection 2023 Nov 1.

Abstract

OBJECTIVES

Paper mills, companies that write scientific papers and gain acceptance for them, then sell authorships of these papers, present a key challenge in medicine and other healthcare fields. This challenge is becoming more acute with artificial intelligence (AI), where AI writes the manuscripts and then the paper mills sell the authorships of these papers. The aim of the current research is to provide a method for detecting fake papers.

METHODS

The method reported in this article uses a machine learning approach to create decision trees to identify fake papers. The data were collected from Web of Science and multiple journals in various fields.

RESULTS

The article presents a method to identify fake papers based on the results of decision trees. Use of this method in a case study indicated its effectiveness in identifying a fake paper.

CONCLUSIONS

This method to identify fake papers is applicable for authors, editors, and publishers across fields to investigate a single paper or to conduct an analysis of a group of manuscripts. Clinicians and others can use this method to evaluate articles they find in a search to ensure they are not fake articles and instead report actual research that was peer reviewed prior to publication in a journal.

摘要

目的

论文工厂,即撰写科学论文并使其获得认可,然后出售这些论文作者署名的公司,是医学和其他医疗保健领域的一个主要挑战。随着人工智能(AI)的出现,这一挑战变得更加严峻,因为 AI 撰写手稿,然后论文工厂出售这些论文的作者署名。本研究的目的是提供一种检测假论文的方法。

方法

本文报道的方法使用机器学习方法创建决策树来识别假论文。数据来自 Web of Science 和多个不同领域的期刊。

结果

本文提出了一种基于决策树结果识别假论文的方法。在案例研究中使用该方法表明其在识别假论文方面的有效性。

结论

该识别假论文的方法适用于各个领域的作者、编辑和出版商,可用于调查单篇论文或对一组手稿进行分析。临床医生和其他人员可以使用这种方法来评估他们在搜索中找到的文章,以确保这些文章不是假文章,而是在期刊发表前经过同行评审的实际研究报告。

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