运用混合方法进行文献回顾:抑郁症研究的个案研究

IF 2.1 Q2 INFORMATION SCIENCE & LIBRARY SCIENCE Information Discovery and Delivery Pub Date : 2023-11-03 DOI:10.1108/idd-03-2022-0020
Salam Abdallah, Ashraf Khalil
{"title":"运用混合方法进行文献回顾:抑郁症研究的个案研究","authors":"Salam Abdallah, Ashraf Khalil","doi":"10.1108/idd-03-2022-0020","DOIUrl":null,"url":null,"abstract":"Purpose This study aims to understand and a lay a foundation of how analytics has been used in depression management, this study conducts a systematic literature review using two techniques – text mining and manual review. The proposed methodology would aid researchers in identifying key concepts and research gaps, which in turn, will help them to establish the theoretical background supporting their empirical research objective. Design/methodology/approach This paper explores a hybrid methodology for literature review (HMLR), using text mining prior to systematic manual review. Findings The proposed rapid methodology is an effective tool to automate and speed up the process required to identify key and emerging concepts and research gaps in any specific research domain while conducting a systematic literature review. It assists in populating a research knowledge graph that does not reach all semantic depths of the examined domain yet provides some science-specific structure. Originality/value This study presents a new methodology for conducting a literature review for empirical research articles. This study has explored an “HMLR” that combines text mining and manual systematic literature review. Depending on the purpose of the research, these two techniques can be used in tandem to undertake a comprehensive literature review, by combining pieces of complex textual data together and revealing areas where research might be lacking.","PeriodicalId":43488,"journal":{"name":"Information Discovery and Delivery","volume":"136 1","pages":"0"},"PeriodicalIF":2.1000,"publicationDate":"2023-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Using a hybrid methodology for literature review: a case study in depression research\",\"authors\":\"Salam Abdallah, Ashraf Khalil\",\"doi\":\"10.1108/idd-03-2022-0020\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Purpose This study aims to understand and a lay a foundation of how analytics has been used in depression management, this study conducts a systematic literature review using two techniques – text mining and manual review. The proposed methodology would aid researchers in identifying key concepts and research gaps, which in turn, will help them to establish the theoretical background supporting their empirical research objective. Design/methodology/approach This paper explores a hybrid methodology for literature review (HMLR), using text mining prior to systematic manual review. Findings The proposed rapid methodology is an effective tool to automate and speed up the process required to identify key and emerging concepts and research gaps in any specific research domain while conducting a systematic literature review. It assists in populating a research knowledge graph that does not reach all semantic depths of the examined domain yet provides some science-specific structure. Originality/value This study presents a new methodology for conducting a literature review for empirical research articles. This study has explored an “HMLR” that combines text mining and manual systematic literature review. Depending on the purpose of the research, these two techniques can be used in tandem to undertake a comprehensive literature review, by combining pieces of complex textual data together and revealing areas where research might be lacking.\",\"PeriodicalId\":43488,\"journal\":{\"name\":\"Information Discovery and Delivery\",\"volume\":\"136 1\",\"pages\":\"0\"},\"PeriodicalIF\":2.1000,\"publicationDate\":\"2023-11-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Information Discovery and Delivery\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1108/idd-03-2022-0020\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"INFORMATION SCIENCE & LIBRARY SCIENCE\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Information Discovery and Delivery","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1108/idd-03-2022-0020","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"INFORMATION SCIENCE & LIBRARY SCIENCE","Score":null,"Total":0}
引用次数: 0

摘要

本研究旨在了解分析学在抑郁症管理中的应用,并为其奠定基础。本研究采用文本挖掘和人工回顾两种技术进行了系统的文献综述。所提出的方法将帮助研究人员确定关键概念和研究差距,这反过来将帮助他们建立支持其实证研究目标的理论背景。设计/方法/方法本文探索了一种文献综述(HMLR)的混合方法,在系统的人工综述之前使用文本挖掘。所提出的快速方法是一种有效的工具,可以在进行系统的文献综述时自动化和加速识别任何特定研究领域的关键和新兴概念和研究差距所需的过程。它有助于填充一个研究知识图,该图没有达到所研究领域的所有语义深度,但提供了一些科学特定的结构。本研究提出了一种对实证研究文章进行文献综述的新方法。本研究探索了文本挖掘与手工系统文献综述相结合的“HMLR”。根据研究的目的,这两种技术可以同时使用,通过将复杂的文本数据片段结合在一起,揭示研究可能缺乏的领域,从而进行全面的文献综述。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Using a hybrid methodology for literature review: a case study in depression research
Purpose This study aims to understand and a lay a foundation of how analytics has been used in depression management, this study conducts a systematic literature review using two techniques – text mining and manual review. The proposed methodology would aid researchers in identifying key concepts and research gaps, which in turn, will help them to establish the theoretical background supporting their empirical research objective. Design/methodology/approach This paper explores a hybrid methodology for literature review (HMLR), using text mining prior to systematic manual review. Findings The proposed rapid methodology is an effective tool to automate and speed up the process required to identify key and emerging concepts and research gaps in any specific research domain while conducting a systematic literature review. It assists in populating a research knowledge graph that does not reach all semantic depths of the examined domain yet provides some science-specific structure. Originality/value This study presents a new methodology for conducting a literature review for empirical research articles. This study has explored an “HMLR” that combines text mining and manual systematic literature review. Depending on the purpose of the research, these two techniques can be used in tandem to undertake a comprehensive literature review, by combining pieces of complex textual data together and revealing areas where research might be lacking.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Information Discovery and Delivery
Information Discovery and Delivery INFORMATION SCIENCE & LIBRARY SCIENCE-
CiteScore
5.40
自引率
4.80%
发文量
21
期刊介绍: Information Discovery and Delivery covers information discovery and access for digital information researchers. This includes educators, knowledge professionals in education and cultural organisations, knowledge managers in media, health care and government, as well as librarians. The journal publishes research and practice which explores the digital information supply chain ie transport, flows, tracking, exchange and sharing, including within and between libraries. It is also interested in digital information capture, packaging and storage by ‘collectors’ of all kinds. Information is widely defined, including but not limited to: Records, Documents, Learning objects, Visual and sound files, Data and metadata and , User-generated content.
期刊最新文献
Visualizing the evolution of touchscreen research by scientometric analysis Analyzing user sentiments toward selected content management software: a sentiment analysis of viewer’s comments on YouTube Usability testing of a website through different devices: a task-based approach in a public university setting in Bangladesh Exploring Information Systems (IS) curricula: a semantic analysis approach Examines the value of cloud computing adoption as a proxy for IT flexibility and effectiveness
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1