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A., Williams, Brendan A., Workman, Alan D., Xiang, Tingxiu, Xie, Li-Xin, Xu, Jun, Xu, Taosheng, Yang, Chongjun, Yoon, Jihoon G., Yuan, Christina M., Zaritsky, Arno, Zhang, Yao, Zhao, Haochen, Zuckerman, Hannah, Lyu, Ran, Pullan, Wayne and Zhou, Yaoqi ORCID: 0000-0002-9958-5699 (2019). Large expert-curated database for benchmarking document similarity detection in biomedical literature search. Database. OXFORD: OXFORD UNIV PRESS. ISSN 1758-0463

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Abstract

Document recommendation systems for locating relevant literature have mostly relied on methods developed a decade ago. This is largely due to the lack of a large offline gold-standard benchmark of relevant documents that cover a variety of research fields such that newly developed literature search techniques can be compared, improved and translated into practice. To overcome this bottleneck, we have established the RElevant LIterature SearcH consortium consisting of more than 1500 scientists from 84 countries, who have collectively annotated the relevance of over 180 000 PubMed-listed articles with regard to their respective seed (input) article/s. The majority of annotations were contributed by highly experienced, original authors of the seed articles. The collected data cover 76% of all unique PubMed Medical Subject Headings descriptors. No systematic biases were observed across different experience levels, research fields or time spent on annotations. More importantly, annotations of the same document pairs contributed by different scientists were highly concordant. We further show that the three representative baseline methods used to generate recommended articles for evaluation (Okapi Best Matching 25, Term Frequency-Inverse Document Frequency and PubMed Related Articles) had similar overall performances. Additionally, we found that these methods each tend to produce distinct collections of recommended articles, suggesting that a hybrid method may be required to completely capture all relevant articles. The established database server located at https://relishdb.ict.griffith.edu.au is freely available for the downloading of annotation data and the blind testing of new methods. We expect that this benchmark will be useful for stimulating the development of new powerful techniques for title and title/abstract-based search engines for relevant articles in biomedical research.

Item Type: Journal Article
Creators:
CreatorsEmailORCIDORCID Put Code
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Pridans, ClareUNSPECIFIEDorcid.org/0000-0001-9423-557XUNSPECIFIED
Psaroulaki, AnnaUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Pujala, Ravi KumarUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Pulido-Arjona, LeonardoUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Qi, Peng-FeiUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Rahman, ProtonUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Rai, Nayanjot K.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Rassaf, TienushUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Refardt, JulieUNSPECIFIEDorcid.org/0000-0002-3040-4685UNSPECIFIED
Ricciardi, WalterUNSPECIFIEDorcid.org/0000-0002-5655-688XUNSPECIFIED
Riess, OlafUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Rovas, AlexandrosUNSPECIFIEDorcid.org/0000-0003-3866-0701UNSPECIFIED
Sacks, Frank M.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Saleh, SherifUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Sampson, ChristopherUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Schmutz, AxelUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Sepanski, RobertUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Sharma, NeerajUNSPECIFIEDorcid.org/0000-0003-1006-6321UNSPECIFIED
Singh, ManishaUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Spearman, PaulUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Subramaniapillai, MehalaUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Swali, RituUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Tan, Cher M.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Tellechea, Juan I.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Thomas, Lisa-MarieUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Tong, XinUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Veys, RalfUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Vitriol, VeronicaUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Wang, Horng-DarUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Wang, JinhuiUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Wang, JiucunUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Waugh, JasonUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Webb, S. A.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Williams, Brendan A.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Workman, Alan D.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Xiang, TingxiuUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Xie, Li-XinUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Xu, JunUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Xu, TaoshengUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Yang, ChongjunUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Yoon, Jihoon G.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Yuan, Christina M.UNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Zaritsky, ArnoUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Zhang, YaoUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Zhao, HaochenUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Zuckerman, HannahUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Lyu, RanUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Pullan, WayneUNSPECIFIEDUNSPECIFIEDUNSPECIFIED
Zhou, YaoqiUNSPECIFIEDorcid.org/0000-0002-9958-5699UNSPECIFIED
URN: urn:nbn:de:hbz:38-130192
DOI: 10.1093/database/baz085
Journal or Publication Title: Database
Date: 2019
Publisher: OXFORD UNIV PRESS
Place of Publication: OXFORD
ISSN: 1758-0463
Language: English
Faculty: Unspecified
Divisions: Unspecified
Subjects: no entry
Uncontrolled Keywords:
KeywordsLanguage
Mathematical & Computational BiologyMultiple languages
Refereed: Yes
URI: http://kups.ub.uni-koeln.de/id/eprint/13019

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