Large expert-curated database for benchmarking document similarity detection in biomedical literature search

Επιστημονική δημοσίευση - Άρθρο Περιοδικού uoadl:3106365 101 Αναγνώσεις

Μονάδα:
Ερευνητικό υλικό ΕΚΠΑ
Τίτλος:
Large expert-curated database for benchmarking document similarity detection in biomedical literature search
Γλώσσες Τεκμηρίου:
Αγγλικά
Περίληψη:
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 science. © The Author(s) 2019. Published by Oxford University Press.
Έτος δημοσίευσης:
2019
Συγγραφείς:
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Zhou, Y.
Tan, A.-C.
El-Esawi, M.A.
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Blanck, O.
Gladue, D.P.
Almeida, G.M.F.
Cernava, T.
Sorzano, C.O.
Yeung, A.W.K.
Engel, M.S.
Chandrasekaran, A.R.
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Staege, M.S.
Daulatabad, S.V.
Widera, D.
Zhang, J.
Meule, A.
Honjo, K.
Pourret, O.
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Zhang, Z.
Cascella, M.
Flegel, W.A.
Goodyear, C.S.
van Raaij, M.J.
Bukowy-Bieryllo, Z.
Campana, L.G.
Kurniawan, N.A.
Lalaouna, D.
Hüttner, F.J.
Ammerman, B.A.
Ehret, F.
Cobine, P.A.
Tan, E.-C.
Han, H.
Xia, W.
McCrum, C.
Dings, R.P.M.
Marinello, F.
Nilsson, H.
Nixon, B.
Voskarides, K.
Yang, L.
Costa, V.D.
Bengtsson-Palme, J.
Bradshaw, W.
Grimm, D.G.
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Prieto, D.
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Zhang, C.
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RELISH Consortium
Περιοδικό:
ACM SIGMIS Database
Εκδότης:
Oxford University Press
Τόμος:
2019
Σελίδες:
1-67
Λέξεις-κλειδιά:
article; benchmarking; human; medical research; Medical Subject Headings; Medline; nonhuman; okapi; plant seed; search engine; statistical bias; systematic review
Επίσημο URL (Εκδότης):
DOI:
10.1093/database/baz085
Το ψηφιακό υλικό του τεκμηρίου δεν είναι διαθέσιμο.