Abstract
Review articles are a means to structure state-of-the-art literature and to organize the growing number of scholarly publications. However, review articles are suffering from numerous limitations, weakening the impact the articles could potentially have. A key limitation is the inability of machines to access and process knowledge presented within review articles. In this work, we present SmartReviews, a review authoring and publishing tool, specifically addressing the limitations of review articles. The tool enables community-based authoring of living articles, leveraging a scholarly knowledge graph to provide machine-actionable knowledge. We evaluate the approach and tool by means of a SmartReview use case. The results indicate that the evaluated article is successfully addressing the weaknesses of the current review practices.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Similar content being viewed by others
References
Ahmetovic, D., et al.: Axessibility: a LaTeX package for mathematical formulae accessibility in PDF documents. In: ASSETS 2018 - Proceedings of the 20th International ACM SIGACCESS Conference on Computers and Accessibility, pp. 352–354 (2018). https://doi.org/10.1145/3234695.3241029
Barbour, V., Bloom, T., Lin, J., Moylan, E.: Amending published articles: time to rethink retractions and corrections? F1000Research 6, 1960 (2017). https://doi.org/10.12688/f1000research.13060.1
Berners-Lee, T., Hendler, J., Lassila, O.: The semantic web. Sci. Am. 284(5), 34–43 (2001)
Corrêa, A.S., Zander, P.O.: Unleashing tabular content to open data, pp. 54–63 (2017). https://doi.org/10.1145/3085228.3085278
Darvishy, A.: PDF accessibility: tools and challenges. In: Miesenberger, K., Kouroupetroglou, G. (eds.) ICCHP 2018. LNCS, vol. 10896, pp. 113–116. Springer, Cham (2018). https://doi.org/10.1007/978-3-319-94277-3_20
Garcia-Castro, A., Labarga, A., Garcia, L., Giraldo, O., Montaña, C., Bateman, J.A.: Semantic web and social web heading towards living documents in the life sciences. J. Web Semant. 8(2–3), 155–162 (2010). https://doi.org/10.1016/j.websem.2010.03.006
Heidorn, P.B.: Shedding light on the dark data in the long tail of science. Libr. Trends 57(2), 280–299 (2008)
Jaradeh, M.Y., et al.: Open research knowledge graph: next generation infrastructure for semantic scholarly knowledge. In: Proceedings of the 10th International Conference on Knowledge Capture, pp. 243–246 (2019). https://doi.org/10.1145/3360901.3364435
Jinha, A.: Article 50 million: an estimate of the number of scholarly articles in existence. Learn. Publish. 23(3), 258–263 (2010). https://doi.org/10.1087/20100308
Jung, D., et al.: ChartSense: interactive data extraction from chart images. In: Conference on Human Factors in Computing Systems - Proceedings 2017-May, pp. 6706–6717 (2017). https://doi.org/10.1145/3025453.3025957
Kittur, A., Kraut, R.E.: Harnessing the wisdom of crowds in wikipedia: quality through coordination (2008)
Klampfl, S., Granitzer, M., Jack, K., Kern, R.: Unsupervised document structure analysis of digital scientific articles. Int. J. Digit. Libr. 14(3–4), 83–99 (2014). https://doi.org/10.1007/s00799-014-0115-1
Lipinski, M., Yao, K., Breitinger, C., Beel, J., Gipp, B.: Evaluation of header metadata extraction approaches and tools for scientific PDF documents. In: Proceedings of the ACM/IEEE Joint Conference on Digital Libraries, pp. 385–386 (2013). https://doi.org/10.1145/2467696.2467753
Manola, F., Miller, E., McBride, B., et al.: RDF primer. W3C Recommend. 10(1–107), 6 (2004)
Mendes, E., Wohlin, C., Felizardo, K., Kalinowski, M.: When to update systematic literature reviews in software engineering. J. Syst. Softw. 167, 110607 (2020). https://doi.org/10.1016/j.jss.2020.110607
Meyer, C.A.: Distinguishing published scholarly content with CrossMark. Learn. Publish. 24(2), 87–93 (2011). https://doi.org/10.1087/20110202
Nasar, Z., Jaffry, S.W., Malik, M.K.: Information extraction from scientific articles: a survey. Scientometrics 117(3), 1931–1990 (2018). https://doi.org/10.1007/s11192-018-2921-5
Nganji, J.T.: The Portable Document Format (PDF) accessibility practice of four journal publishers. Libr. Inf. Sci. Res. 37(3), 254–262 (2015). https://doi.org/10.1016/j.lisr.2015.02.002
Oelen, A., Jaradeh, M.Y., Stocker, M., Auer, S.: Generate FAIR literature surveys with scholarly knowledge graphs. In: JCDL ’20: Proceedings of the ACM/IEEE Joint Conference on Digital Libraries in 2020, pp. 97–106 (2020). https://doi.org/10.1145/3383583.3398520
Oelen, A., Stocker, M., Auer, S.: Creating a scholarly knowledge graph from survey article tables. In: Ishita, E., Pang, N.L.S., Zhou, L. (eds.) ICADL 2020. LNCS, vol. 12504, pp. 373–389. Springer, Cham (2020). https://doi.org/10.1007/978-3-030-64452-9_35
Oelen, A., Stocker, M., Auer, S.: SmartReviews: towards human- and machine-actionable reviews. In: Berget, G., Hall, M.M., Brenn, D., Kumpulainen, S. (eds.) TPDL 2021. LNCS, vol. 12866, pp. 181–186. Springer, Cham (2021). https://doi.org/10.1007/978-3-030-86324-1_22
Prudhommeaux, E., Seaborne, A.: SPARQL query language for RDF (2008). http://www.w3.org/TR/rdf-sparql-query/
Randolph, J.J.: A guide to writing the dissertation literature review. Pract. Assess. Res. Eval. 14(1), 13 (2009)
Schmidt, L.M., Gotzsche, P.C.: Of mites and men: reference bias in narrative review articles; a systematic review. J. Fam. Pract. 54(4), 334–339 (2005)
Shanahan, D.R.: A living document: reincarnating the research article. Trials 16(1), 151 (2015). https://doi.org/10.1186/s13063-015-0666-5
Shotton, D.: Semantic publishing: the coming revolution in scientific journal publishing. Learn. Publish. 22(2), 85–94 (2009). https://doi.org/10.1087/2009202
Webster, J., Watson, R.T.: Analyzing the past to prepare for the future: writing a literature review. MIS Q. 26(2), xiii–xxiii (2002). https://doi.org/10.1.1.104.6570
Wee, B.V., Banister, D.: How to write a literature review paper? Transp. Rev. 36(2), 278–288 (2016). https://doi.org/10.1080/01441647.2015.1065456
Wilkinson, M.D., et al.: Comment: the FAIR guiding principles for scientific data management and stewardship. Sci. Data 3, 1–9 (2016). https://doi.org/10.1038/sdata.2016.18
Willinsky, J.: The access principle: the case for open access to research and scholarship. Lhs 2(1), 165–168 (2006)
Wolmark, Y.: Quality assessment. Gerontol. Soc. 99(4), 131–146 (2001). https://doi.org/10.3917/gs.099.0131
Xie, Y., Allaire, J.J., Grolemund, G.: R Markdown: The Definitive Guide. CRC Press, Boco Raton (2018)
Acknowledgements
This work was co-funded by the European Research Council for the project ScienceGRAPH (Grant agreement ID: 819536) and the TIB Leibniz Information Centre for Science and Technology.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2021 Springer Nature Switzerland AG
About this paper
Cite this paper
Oelen, A., Stocker, M., Auer, S. (2021). SmartReviews: Towards Human- and Machine-Actionable Representation of Review Articles. In: Ke, HR., Lee, C.S., Sugiyama, K. (eds) Towards Open and Trustworthy Digital Societies. ICADL 2021. Lecture Notes in Computer Science(), vol 13133. Springer, Cham. https://doi.org/10.1007/978-3-030-91669-5_9
Download citation
DOI: https://doi.org/10.1007/978-3-030-91669-5_9
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-91668-8
Online ISBN: 978-3-030-91669-5
eBook Packages: Computer ScienceComputer Science (R0)