Testing a citation and text-based framework for retrieving publications for literature reviews

CEUR Workshop Proceedings

Volumn 2080, Issue , 2018, Pages 22-33

  Sarol, M Janina ^a   Liu, Linxi ^a   Schneider, Jodi ^a  

^a UNIVERSITY OF ILLINOIS AT URBANA CHAMPAIGN   (United States)

Author keywords

Citation relationships; Literature review; Systematic search; Text mining

Indexed keywords

DATA MINING; FILTRATION;

CITATION NETWORKS; CITATION RELATIONSHIPS; LITERATURE REVIEWS; SEARCH METHOD; SEARCH PROCESS; SYSTEMATIC REVIEW; SYSTEMATIC SEARCHES; TEXT MINING;

INFORMATION RETRIEVAL;

EID: 85045391720     PISSN: 16130073     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (28)

1. Bornmann, L., Mutz, R.: Growth rates of modern science: A bibliometric analysis based on the number of publications and cited references. Journal of the Association for Information Science and Technology 66(11) (2015) 2215-2222
2. Grant, M.J., Booth, A.: A typology of reviews: an analysis of 14 review types and associated methodologies. Health Information & Libraries Journal 26(2) (2009) 91-108
3. Ross-White, A., Godfrey, C.: Is there an optimum number needed to retrieve to justify inclusion of a database in a systematic review search? Health Information and Libraries Journal 34(3) (2017) 217-224
4. Bannach-Brown, A., Przyby la, P., Thomas, J., Rice, A.S., Ananiadou, S., Liao, J., Macleod, M.R.: The use of text-mining and machine learning algorithms in systematic reviews: reducing workload in preclinical biomedical sciences and reducing human screening error [biorxiv:255760]. (2018)
5. Hoang, L.K., Schneider, J.: Opportunities for computer support for systematic reviewing- A gap analysis. In: iConference 2018 Proceedings, iSchools (2018)
6. Van Eck, N.J., Waltman, L.: Systematic retrieval of scientific literature based on citation relations: Introducing the CitNetExplorer tool. In: International Workshop on Bibliometric-enhanced Information Retrieval (BIR 2014) at the European Conference on Information Retrieval. (2014) 13-20
7. Peroni, S., Shotton, D., Vitali, F.: One year of the OpenCitations corpus. In: International Semantic Web Conference, Springer (2017) 184-192
8. Wang, X., McCallum, A., Wei, X.: Topical n-grams: Phrase and topic discovery, with an application to information retrieval. In: Proceedings of the 7th IEEE International Conference on Data Mining (ICDM 2007), October 28-31, 2007, Omaha, Nebraska, USA. (2007) 697-702
9. Wang, C., Blei, D.M.: Collaborative topic modeling for recommending scientific articles. In: Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, ACM (2011) 448-456
10. O'Mara-Eves, A., Thomas, J., McNaught, J., Miwa, M., Ananiadou, S.: Using text mining for study identification in systematic reviews: a systematic review of current approaches. Systematic Reviews 4(1) (2015) 5
11. Li, D., Wang, Z., Wang, L., Sohn, S., Shen, F., Murad, M.H., Liu, H.: A text-mining framework for supporting systematic reviews. American Journal of Information Management 1(1) (2016) 1-9
12. Kontonatsios, G., Brockmeier, A.J., Przyby la, P., McNaught, J., Mu, T., Goulermas, J.Y., Ananiadou, S.: A semi-supervised approach using label propagation to support citation screening. Journal of Biomedical Informatics 72 (2017) 67-76
13. Pao, M.L.: Term and citation retrieval: A éld study. Information Processing and Management 29(1) (1993) 95-112
14. White, H.D.: Bag of works retrieval: T.F.∗IDF weighting of co-cited works. In: International Workshop on Bibliometric-enhanced Information Retrieval at the European Conference on Information Retrieval. (2016) 63-72
15. Knoth, P., Khadka, A.: Can we do better than co-citations? bringing citation proximity analysis from idea to practice in research article recommendation. In: Proceedings of the 2nd Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2017). (2017) 14-25
16. Belter, C.W.: Citation analysis as a literature search method for systematic reviews. Journal of the Association for Information Science and Technology 67(11) (2016) 2766-2777
17. Wolfram, D.: Bibliometrics, information retrieval and natural language processing: Natural synergies to support digital library research. In: Proceedings of the Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2016). (2016) 6-13
18. Glänzel, W.: Bibliometrics-aided retrieval: Where information retrieval meets scientometrics. Scientometrics 102(3) (2015) 2215-2222
19. Silva, F.N., Amancio, D.R., Bardosova, M., Costa, L.d.F., Oliveira, O.N.: Using network science and text analytics to produce surveys in a scientific topic. Journal of Informetrics 10(2) (2016) 487-502
20. Rose, S., Engel, D., Cramer, N., Cowley, W.: Automatic keyword extraction from individual documents. Text Mining: Applications and Theory (2010) 1-20
21. Chapman, E., Reveiz, L., Illanes, E., Bonfill Cosp, X.: Antibiotic regimens for management of intra-amniotic infection. Cochrane Database of Systematic Reviews 12 (2014)
22. Day, J., Zienius, K., Gehring, K., Grosshans, D., Taphoorn, M., Grant, R., Li, J., Brown, P.D.: Interventions for preventing and ameliorating cognitive deficits in adults treated with cranial irradiation. Cochrane Database of Systematic Reviews 12 (2014)
23. Flowers, N., Hartley, L., Rees, K.: Co-enzyme Q10 supplementation for the primary prevention of cardiovascular disease. Cochrane Database of Systematic Reviews 2 (2014)
24. Jackson, M.J., Veeratterapillay, R., Harding, C., Dorkin, T.J.: Intermittent selfdilatation for urethral stricture disease in men. Cochrane Database of Systematic Reviews (12) (2014)
25. McRobbie, H., Bullen, C., Hartmann-Boyce, J., Hajek, P.: Electronic cigarettes for smoking cessation and reduction. Cochrane Database of Systematic Reviews 12 (2014)
26. Song, H., Zhu, J., Lu, D.: Long-term proton pump inhibitor (PPI) use and the development of gastric pre-malignant lesions. Cochrane Database of Systematic Reviews 12 (2014)
27. Higgins, J.P., Green, S., eds.: Cochrane handbook for systematic reviews of interventions. Volume 5.1.0. John Wiley & Sons (2011)
28. Kanoulas, E., Li, D., Azzopardi, L., Spijker, R.: CLEF 2017 technologically assisted reviews in empirical medicine overview. In: Working Notes of CLEF 2017 - Conference and Labs of the Evaluation Forum. Volume CEUR 1866. (2017) 1-29