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This research on data extraction methods applies recent advances in natural language processing to evidence synthesis based on medical texts.
Scibert: Pretrained contextualized embeddings for scientific text
Beltagy, I., Cohan, A., and Lo, K. (2019) · 1903
Earlier work this paper cites.
Huggingface’s transformers: State-of-the-art natural language processing
Wolf, T., Debut, L., Sanh, V., Chaumond, J., Delangue, C., Moi, A., Cistac, P., Rault, T., Louf, R., Funtowicz, M., and Brew, J. (2019) · 1910
Earlier work this paper cites.
Answering clinical questions with role identification
Niu, Y., Hirst, G., Mcarthur, G., and Rodriguez-Gianolli, P. (2003) · 2003
Earlier work this paper cites.
Knowledge extraction for clinical question answering : Preliminary results
Demner-Fushman, D. and Lin, J. (2005) · 2005
Earlier work this paper cites.
Emotion and social function of patients with schizophrenia and the interventional effect of tiapride: A double-blind randomized control study
Huang, Q.-m., Zhang, Z.-q., Luo, Q.-h., and CHEN, H.-h. (2005) · 2005
Earlier work this paper cites.
Unkontrollierte klinische studie zur wirksamkeit ambulanten heilfastens bei patienten mit arthrose
Schmidt, S., Stange, R., Lischka, E., Kiehntopf, M., Deufel, T., Loth, D., and Uhlemann, C. (2010) · 2010
Earlier work this paper cites.
Efficient estimation of word representations in vector space
Mikolov, T., Chen, K., Corrado, G., and Dean, J. (2013) · 2013
Earlier work this paper cites.
Information seeking features of a pico-based medical question-answering system
Vong, W. and Then, P. H. H. (2015) · 2015
Earlier work this paper cites.
Rayyan—a web and mobile app for systematic reviews
Ouzzani, M., Hammady, H., Fedorowicz, Z., and Elmagarmid, A. (2016) · 2016
Earlier work this paper cites.
Squad: 100,000+ questions for machine comprehension of text
Rajpurkar, P., Zhang, J., Lopyrev, K., and Liang, P. (2016) · 2016
Cited alongside, same era.
Analysis of the time and workers needed to conduct systematic reviews of medical interventions using data from the prospero registry
Borah, R., Brown, A. W., Capers, P. L., and Kaiser, K. A. (2017) · 2017
Cited alongside, same era.
Automating biomedical evidence synthesis: RobotReviewer
Marshall, I. J., Kuiper, J., Banner, E., and Wallace, B. C. (2017) · 2017
Cited alongside, same era.
Clef ehealth challenge multilingual information extraction
Clef (2018) · 2018
Cited alongside, same era.
A review of recent publication trends from top publishing countries
Fontelo, P. and Liu, F. (2018) · 2018
Cited alongside, same era.
PICO element detection in medical text via long short-term memory neural networks
Covidence systematic review software, Veritas Health Innovation
Covidence (2019) · 2019
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Cochrane Handbook for Systematic Reviews of Interventions
Higgins, J. P. T., Thomas, J., Chandler, J., Cumpston, M., Li, T., Page, M. J., and Welch, V. A., editors (2019) · 2019
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Chapter 1: Starting a review
Lasserson, T. J., Thomas, J., and Higgins, J. P. T. (2019) · 2019
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Chapter 4: Searching for and selecting studies
Lefebvre, C., Glanville, J., Briscoe, S., Littlewood, A., Marshall, C., Metzendorf, M. I., Noel-Storr, A., Rader, T., Shokraneh, F., Thomas, J., and Wieland, L. S. (2019) · 2019
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The systematic review toolbox
Marshall, C. (2019) · 2019
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Ebm-nlp leaderboard
Nye, B., Li, J. J., Patel, R., Yang, Y., Marshall, I., Nenkova, A., and Wallace, B. (2019) · 2019
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alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Jin, D. and Szolovits, P. (2018) · 2018
Cited alongside, same era.
A corpus with multi-level annotations of patients, interventions and outcomes to support language processing for medical literature
Nye, B., Li, J. J., Patel, R., Yang, Y., Marshall, I., Nenkova, A., and Wallace, B. (2018) · 2018
Cited alongside, same era.
bert-as-service
Xiao, H. (2018) · 2018
Cited alongside, same era.
Semantic scholar
AllenAI (2019) · 2019
Cited alongside, same era.
Bert: Pre-training of deep bidirectional transformers for language understanding
Devlin, J., Chang, M.-W., Lee, K., and Toutanova, K. (2018a)
Cited in the paper.
Bert: Pre-training of deep bidirectional transformers for language understanding
Devlin, J., Chang, M.-W., Lee, K., and Toutanova, K. (2018b)
Cited in the paper.
Introducing raptor: Revman parsing tool for reviewers
Schmidt, L., Shokraneh, F., Steinhausen, K., and Adams, C. E. (2019) · 2019
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Study-based registers reduce waste in systematic reviewing: discussion and case report
Shokraneh, F. and Adams, C. E. (2019) · 2019
Later among the works it cites.