A Multi-Channel Convolutional Neural Network approach to automate the citation screening process
暂无分享,去创建一个
[1] Jeffrey Pennington,et al. GloVe: Global Vectors for Word Representation , 2014, EMNLP.
[2] Yoon Kim,et al. Convolutional Neural Networks for Sentence Classification , 2014, EMNLP.
[3] Jing Liao,et al. Machine learning algorithms for systematic review: reducing workload in a preclinical review of animal studies and reducing human screening error , 2019, Systematic Reviews.
[4] O. Dieste,et al. Developing Search Strategies for Detecting Relevant Experiments for Systematic Reviews , 2007, First International Symposium on Empirical Software Engineering and Measurement (ESEM 2007).
[5] Isabel Segura-Bedmar,et al. Comparing deep learning architectures for sentiment analysis on drug reviews , 2020, J. Biomed. Informatics.
[6] Ruoyu Chen,et al. A Text Sentiment Classification Modeling Method Based on Coordinated CNN‐LSTM‐Attention Model , 2019, Chinese Journal of Electronics.
[7] Aaron M. Cohen,et al. Letter: Performance of support-vector-machine-based classification on 15 systematic review topics evaluated with the WSS@95 measure , 2011, J. Am. Medical Informatics Assoc..
[8] Jian-Yun Nie,et al. Discriminating between empirical studies and nonempirical works using automated text classification , 2018, Research synthesis methods.
[9] Stan Matwin,et al. Building Systematic Reviews Using Automatic Text Classification Techniques , 2010, COLING.
[10] Ronald Gualán,et al. A ranking-based approach for supporting the initial selection of primary studies in a Systematic Literature Review , 2019, 2019 XLV Latin American Computing Conference (CLEI).
[11] Jian Sun,et al. Deep Residual Learning for Image Recognition , 2015, 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR).
[12] Carla E. Brodley,et al. Semi-automated screening of biomedical citations for systematic reviews , 2010, BMC Bioinformatics.
[13] Zhiyuan Liu,et al. A C-LSTM Neural Network for Text Classification , 2015, ArXiv.
[14] Brahim Ouhbi,et al. Using rule-based classifiers in systematic reviews: a semantic class association rules approach , 2015, iiWAS.
[15] Juan Jose García Adeva,et al. Automatic text classification to support systematic reviews in medicine , 2014, Expert Syst. Appl..
[16] Taghi M. Khoshgoftaar,et al. Survey on deep learning with class imbalance , 2019, J. Big Data.
[17] Rosane Minghim,et al. A visual analysis approach to validate the selection review of primary studies in systematic reviews , 2012, Inf. Softw. Technol..
[18] Bedir Tekinerdogan,et al. Model-based testing for software safety: a systematic mapping study , 2017, Software Quality Journal.
[19] M Bartholomew,et al. James Lind’s Treatise of the Scurvy (1753) , 2002, Postgraduate medical journal.
[20] Dina Demner-Fushman,et al. Screening nonrandomized studies for medical systematic reviews: A comparative study of classifiers , 2012, Artif. Intell. Medicine.
[21] Jianfeng Gao,et al. Deep Learning Based Text Classification: A Comprehensive Review , 2020, ArXiv.
[22] Stan Matwin,et al. Exploiting the systematic review protocol for classification of medical abstracts , 2011, Artif. Intell. Medicine.
[23] Prem Timsina,et al. Advanced analytics for the automation of medical systematic reviews , 2016, Inf. Syst. Frontiers.
[24] Tingting Mu,et al. A semi-supervised approach using label propagation to support citation screening , 2017, J. Biomed. Informatics.
[25] Stephen G. MacDonell,et al. A visual analysis approach to update systematic reviews , 2014, EASE '14.
[26] Lisa Hartling,et al. Systematic review of the use of process evaluations in knowledge translation research , 2019, Systematic Reviews.
[27] Aaron M. Cohen,et al. Research Paper: Cross-Topic Learning for Work Prioritization in Systematic Review Creation and Update , 2009, J. Am. Medical Informatics Assoc..
[28] Carla E. Brodley,et al. Active learning for biomedical citation screening , 2010, KDD.
[29] Enrico Coiera,et al. Automated screening of research studies for systematic reviews using study characteristics , 2018, Systematic Reviews.
[30] Shanthi Nagarajan,et al. IKKβ inhibitor identification: a multi-filter driven novel scaffold , 2010, BMC Bioinformatics.
[31] Abhishek Verma,et al. Deep CNN-LSTM with combined kernels from multiple branches for IMDb review sentiment analysis , 2017, 2017 IEEE 8th Annual Ubiquitous Computing, Electronics and Mobile Communication Conference (UEMCON).
[32] Thiago R. P. M. Rúbio,et al. Enhancing academic literature review through relevance recommendation: Using bibliometric and text-based features for classification , 2016, 2016 11th Iberian Conference on Information Systems and Technologies (CISTI).
[33] Seunghee Kim,et al. An SVM-based high-quality article classifier for systematic reviews , 2014, J. Biomed. Informatics.
[34] Bedir Tekinerdogan,et al. A decision support system for automating document retrieval and citation screening , 2021, Expert Syst. Appl..
[35] Dinesh Kumar Vishwakarma,et al. Sentiment analysis using deep learning architectures: a review , 2019, Artificial Intelligence Review.
[36] Duy Duc An Bui,et al. Extractive text summarization system to aid data extraction from full text in systematic review development , 2016, J. Biomed. Informatics.
[37] William R. Hersh,et al. Reducing workload in systematic review preparation using automated citation classification. , 2006, Journal of the American Medical Informatics Association : JAMIA.
[38] K. Bretonnel Cohen,et al. The structural and content aspects of abstracts versus bodies of full text journal articles are different , 2010, BMC Bioinformatics.
[39] Brian E. Howard,et al. SWIFT-Review: a text-mining workbench for systematic review , 2016, Systematic Reviews.
[40] Bedir Tekinerdogan,et al. Automation of systematic literature reviews: A systematic literature review , 2021, Inf. Softw. Technol..
[41] Ioannis Korkontzelos,et al. Using a neural network-based feature extraction method to facilitate citation screening for systematic reviews , 2020, Expert Syst. Appl. X.
[42] Pearl Brereton,et al. The use of bibliography enriched features for automatic citation screening , 2019, J. Biomed. Informatics.
[43] Kaiming He,et al. Focal Loss for Dense Object Detection , 2017, 2017 IEEE International Conference on Computer Vision (ICCV).
[44] P. Glasziou,et al. Are systematic reviews up-to-date at the time of publication? , 2013, Systematic Reviews.
[45] Yoav Goldberg,et al. Understanding Convolutional Neural Networks for Text Classification , 2018, BlackboxNLP@EMNLP.
[46] Sophia Ananiadou,et al. Topic detection using paragraph vectors to support active learning in systematic reviews , 2016, J. Biomed. Informatics.
[47] Stan Matwin,et al. A new algorithm for reducing the workload of experts in performing systematic reviews , 2010, J. Am. Medical Informatics Assoc..
[48] Adrian Tsang,et al. Data Sampling and Supervised Learning for HIV Literature Screening , 2016, IEEE Transactions on NanoBioscience.