Machine learning techniques for the automation of literature reviews and systematic reviews in EFSA
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[1] Brian E. Howard,et al. SWIFT-Review: a text-mining workbench for systematic review , 2016, Systematic Reviews.
[2] Lisa Hartling,et al. Applying the Risk of Bias Tool in a Systematic Review of Combination Long-Acting Beta-Agonists and Inhaled Corticosteroids for Persistent Asthma , 2011, PloS one.
[3] Pearl Brereton,et al. A critical analysis of studies that address the use of text mining for citation screening in systematic reviews , 2016, EASE.
[4] Peter J. Rousseeuw,et al. Finding Groups in Data: An Introduction to Cluster Analysis , 1990 .
[5] Steven Tong,et al. Protocol for the systematic review of the prevention, treatment and public health management of impetigo, scabies and fungal skin infections in resource-limited settings , 2016, Systematic Reviews.
[6] Fabrizio Sebastiani,et al. Machine learning in automated text categorization , 2001, CSUR.
[7] Siddhartha Jonnalagadda,et al. A new iterative method to reduce workload in systematic review process , 2013, Int. J. Comput. Biol. Drug Des..
[8] J. Higgins,et al. Cochrane Handbook for Systematic Reviews of Interventions, Version 5.1.0. The Cochrane Collaboration , 2013 .
[9] Maria Simi,et al. Experiments on the Use of Feature Selection and Negative Evidence in Automated Text Categorization , 2000, ECDL.
[10] Blair H. Smith,et al. Physical activity and exercise for chronic pain in adults: an overview of Cochrane Reviews , 2017, The Cochrane database of systematic reviews.
[11] Dina Demner-Fushman,et al. Towards Automating the Initial Screening Phase of a Systematic Review , 2010, MedInfo.
[12] Shlomo Argamon,et al. Automatic Summarization of Results from Clinical Trials , 2011, 2011 IEEE International Conference on Bioinformatics and Biomedicine.
[13] Jian-Yun Nie,et al. Clinical Information Retrieval using Document and PICO Structure , 2010, NAACL.
[14] Jung-Hsien Chiang,et al. Automating the process of critical appraisal and assessing the strength of evidence with information extraction technology. , 2011, Journal of evaluation in clinical practice.
[15] Klaus Nordhausen,et al. The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition by Trevor Hastie, Robert Tibshirani, Jerome Friedman , 2009 .
[16] Prem Timsina,et al. Advanced analytics for the automation of medical systematic reviews , 2016, Inf. Syst. Frontiers.
[17] James Bailey,et al. Document clustering of scientific texts using citation contexts , 2010, Information Retrieval.
[18] Paul Glasziou,et al. Better duplicate detection for systematic reviewers: evaluation of Systematic Review Assistant-Deduplication Module , 2015, Systematic Reviews.
[19] William R. Hersh,et al. Reducing workload in systematic review preparation using automated citation classification. , 2006, Journal of the American Medical Informatics Association : JAMIA.
[20] Carla E. Brodley,et al. Semi-automated screening of biomedical citations for systematic reviews , 2010, BMC Bioinformatics.
[21] Nathalie Japkowicz,et al. Using Classifier Performance Visualization to Improve Collective Ranking Techniques for Biomedical Abstracts Classification , 2010, Canadian Conference on AI.
[22] Guilherme Del Fiol,et al. Text summarization in the biomedical domain: A systematic review of recent research , 2014, J. Biomed. Informatics.
[23] Aurélien Garivier,et al. On the Complexity of Best-Arm Identification in Multi-Armed Bandit Models , 2014, J. Mach. Learn. Res..
[24] Geoffrey I. Webb,et al. Not So Naive Bayes: Aggregating One-Dependence Estimators , 2005, Machine Learning.
[25] Todd R. Johnson,et al. Improving the utility of MeSH® terms using the TopicalMeSH representation , 2016, J. Biomed. Informatics.
[26] David R. Karger,et al. Tackling the Poor Assumptions of Naive Bayes Text Classifiers , 2003, ICML.
[27] Byron C. Wallace,et al. Automating Risk of Bias Assessment for Clinical Trials , 2014, IEEE Journal of Biomedical and Health Informatics.
[28] Raul Rodriguez-Esteban,et al. Figure mining for biomedical research , 2009, Bioinform..
[29] Ahmed K. Elmagarmid,et al. Learning to identify relevant studies for systematic reviews using random forest and external information , 2015, Machine Learning.
[30] D. Fan,et al. Find Duplicates among the PubMed, EMBASE, and Cochrane Library Databases in Systematic Review , 2013, PloS one.
[31] Hwee Tou Ng,et al. Feature selection, perceptron learning, and a usability case study for text categorization , 1997, SIGIR '97.
[32] Sophia Ananiadou,et al. Topic detection using paragraph vectors to support active learning in systematic reviews , 2016, J. Biomed. Informatics.
[33] Nigel Collier,et al. A framework for enhancing spatial and temporal granularity in report-based health surveillance systems , 2010, BMC Medical Informatics Decis. Mak..
[34] 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.
[35] Claire Stansfield,et al. ‘Clustering’ documents automatically to support scoping reviews of research: a case study , 2013, Research synthesis methods.
[36] Kaizhu Huang,et al. Maximum margin semi-supervised learning with irrelevant data , 2015, Neural Networks.
[37] Julian PT Higgins,et al. Machine learning to assist risk-of-bias assessments in systematic reviews , 2015, International journal of epidemiology.
[38] Siddhartha Jonnalagadda,et al. A Novel Framework to Expedite Systematic Reviews by Automatically Building Information Extraction Training Corpora , 2016, ArXiv.
[39] Nicola Torelli,et al. ROSE: a Package for Binary Imbalanced Learning , 2014, R J..
[40] Ahmed K. Elmagarmid,et al. A large scale study of SVM based methods for abstract screening in systematic reviews , 2016, ArXiv.
[41] Brahim Ouhbi,et al. Using rule-based classifiers in systematic reviews: a semantic class association rules approach , 2015, iiWAS.
[42] Siddhartha R. Jonnalagadda,et al. Automating data extraction in systematic reviews: a systematic review , 2015, Systematic Reviews.
[43] G. Glass. Primary, Secondary, and Meta-Analysis of Research1 , 1976 .
[44] Naomie Salim,et al. Systematic literature review (SLR) automation: a systematic literature review , 2014 .
[45] Yiming Yang,et al. A Comparative Study on Feature Selection in Text Categorization , 1997, ICML.
[46] Stan Matwin,et al. Building Systematic Reviews Using Automatic Text Classification Techniques , 2010, COLING.
[47] Michelle Lemieux,et al. Identifying and removing duplicate records from systematic review searches. , 2015, Journal of the Medical Library Association : JMLA.
[48] P. Shekelle,et al. Preferred reporting items for systematic review and meta-analysis protocols (PRISMA-P) 2015 statement , 2015, Systematic Reviews.
[49] Barbara Rosario,et al. Multi-way Relation Classification: Application to Protein-Protein Interactions , 2005, HLT.
[50] C. Lee Giles,et al. ParsCit: an Open-source CRF Reference String Parsing Package , 2008, LREC.
[51] Corinna Cortes,et al. Support-Vector Networks , 1995, Machine Learning.
[52] David Ogilvie,et al. Pinpointing needles in giant haystacks: use of text mining to reduce impractical screening workload in extremely large scoping reviews , 2014, Research synthesis methods.
[53] Michael I. Jordan,et al. Latent Dirichlet Allocation , 2001, J. Mach. Learn. Res..
[54] Guy Tsafnat,et al. Automatic Evidence Retrieval for Systematic Reviews , 2014, Journal of medical Internet research.
[55] Harry Hemingway,et al. Searching for observational studies: what does citation tracking add to PubMed? A case study in depression and coronary heart disease , 2006, BMC medical research methodology.
[56] Sophia Ananiadou,et al. Applications of text mining within systematic reviews , 2011, Research synthesis methods.
[57] Liangxiao Jiang,et al. Weightily averaged one-dependence estimators , 2006 .
[58] Sergio Consoli,et al. A quartet method based on variable neighborhood search for biomedical literature extraction and clustering , 2017, Int. Trans. Oper. Res..