2019
ACL
ACL 2019
Knowledge Discovery and Hypothesis Generation from Online Patient Forums: A Research Proposal
Abstract
AbstractThe unprompted patient experiences shared on patient forums contain a wealth of unexploited knowledge. Mining this knowledge and cross-linking it with biomedical literature, could expose novel insights, which could subsequently provide hypotheses for further clinical research. As of yet, automated methods for open knowledge discovery on patient forum text are lacking. Thus, in this research proposal, we outline future research into methods for mining, aggregating and cross-linking patient knowledge from online forums. Additionally, we aim to address how one could measure the credibility of this extracted knowledge.
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Interdisciplinary Bridge
— Healthcare & Medicine and Machine Learning and Natural Language Processing
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Keyword Pioneer
— patient forum
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Cross-Pollinator
— Artificial Intelligence, Computer Science, Computer Vision, Data Science & Analytics, Deep Learning, Healthcare & Medicine, Interdisciplinary, Knowledge & Reasoning, Machine Learning, Mathematics & Optimization, Natural Language Processing, Reinforcement Learning, Speech & Audio
Authors
Topics
Natural Language Processing > Understanding > Semantic Analysis
Natural Language Processing > Applications > Information Extraction
Natural Language Processing > Applications > Information Retrieval
Healthcare & Medicine > Clinical > Clinical NLP
Machine Learning > Core Methods > Feature Learning
Healthcare & Medicine > Clinical > Medical AI