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Automatic question-answering is a classical problem in natural language processing, which aims at designing systems that can automatically answer a question, in the same way as human does. In this work, we propose a deep learning based…

Computation and Language · Computer Science 2017-08-08 Shervin Minaee , Zhu Liu

The past few years have witnessed the flourishing of crowdsourced medical question answering (Q&A) websites. Patients who have medical information demands tend to post questions about their health conditions on these crowdsourced Q&A…

Artificial Intelligence · Computer Science 2018-10-16 Yaliang Li , Liuyi Yao , Nan Du , Jing Gao , Qi Li , Chuishi Meng , Chenwei Zhang , Wei Fan

Internet hospital is a rising business thanks to recent advances in mobile web technology and high demand of health care services. Online medical services become increasingly popular and active. According to US data in 2018, 80 percent of…

Computation and Language · Computer Science 2020-12-03 Xiang Li , Xinyu Fu , Zheng Lu , Ruibin Bai , Uwe Aickelin , Peiming Ge , Gong Liu

Deep learning methods have proven extremely effective at performing a variety of medical image analysis tasks. With their potential use in clinical routine, their lack of transparency has however been one of their few weak points, raising…

Computer Vision and Pattern Recognition · Computer Science 2020-03-23 Minh H. Vu , Tommy Löfstedt , Tufve Nyholm , Raphael Sznitman

The Internet has become a very powerful platform where diverse medical information are expressed daily. Recently, a huge growth is seen in searches like symptoms, diseases, medicines, and many other health related queries around the globe.…

Multiagent Systems · Computer Science 2021-01-26 Nilanjan Sinhababu , Rahul Saxena , Monalisa Sarma , Debasis Samanta

Every year physicians face an increasing demand of image-based diagnosis from patients, a problem that can be addressed with recent artificial intelligence methods. In this context, we survey works in the area of automatic report generation…

Computer Vision and Pattern Recognition · Computer Science 2022-01-11 Pablo Messina , Pablo Pino , Denis Parra , Alvaro Soto , Cecilia Besa , Sergio Uribe , Marcelo andía , Cristian Tejos , Claudia Prieto , Daniel Capurro

Artificial intelligence has provided us with an exploration of a whole new research era. As more data and better computational power become available, the approach is being implemented in various fields. The demand for it in health…

Machine Learning · Computer Science 2020-08-11 Gloria Hyunjung Kwak , Pan Hui

In the expanding field of language model applications, medical knowledge representation remains a significant challenge due to the specialized nature of the domain. Large language models, such as GPT-4, obtain reasonable scores on medical…

Computation and Language · Computer Science 2024-05-24 Julien Khlaut , Corentin Dancette , Elodie Ferreres , Alaedine Bennani , Paul Hérent , Pierre Manceron

Artificial Intelligence (AI) has already made a huge impact on our current technological trends. Through AI developments, machines are now given power and intelligence to behave and work like human mind. In this research project, we propose…

Computers and Society · Computer Science 2018-08-07 Rida Sara Khan , Asad Ali Zardar , Zeeshan Bhatti

The recent developments in the field of biomedicine have made large volumes of biomedical literature available to the medical practitioners. Due to the large size and lack of efficient searching strategies, medical practitioners struggle to…

Computation and Language · Computer Science 2018-05-16 M A H Zahid , Ankush Mittal , R. C. Joshi , G. Atluri

The usage and amount of information available on the internet increase over the past decade. This digitization leads to the need for automated answering system to extract fruitful information from redundant and transitional knowledge…

Computation and Language · Computer Science 2022-02-03 Hariom A. Pandya , Brijesh S. Bhatt

Huge volumes of patient queries are daily generated on online health forums, rendering manual doctor allocation a labor-intensive task. To better help patients, this paper studies a novel task of doctor recommendation to enable automatic…

Computation and Language · Computer Science 2022-03-15 Xiaoxin Lu , Yubo Zhang , Jing Li , Shi Zong

The automation of the medical evidence acquisition and diagnosis process has recently attracted increasing attention in order to reduce the workload of doctors and democratize access to medical care. However, most works proposed in the…

Computation and Language · Computer Science 2022-10-14 Arsene Fansi Tchango , Rishab Goel , Julien Martel , Zhi Wen , Gaetan Marceau Caron , Joumana Ghosn

Question answering (QA) has achieved promising progress recently. However, answering a question in real-world scenarios like the medical domain is still challenging, due to the requirement of external knowledge and the insufficient quantity…

Artificial Intelligence · Computer Science 2019-12-10 Sheng Shen , Yaliang Li , Nan Du , Xian Wu , Yusheng Xie , Shen Ge , Tao Yang , Kai Wang , Xingzheng Liang , Wei Fan

Telehealth helps to facilitate access to medical professionals by enabling remote medical services for the patients. These services have become gradually popular over the years with the advent of necessary technological infrastructure. The…

Computation and Language · Computer Science 2022-07-01 Hadi Jahanshahi , Syed Kazmi , Mucahit Cevik

Community-based Question Answering (CQA) sites play an important role in addressing health information needs. However, a significant number of posted questions remain unanswered. Automatically answering the posted questions can provide a…

Machine Learning · Statistics 2016-07-05 Papis Wongchaisuwat , Diego Klabjan , Siddhartha R. Jonnalagadda

Currently, a growing number of health consumers are asking health-related questions online, at any time and from anywhere, which effectively lowers the cost of health care. The most common approach is using online health expert…

Information Retrieval · Computer Science 2016-12-22 Ze Hu , Zhan Zhang , Qing Chen , Haiqin Yang , Decheng Zuo

In recent years, advancements in natural language processing (NLP) have been fueled by deep learning techniques, particularly through the utilization of powerful computing resources like GPUs and TPUs. Models such as BERT and GPT-3, trained…

Computation and Language · Computer Science 2024-02-27 Shuning Huo , Yafei Xiang , Hanyi Yu , Mengran Zhu , Yulu Gong

The rate at which medical questions are asked online far exceeds the capacity of qualified people to answer them, and many of these questions are not unique. Identifying same-question pairs could enable questions to be answered more…

Machine Learning · Computer Science 2019-11-18 Clara McCreery , Namit Katariya , Anitha Kannan , Manish Chablani , Xavier Amatriain

In the face of rapidly expanding online medical literature, automated systems for aggregating and summarizing information are becoming increasingly crucial for healthcare professionals and patients. Large Language Models (LLMs), with their…

Computation and Language · Computer Science 2024-03-07 Niraj Yagnik , Jay Jhaveri , Vivek Sharma , Gabriel Pila
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