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Background: Social media has the capacity to afford the healthcare industry with valuable feedback from patients who reveal and express their medical decision-making process, as well as self-reported quality of life indicators both during…

Computation and Language · Computer Science 2018-10-16 Eric M. Clark , Ted James , Chris A. Jones , Amulya Alapati , Promise Ukandu , Christopher M. Danforth , Peter Sheridan Dodds

The digitalization of stored information in hospitals now allows for the exploitation of medical data in text format, as electronic health records (EHRs), initially gathered for other purposes than epidemiology. Manual search and analysis…

Accurately communicating the side effects of cancer treatments to cancer survivors is critical, particularly in settings such as informed consent, where clinicians must clearly and comprehensively convey potential treatment toxicities.…

Computation and Language · Computer Science 2026-05-19 Natalie Seah , Danielle S. Bitterman , Daphna Spiegel , Thomas Hartvigsen

Objective: This review aims to analyze the application of natural language processing (NLP) techniques in cancer research using electronic health records (EHRs) and clinical notes. This review addresses gaps in the existing literature by…

Computation and Language · Computer Science 2025-02-05 Muhammad Bilal , Ameer Hamza , Nadia Malik

Recent advances in Big Data has prompted health care practitioners to utilize the data available on social media to discern sentiment and emotions expression. Health Informatics and Clinical Analytics depend heavily on information gathered…

Computation and Language · Computer Science 2019-02-05 Adil Rajput

Social media's unfettered access has made it an important venue for health discussion and a resource for patients and their loved ones. However, the quality of the information available, as well as the motivations of its posters, has been…

Computers and Society · Computer Science 2018-09-10 Amira Ghenai , Yelena Mejova

Among American women, the rate of breast cancer is only second to lung cancer. An estimated 12.4% women will develop breast cancer over the course of their lifetime. The widespread use of social media across the socio-economic spectrum…

Computers and Society · Computer Science 2019-05-30 Francois Modave , Yunpeng Zhao , Janice Krieger , Zhe He , Yi Guo , Jinhai Huo , Mattia Prosperi , Jiang Bian

Twitter messages (tweets) contain various types of information, which include health-related information. Analysis of health-related tweets would help us understand health conditions and concerns encountered in our daily life. In this work,…

Computation and Language · Computer Science 2019-11-18 Son Doan , Elly W Yang , Sameer Tilak , Manabu Torii

The massive collection of user posts across social media platforms is primarily untapped for artificial intelligence (AI) use cases based on the sheer volume and velocity of textual data. Natural language processing (NLP) is a subfield of…

Computation and Language · Computer Science 2023-07-07 Alexandrea K. Ramnarine

Previous studies have shown that health reports in social media, such as DailyStrength and Twitter, have potential for monitoring health conditions (e.g. adverse drug reactions, infectious diseases) in particular communities. However, in…

Computation and Language · Computer Science 2015-08-11 Nut Limsopatham , Nigel Collier

We aimed to investigate the impact of social circumstances on cancer therapy selection using natural language processing to derive insights from social worker documentation. We developed and employed a Bidirectional Encoder Representations…

Computation and Language · Computer Science 2023-06-19 Shenghuan Sun , Travis Zack , Christopher Y. K. Williams , Atul J. Butte , Madhumita Sushil

Substance use, substance use disorder, and overdoses related to substance use are major public health problems globally and in the United States. A key aspect of addressing these problems from a public health standpoint is improved…

Computation and Language · Computer Science 2023-09-06 Abeed Sarker

Background: A new illness could first come to the public attention over social media before it is medically defined, formally documented or systematically studied. One example is a phenomenon known as breast implant illness (BII) that has…

Information Retrieval · Computer Science 2022-03-10 Vishal Dey , Peter Krasniak , Minh Nguyen , Clara Lee , Xia Ning

Users of social platforms often perceive these sites as supportive spaces to post about their mental health issues. Those conversations contain important traces about individuals' health risks. Recently, researchers have exploited this…

Computation and Language · Computer Science 2024-08-21 Eliseo Bao , Anxo Pérez , Javier Parapar

Post-Traumatic Stress Disorder (PTSD) is a multifaceted mental health condition, particularly challenging for individuals with pre-existing medical conditions. This review critically examines the intersection of PTSD and chronic illnesses…

Computation and Language · Computer Science 2026-01-15 Zaber Al Hassan Ayon , Nur Hafieza Ismail , Nur Shazwani Kamarudin

According to the World Health Organization (WHO), cancer is the second leading cause of death globally. Scientific research on different types of cancers grows at an ever-increasing rate, publishing large volumes of research articles every…

Computation and Language · Computer Science 2023-06-27 G. Jeyakodi , Arkadeep Pal , Debapratim Gupta , K. Sarukeswari , V. Amouda

Twitter is a microblogging service for sending short, public text messages (tweets) that has recently received more attention in scientific comunity. In the works of Sasaki et al. (2010) and Earle et al., (2011) the authors explored the…

Computation and Language · Computer Science 2023-04-18 José Augusto Proença Maia Devienne

The collection and examination of social media has become a useful mechanism for studying the mental activity and behavior tendencies of users. Through the analysis of collected Twitter data, models were developed for classifying…

Social and Information Networks · Computer Science 2020-03-26 Joseph Tassone , Peizhi Yan , Mackenzie Simpson , Chetan Mendhe , Vijay Mago , Salimur Choudhury

Mining social media messages such as tweets, articles, and Facebook posts for health and drug related information has received significant interest in pharmacovigilance research. Social media sites (e.g., Twitter), have been used for…

Computation and Language · Computer Science 2018-08-08 Debanjan Mahata , Jasper Friedrichs , Rajiv Ratn Shah , Jing Jiang

Social and behavioral determinants of health (SBDoH) have important roles in shaping people's health. In clinical research studies, especially comparative effectiveness studies, failure to adjust for SBDoH factors will potentially cause…

Computation and Language · Computer Science 2021-08-12 Zehao Yu , Xi Yang , Chong Dang , Songzi Wu , Prakash Adekkanattu , Jyotishman Pathak , Thomas J. George , William R. Hogan , Yi Guo , Jiang Bian , Yonghui Wu
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