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Sentiment analysis has become increasingly important in healthcare, especially in the biomedical and pharmaceutical fields. The data generated by the general public on the effectiveness, side effects, and adverse drug reactions are…

Computation and Language · Computer Science 2024-04-23 Abhiram B. Nair , Abhinand K. , Anamika U. , Denil Tom Jaison , Ajitha V. , V. S. Anoop

In this paper, we describe the system submitted for the shared task on Social Media Mining for Health Applications by the team Light. Previous works demonstrate that LSTMs have achieved remarkable performance in natural language processing…

Computation and Language · Computer Science 2018-09-06 Nishant Nikhil , Shivansh Mundra

In the last decade, an increasing number of users have started reporting Adverse Drug Events (ADE) on social media platforms, blogs, and health forums. Given the large volume of reports, pharmacovigilance has focused on ways to use Natural…

Computation and Language · Computer Science 2022-09-08 Simone Scaboro , Beatrice Portelli , Emmanuele Chersoni , Enrico Santus , Giuseppe Serra

Adverse reactions caused by drugs following their release into the market are among the leading causes of death in many countries. The rapid growth of electronically available health related information, and the ability to process large…

Computation and Language · Computer Science 2016-10-11 Abbas Chokor , Abeed Sarker , Graciela Gonzalez

The mental disorder of online users is determined using social media posts. The major challenge in this domain is to avail the ethical clearance for using the user generated text on social media platforms. Academic re searchers identified…

Computation and Language · Computer Science 2022-11-09 Gunjan Ansari , Muskan Garg , Chandni Saxena

Twitter is a well-known microblogging social site where users express their views and opinions in real-time. As a result, tweets tend to contain valuable information. With the advancements of deep learning in the domain of natural language…

Computation and Language · Computer Science 2020-10-22 Mohiuddin Md Abdul Qudar , Vijay Mago

Emotions are experienced and expressed through various response systems. Coherence between emotional experience and emotional expression is considered important to clients' well being. To date, emotional coherence (EC) has been studied at a…

Computation and Language · Computer Science 2022-11-24 Neha Warikoo , Tobias Mayer , Dana Atzil-Slonim , Amir Eliassaf , Shira Haimovitz , Iryna Gurevych

Cancer treatment is an arduous process for patients and causes many side-effects during and post-treatment. The treatment can affect almost all body systems and result in pain, fatigue, sleep disturbances, cognitive impairments, etc. These…

Machine Learning · Computer Science 2023-02-21 Rupali Bhati , Jennifer Jones , Audrey Durand

News consumption on social media has become ubiquitous, yet how different forms of engagement shape psychosocial outcomes remains unclear. To address this gap, we leveraged a large-scale dataset of ~26M posts and ~45M comments on the…

Social and Information Networks · Computer Science 2026-01-21 Olivia Pal , Agam Goyal , Eshwar Chandrasekharan , Koustuv Saha

Veteran mental health is a significant national problem as large number of veterans are returning from the recent war in Iraq and continued military presence in Afghanistan. While significant existing works have investigated twitter…

Computation and Language · Computer Science 2020-07-21 Mohammad Arif Ul Alam , Dhawal Kapadia

Based on official estimates, 50 million people worldwide are affected by dementia, and this number increases by 10 million new patients every year. Without a cure, clinical prognostication and early intervention represent the most effective…

Computation and Language · Computer Science 2024-09-06 Francisco de Arriba-Pérez , Silvia García-Méndez

The prevalence of social media presents a growing opportunity to collect and analyse examples of English varieties. Whilst usage of these varieties was - and, in many cases, still is - used only in spoken contexts or hard-to-access private…

Computation and Language · Computer Science 2024-01-23 Nhi Pham , Lachlan Pham , Adam L. Meyers

In recent years, there has been increased interest in building predictive models that harness natural language processing and machine learning techniques to detect emotions from various text sources, including social media posts,…

Computation and Language · Computer Science 2022-12-20 Sourabh Zanwar , Daniel Wiechmann , Yu Qiao , Elma Kerz

Adverse drug reactions (ADRs) are one of the leading causes of mortality in health care. Current ADR surveillance systems are often associated with a substantial time lag before such events are officially published. On the other hand,…

Information Retrieval · Computer Science 2018-02-15 Shashank Gupta , Manish Gupta , Vasudeva Varma , Sachin Pawar , Nitin Ramrakhiyani , Girish K. Palshikar

Twitter is currently a popular online social media platform which allows users to share their user-generated content. This publicly-generated user data is also crucial to healthcare technologies because the discovered patterns would hugely…

Machine Learning · Computer Science 2021-05-25 Hamad Zogan , Imran Razzak , Shoaib Jameel , Guandong Xu

In real-time, social media data strongly imprints world events, popular culture, and day-to-day conversations by millions of ordinary people at a scale that is scarcely conventionalized and recorded. Vitally, and absent from many standard…

Pain is a common reason for accessing healthcare resources and is a growing area of research, especially in its overlap with mental health. Mental health electronic health records are a good data source to study this overlap. However, much…

Computation and Language · Computer Science 2023-04-06 Jaya Chaturvedi , Sumithra Velupillai , Robert Stewart , Angus Roberts

Individuals involved in gang-related activity use mainstream social media including Facebook and Twitter to express taunts and threats as well as grief and memorializing. However, identifying the impact of gang-related activity in order to…

Computation and Language · Computer Science 2023-04-25 Dhiraj Murthy , Constantine Caramanis , Koustav Rudra

Widespread use of social media has led to the generation of substantial amounts of information about individuals, including health-related information. Social media provides the opportunity to study health-related information about selected…

Computation and Language · Computer Science 2017-02-09 Pramod Bharadwaj Chandrashekar , Arjun Magge , Abeed Sarker , Graciela Gonzalez

There has been a dramatic increase in the popularity of utilizing social media data for research purposes within the biomedical community. In PubMed alone, there have been nearly 2,500 publication entries since 2014 that deal with analyzing…

Information Retrieval · Computer Science 2020-07-16 Ramya Tekumalla , Juan M. Banda