4.7 Article

An analysis of cognitive change in online mental health communities: A textual data analysis based on post replies of support seekers

Related references

Note: Only part of the references are listed.
Article Computer Science, Information Systems

Attention-based BiLSTM models for personality recognition from user-generated content

Lixin Zhou et al.

Summary: This study proposes two novel attention-based Bi-LSTM architectures to incorporate emoji and textual information at different semantic levels and investigates the contribution of emoji information to personality recognition tasks. The experimental results demonstrate the state-of-the-art performance of the proposed methods and the usefulness of emoji information in personality recognition tasks.

INFORMATION SCIENCES (2022)

Article Computer Science, Information Systems

UNDERSTANDING MEDICATION NONADHERENCE FROM SOCIAL MEDIA: A SENTIMENT-ENRICHED DEEP LEARNING APPROACH

Jiaheng Xie et al.

Summary: Medication nonadherence (MNA) can cause significant health issues and high healthcare costs. In this study, a sentiment-enriched deep learning method was developed to extract reasons for MNA from social media data. Nine categories of MNA reasons were identified and verified by domain experts.

MIS QUARTERLY (2022)

Article Psychology, Clinical

The emoji current mood and experience scale: the development and initial validation of an ultra-brief, literacy independent measure of psychological health

Jason Davies et al.

Summary: This study developed and tested a brief emoji-based tool to assess mental health, wellbeing, resilience, and community connection. The results showed that the tool has validity, stability over time, and sensitivity to change.

JOURNAL OF MENTAL HEALTH (2022)

Article Computer Science, Information Systems

Mining product innovation ideas from online reviews

Min Zhang et al.

Summary: Online customer reviews play a crucial role in product innovation, but current research lacks focus on extracting innovation ideas from reviews. This study introduces a deep learning-based approach that effectively identifies sentences containing innovation ideas from online reviews.

INFORMATION PROCESSING & MANAGEMENT (2021)

Review Computer Science, Information Systems

Fine-grained depression analysis based on Chinese micro-blog reviews

Tingting Yang et al.

Summary: Depression is a prevalent issue in modern society, and analyzing it through Chinese microblog reviews has led to the creation of a dataset with 6100 manually annotated posts for predicting depression degree and cause. A neural model was developed for joint depression degree and cause prediction, outperforming other neural models with promising results but still room for improvement in social-media-based analysis of depression.

INFORMATION PROCESSING & MANAGEMENT (2021)

Article Information Science & Library Science

How Question Characteristics Impact Answer Outcomes on Social Question-and-Answer Websites

Yiming Zhao et al.

Summary: The study reveals that characteristics such as readability, additional descriptions, and question type have a significant impact on the number, length, and likes of answers to questions, while emotionality only affects the average length of answers.

JOURNAL OF GLOBAL INFORMATION MANAGEMENT (2021)

Article Computer Science, Artificial Intelligence

CAPER: Context-Aware Personalized Emoji Recommendation

Guoshuai Zhao et al.

Summary: In this paper, a Context-Aware Personalized Emoji Recommendation (CAPER) model is proposed, which fuses contextual and personal information to improve recommendation accuracy. Experimental results show better performance of the CAPER model compared to existing methods, demonstrating the effectiveness of considering contextual and personal factors.

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING (2021)

Article Business

Factors influencing health anxiety: the stimulus-organism-response model perspective

Xuejie Yang et al.

Summary: This paper explores the factors that lead to health anxiety in the context of easy access to e-health information. Utilizing the S-O-R framework, a theoretical model is proposed, which is empirically examined with self-reported data points. The study findings indicate positive impacts of anxiety sensitivity and physical symptoms on metacognitive beliefs and catastrophic misinterpretation, which in turn influence health anxiety.

INTERNET RESEARCH (2021)

Article Environmental Sciences

Exploring the Effect of Social Support and Empathy on User Engagement in Online Mental Health Communities

Yixin Chen et al.

Summary: The study shows that social support and empathy in online mental health communities are contagious, leading users to provide more support and express more empathy to others.

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2021)

Article Computer Science, Artificial Intelligence

A linguistic signaling model of social support exchange in online health communities

Langtao Chen et al.

DECISION SUPPORT SYSTEMS (2020)

Article Computer Science, Information Systems

Hybrid context enriched deep learning model for fine-grained sentiment analysis in textual and visual semiotic modality social data

Akshi Kumar et al.

INFORMATION PROCESSING & MANAGEMENT (2020)

Article Health Care Sciences & Services

Potential of Mobile Technology to Relieve the Urgent Mental Health Needs in China: Web-Based Survey

Yuxi Tan et al.

JMIR MHEALTH AND UHEALTH (2020)

Article Computer Science, Artificial Intelligence

Emoji-Based Sentiment Analysis Using Attention Networks

Yinxia Lou et al.

ACM TRANSACTIONS ON ASIAN AND LOW-RESOURCE LANGUAGE INFORMATION PROCESSING (2020)

Article Health Care Sciences & Services

Psychosocial Effects of the COVID-19 Pandemic: Large-scale Quasi-Experimental Study on Social Media

Koustuv Saha et al.

JOURNAL OF MEDICAL INTERNET RESEARCH (2020)

Article Computer Science, Information Systems

ENHANCING SOCIAL MEDIA ANALYSIS WITH VISUAL DATA ANALYTICS: A DEEP LEARNING APPROACH

Donghyuk Shin et al.

MIS QUARTERLY (2020)

Article Information Science & Library Science

More than Words in Medical Question-and-Answer Sites: A Content-Context Congruence Perspective

Chih-Hung Peng et al.

INFORMATION SYSTEMS RESEARCH (2020)

Article Health Policy & Services

How do users adopt health information from social media? The narrative paradigm perspective

Jia Li et al.

HEALTH INFORMATION MANAGEMENT JOURNAL (2019)

Article Computer Science, Information Systems

New Modality: Emoji Challenges in Prediction, Anticipation, and Retrieval

Spencer Cappallo et al.

IEEE TRANSACTIONS ON MULTIMEDIA (2019)

Article Computer Science, Information Systems

A tale of two epidemics: Contextual Word2Vec for classifying twitter streams during outbreaks

Aparup Khatua et al.

INFORMATION PROCESSING & MANAGEMENT (2019)

Article Information Science & Library Science

Does gamification satisfy needs? A study on the relationship between gamification features and intrinsic need satisfaction

Nannan Xi et al.

INTERNATIONAL JOURNAL OF INFORMATION MANAGEMENT (2019)

Article Business

Harnessing social media for health information management

Lina Zhou et al.

ELECTRONIC COMMERCE RESEARCH AND APPLICATIONS (2018)

Article Computer Science, Information Systems

Questioner or question: Predicting the response rate in social question and answering on Sina Weibo

Liu Zhe et al.

INFORMATION PROCESSING & MANAGEMENT (2018)

Article Communication

Expression of empathy in a Facebook-based diabetes support group

Gabrina Pounds et al.

DISCOURSE CONTEXT & MEDIA (2018)

Review Neurosciences

Mammalian empathy: behavioural manifestations and neural basis

Frans B. M. de Waal et al.

NATURE REVIEWS NEUROSCIENCE (2017)

Article Information Science & Library Science

An examination of social and informational support behavior codes on the Internet: The case of online health communities

Jenny Bronstein

LIBRARY & INFORMATION SCIENCE RESEARCH (2017)

Article Computer Science, Information Systems

TAKE THEIR WORD FOR IT: THE SYMBOLIC ROLE OF LINGUISTIC STYLE MATCHES IN USER COMMUNITIES

Stephan Ludwig et al.

MIS QUARTERLY (2014)