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The early identification and intervention of latent depression are of significant societal importance for mental health governance. While current automated detection methods based on social media have shown progress, their decision-making…

Quantitative Methods · Quantitative Biology 2025-12-17 Junwei Kuang , Jiaheng Xie , Zhijun Yan

The automated analysis of digital human communication data often focuses on specific aspects such as content or network structure in isolation. This can provide limited perspectives while making cross-methodological analyses, occurring in…

Human-Computer Interaction · Computer Science 2022-11-28 Maximilian T. Fischer , Frederik L. Dennig , Daniel Seebacher , Daniel A. Keim , Mennatallah El-Assady

In the last decade, social media has evolved as one of the leading platform to create, share, or exchange information; it is commonly used as a way for individuals to maintain social connections. In this online digital world, people use to…

Computers and Society · Computer Science 2018-05-29 Suman Kalyan Maity , Ankan Mullick , Surjya Ghosh , Anil Kumar , Sunny Dhamnani , Sudhanshu Bahety , Animesh Mukherjee

The proliferation of consumer health devices such as smart watches, sleep monitors, smart scales, etc, in many countries, has not only led to growing interest in health monitoring, but also to the development of a countless number of…

Human-Computer Interaction · Computer Science 2023-08-21 Saturnino Luz , Masood Masoodian

Since the advent of online social media platforms such as Twitter and Facebook, useful health-related studies have been conducted using the information posted by online participants. Personal health-related issues such as mental health,…

Computation and Language · Computer Science 2021-04-02 Muhammad Abubakar Alhassan , Isa Inuwa-Dutse , Bello Shehu Bello , Diane Pennington

Attention-deficit/hyperactivity disorder (ADHD) is a prevalent mental health condition affecting both children and adults, yet it remains severely underdiagnosed. Recent advances in artificial intelligence, particularly in Natural Language…

Computation and Language · Computer Science 2024-11-26 D. Wiechmann , E. Kempa , E. Kerz , Y. Qiao

Due to the chronic nature of diabetes, patient self-care factors play an important role in any treatment plan. In order to understand the behaviour of patients in response to medical advice on self-care, clinicians often conduct…

Quantitative Methods · Quantitative Biology 2016-09-20 Santosh Tirunagari , Simon Bull , Samaneh Kouchaki , Deborah Cooke , Norman Poh

This formative study investigates the impact of data quality on AI-assisted data visualizations, focusing on how uncleaned datasets influence the outcomes of these tools. By generating visualizations from datasets with inherent quality…

Human-Computer Interaction · Computer Science 2024-09-12 Rania Saber , Anna Fariha

In healthcare, AI techniques are widely used for tasks like risk assessment and anomaly detection. Despite AI's potential as a valuable assistant, its role in complex medical data analysis often oversimplifies human-AI collaboration…

Human-Computer Interaction · Computer Science 2024-07-23 Yang Ouyang , Chenyang Zhang , He Wang , Tianle Ma , Chang Jiang , Yuheng Yan , Zuoqin Yan , Xiaojuan Ma , Chuhan Shi , Quan Li

Data analysis is a powerful tool in all experimental sciences. Statistical methods, such as sampling theory, computer technologies necessary for handling large amounts of data, skill in analysing information contained in different types of…

Physics Education · Physics 2012-06-20 Vera Montalbano

Whereas it has become easier for individuals to track their personal health data (e.g., heart rate, step count, food log), there is still a wide chasm between the collection of data and the generation of meaningful explanations to help…

Computation and Language · Computer Science 2021-03-11 Jonathan J. Harris , Ching-Hua Chen , Mohammed J. Zaki

Health management is getting increasing attention all over the world. However, existing health management mainly relies on hospital examination and treatment, which are complicated and untimely. The emerging of mobile devices provides the…

Machine Learning · Computer Science 2021-03-24 Xuan Ma , Xiaoshan Yang , Junyu Gao , Changsheng Xu

The recent coronavirus disease (Covid-19) has become a pandemic and has affected the entire globe. During the pandemic, we have observed a spike in cases related to mental health, such as anxiety, stress, and depression. Depression…

Artificial Intelligence · Computer Science 2025-11-04 Ashutosh Anshul , Gumpili Sai Pranav , Mohammad Zia Ur Rehman , Nagendra Kumar

Modern research in the life sciences is unthinkable without computational methods for extracting, quantifying and visualizing information derived from biological microscopy imaging data. In the past decade, we observed a dramatic increase…

Exploring causal relationships for qualitative data analysis in HCI and social science research enables the understanding of user needs and theory building. However, current computational tools primarily characterize and categorize…

Human-Computer Interaction · Computer Science 2026-02-09 Han Meng , Qiuyuan Lyu , Peinuan Qin , Yitian Yang , Renwen Zhang , Wen-Chieh Lin , Yi-Chieh Lee

Social media networks have become a significant aspect of people's lives, serving as a platform for their ideas, opinions and emotions. Consequently, automated sentiment analysis (SA) is critical for recognising people's feelings in ways…

Computation and Language · Computer Science 2024-10-03 Israa Khalaf Salman Al-Tameemi , Mohammad-Reza Feizi-Derakhshi , Saeed Pashazadeh , Mohammad Asadpour

Social media platforms curate access to information and opportunities, and so play a critical role in shaping public discourse today. The opaque nature of the algorithms these platforms use to curate content raises societal questions. Prior…

Computers and Society · Computer Science 2023-03-08 Basileal Imana , Aleksandra Korolova , John Heidemann

The combination of clinical and personal health and wellbeing data can tell us much about our behaviors, risks and overall status. The way this data is visualized may affect our understanding of our own health. To study this effect, we…

Human-Computer Interaction · Computer Science 2016-04-08 Andres Ledesma , Hannu Nieminen , Päivi Valve , Miikka Ermes , Holly Jimison , Misha Pavel

Interactive data visualization is a major part of modern exploratory data analysis, with web-based technologies enabling a rich ecosystem of both specialized and general tools. However, current visualization tools often lack support for…

Human-Computer Interaction · Computer Science 2025-08-14 Jan Simson

Image data provide unique information about political events, actors, and their interactions which are difficult to measure from or not available in text data. This article introduces a new class of automated methods based on computer…

Computer Vision and Pattern Recognition · Computer Science 2018-10-04 Jungseock Joo , Zachary C. Steinert-Threlkeld