Utilizing natural language processing for precision prevention of mental health disorders among youth: A systematic review

ST Ibrahim, M Li, J Patel, TR Katapally - Computers in Biology and …, 2025 - Elsevier
Background The global mental health crisis has created barriers to youth mental healthcare,
leaving many disorders unaddressed. Precision prevention, which identifies individual risks …

How do machine learning models perform in the detection of depression, anxiety, and stress among undergraduate students? A systematic review

BL Schaab, PÜ Calvetti, S Hoffmann… - Cadernos de Saúde …, 2024 - SciELO Public Health
Undergraduate students are often impacted by depression, anxiety, and stress. In this
context, machine learning may support mental health assessment. Based on the following …

Exploring Clusters of Novice Programmers' Anxiety-Induced Behaviors During Block-and Text-Based Coding: A Predictive and Moderation Analysis of Programming …

A Yusuf, A Yusuf Muhammad - Journal of Educational …, 2024 - journals.sagepub.com
The study investigates the potential of anxiety clusters in predicting programming
performance in two distinct coding environments. Participants comprised 83 second-year …

A convolution and attention-based conditional adversarial domain adaptation neural network for emotion recognition using electroencephalography

H Cen, M Zhao, K Cui, F Tian, Q Zhao, B Hu - … Signal Processing and …, 2025 - Elsevier
Electroencephalograph (EEG)-based emotion recognition is a crucial task in affective
computing and human–computer interaction. The development of deep learning techniques …

Emotional Orientation in Peer Assessment: Impact on College Student Performance

Y Chen, C Hao, A Zheng, F Liu - The Asia-Pacific Education Researcher, 2024 - Springer
The aim of this study is to investigate how the emotional orientations in peer assessment
affect student performance. Given that the emotional data in peer comments exist in the form …

An IoT Framework for Assessing the Correlation Between Sentiment-Analyzed Texts and Facial Emotional Expressions

SI Petruc, R Bogdan, ME Ionascu, S Nimara… - Electronics, 2025 - search.proquest.com
Emotion monitoring technologies leveraging detection of facial expressions have gained
important attention in psychological and social research due to their ability of providing …