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Papers Anxiety Detection

“Anxiety Detection” 태그가 달린 논문 15편 · 필터 해제

Early Linguistic Pattern of Anxiety from Social Media Using Interpretable Linguistic Features: A Multi-Faceted Validation Study with Author-Disjoint Evaluation

2026-01-16 · Arnab Das Utsa arxiv

Anxiety affects hundreds of millions of individuals globally, yet large-scale screening remains limited. Social media language provides an opportunity for scalable detection, but current models often lack interpretabilit…

Anxiety Detection

HCFSLN: Adaptive Hyperbolic Few-Shot Learning for Multimodal Anxiety Detection

2025-11-10 · Aditya Sneh, Nilesh Kumar Sahu, Anushka Sanjay Shelke, Arya Adyasha 외 arxiv

Anxiety disorders impact millions globally, yet traditional diagnosis relies on clinical interviews, while machine learning models struggle with overfitting due to limited data. Large-scale data collection remains costly…

Few-Shot LearningAnxiety Detection

WatchAnxiety: A Transfer Learning Approach for State Anxiety Prediction from Smartwatch Data

2025-09-17 · Md Sabbir Ahmed, Noah French, Mark Rucker, Zhiyuan Wang 외 arxiv

Social anxiety is a common mental health condition linked to significant challenges in academic, social, and occupational functioning. A core feature is elevated momentary (state) anxiety in social situations, yet little…

Transfer LearningAnxiety Detection

Are Anxiety Detection Models Generalizable? A Cross-Activity and Cross-Population Study Using Wearables

2025-03-24 · Nilesh Kumar Sahu, Snehil Gupta, Haroon R Lone

Anxiety-provoking activities, such as public speaking, can trigger heightened anxiety responses in individuals with anxiety disorders. Recent research suggests that physiological signals, including electrocardiogram (ECG…

Anxiety Detection

Uncertainty-aware abstention in medical diagnosis based on medical texts

2025-02-25 · Artem Vazhentsev, Ivan Sviridov, Alvard Barseghyan, Gleb Kuzmin 외

This study addresses the critical issue of reliability for AI-assisted medical diagnosis. We focus on the selection prediction approach that allows the diagnosis system to abstain from providing the decision if it is not…

Anxiety DetectionMedical Code PredictionMedical DiagnosisMortality Prediction+3

A Data-Centric Approach to Detecting and Mitigating Demographic Bias in Pediatric Mental Health Text: A Case Study in Anxiety Detection

2024-12-30 · Julia Ive, Paulina Bondaronek, Vishal Yadav, Daniel Santel 외

Introduction: Healthcare AI models often inherit biases from their training data. While efforts have primarily targeted bias in structured data, mental health heavily depends on unstructured data. This study aims to dete…

Anxiety DetectionDiagnostic

Beyond Questionnaires: Video Analysis for Social Anxiety Detection

2024-12-26 · Nilesh Kumar Sahu, Nandigramam Sai Harshit, Rishabh Uikey, Haroon R. Lone

Social Anxiety Disorder (SAD) significantly impacts individuals' daily lives and relationships. The conventional methods for SAD detection involve physical consultations and self-reported questionnaires, but they have li…

Anxiety Detection

DEPAC: a Corpus for Depression and Anxiety Detection from Speech

2023-06-20 · NAACL (CLPsych) 2022 7 · Mashrura Tasnim, Malikeh Ehghaghi, Brian Diep, Jekaterina Novikova

Mental distress like depression and anxiety contribute to the largest proportion of the global burden of diseases. Automated diagnosis systems of such disorders, empowered by recent innovations in Artificial Intelligence…

Anxiety Detection

Comparative Study on the Effects of Noise in ML-Based Anxiety Detection

2023-06-01 · Samuel Schapiro, Abdul Alkurdi, Elizabeth Hsiao-Wecksler

Wearable health devices are ushering in a new age of continuous and noninvasive remote monitoring. One application of this technology is in anxiety detection. Many advancements in anxiety detection have happened in contr…

Anxiety Detection

Personalized State Anxiety Detection: An Empirical Study with Linguistic Biomarkers and A Machine Learning Pipeline

2023-04-19 · Zhiyuan Wang, Mingyue Tang, Maria A. Larrazabal, Emma R. Toner 외

Individuals high in social anxiety symptoms often exhibit elevated state anxiety in social situations. Research has shown it is possible to detect state anxiety by leveraging digital biomarkers and machine learning techn…

Anxiety Detection

Multi-modal deep learning system for depression and anxiety detection

2022-12-30 · Brian Diep, Marija Stanojevic, Jekaterina Novikova

Traditional screening practices for anxiety and depression pose an impediment to monitoring and treating these conditions effectively. However, recent advances in NLP and speech modelling allow textual, acoustic, and han…

Anxiety DetectionDeep Learning

Machine Learning Based Anxiety Detection in Older Adults using Wristband Sensors and Context Feature

2021-06-06 · Rajdeep Kumar Nath, Himanshu Thapliyal

This paper explores a novel method for anxiety detection in older adults using simple wristband sensors such as Electrodermal Activity (EDA) and Photoplethysmogram (PPG) and a context-based feature. The proposed method f…

Anxiety DetectionBIG-bench Machine Learning

Towards Preemptive Detection of Depression and Anxiety in Twitter

2020-11-10 · SMM4H (COLING) 2020 12 · David Owen, Jose Camacho Collados, Luis Espinosa-Anke

Depression and anxiety are psychiatric disorders that are observed in many areas of everyday life. For example, these disorders manifest themselves somewhat frequently in texts written by nondiagnosed users in social med…

Anxiety Detection

Looking At The Body: Automatic Analysis of Body Gestures and Self-Adaptors in Psychological Distress

2020-07-31 · Weizhe Lin, Indigo Orton, QingBiao Li, Gabriela Pavarini 외

Psychological distress is a significant and growing issue in society. Automatic detection, assessment, and analysis of such distress is an active area of research. Compared to modalities such as face, head, and vocal, re…

Anxiety DetectionDepression DetectionPose Estimation

DASPS: A Database for Anxious States based on a Psychological Stimulation

2019-01-09 · Asma Baghdadi, Yassine Aribi, Rahma Fourati, Najla Halouani 외

Anxiety affects human capabilities and behavior as much as it affects productivity and quality of life. It can be considered as the main cause of depression and suicide. Anxious states are easily detectable by humans due…

Anxiety DetectionEEGElectroencephalogram (EEG)
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