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20212026
most citedPosttraumatic Stress Disorder Hyperarousal Event Detection Using Smartwatch Physiological and Activity Data

39 citations · 53 across the 11 of their papers we have counts for

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5 papers · 1 filter

cs.HC2026

Ride, Track, and Recover: Pilot Randomized Trial of a Wearable Digital Self-Management Intervention During a Veteran Endurance-Cycling Program

Alan Ta, Nilsu Salgin, Caleb Armstrong +2

Post-traumatic stress disorder (PTSD) in veterans is characterized by persistent hyperarousal and comorbid anxiety and depressive symptoms that are difficult to monitor and manage…

cs.HC2025★ 3 cited

Real-Time Stress Monitoring, Detection, and Management in College Students: A Wearable Technology and Machine-Learning Approach

Alan Ta, Nilsu Salgin, Mustafa Demir +5

College students are increasingly affected by stress, anxiety, and depression, yet face barriers to traditional mental health care. This study evaluated the efficacy of a mobile he…

cs.HC2023★ 5 cited

Evaluating Mental Stress Among College Students Using Heart Rate and Hand Acceleration Data Collected from Wearable Sensors

Moein Razavi, Anthony McDonald, Ranjana Mehta +1

Stress is various mental health disorders including depression and anxiety among college students. Early stress diagnosis and intervention may lower the risk of developing mental i…

cs.HC2022★ 1 cited

Mobile Health Solution for College Student Mental Health: Interview Study and Design Requirement Analysis

Xiaomei Wang, Alec Smith, Bruce Keller +1

Background: Mental health problems are prevalent in college students. The COVID-19 pandemic exacerbated the problems, and created a surge in the popularity of telehealth and mobile…

cs.HC2021

Investigating the Perceived Precision and validity of a Field-Deployable Machine Learning-based Tool to Detect Post-Traumatic Stress Disorder (PTSD) Hyperarousal Events

Mahnoosh Sadeghi, Farzan Sasangohar, Anthony D McDonald

Post Traumatic Stress Disorder is a psychiatric condition experienced by individuals after exposure to a traumatic event. Prior work has shown promise in detecting PTSD using physi…