Monitoring mental health disorder symptoms and behavioral problems of undergraduates in Sri Lanka using smartphone sensors

被引:0
|
作者
Gunarathne, K. A. A. B. [1 ]
Jayasena, K. P. N. [1 ]
机构
[1] Sabaragamuwa Univ Sri Lanka, Dept Comp & Informat Syst, Belihuloya, Sri Lanka
关键词
mental health; smartphone sensors; passive sensing; activity recognition;
D O I
10.1109/DASA53625.2021.9682277
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the most proximate and mostly used accessory to everyday life, smartphones are crucial elements to capture behavioral data without the users' knowledge. Sri Lanka 's young undergraduates with mental diseases are unfamiliar with their disorders and symptoms. This study mainly aims to determine Sri Lankan young students' behavioral patterns and examine their mental health status as well as symptoms. The research concentrates on the reliability of the use of mobile sensors in mental health assessments. Data acquired in several methods, including daily sleep pattern inputs, auto identified IMEI number, data included in accelerometer and GPS sensors. And we collected just once information for the ground truth by providing a questioner before the study. Assessing the mental health status by using both active and passive mobile sensing technologies are led to get the advanced conclusions in the study. After extracting four features from the data acquired, we calculated the co-relation among the features and the ground truth. As a major conclusion we have got that, the smartphone sensors are effective when determining the mental health issues. Also it is a decision aid approach that can be used in the domain. Extracted co-relations showed that features like sleep pattern and location variance are highly related with mental health disorder symptoms.
引用
收藏
页数:6
相关论文
共 50 条
  • [31] Evaluation and Management of Children With Acute Mental Health or Behavioral Problems. Part II: Recognition of Clinically Challenging Mental Health Related Conditions Presenting With Medical or Uncertain Symptoms
    Chun, Thomas H.
    Mace, Sharon E.
    Katz, Emily R.
    [J]. PEDIATRICS, 2016, 138 (03)
  • [32] A New Characterization of Mental Health Disorders Using Digital Behavioral Data: Evidence from Major Depressive Disorder
    Taliaz, Dekel
    Souery, Daniel
    [J]. JOURNAL OF CLINICAL MEDICINE, 2021, 10 (14)
  • [33] Relationships Between Interpersonal Trauma, Symptoms of Posttraumatic Stress Disorder, and Other Mental Health Problems in Girls in Compulsory Residential Care
    Leenarts, Laura E. W.
    Vermeiren, Robert R. J. M.
    van de Ven, Peter M.
    Lodewijks, Henny P. B.
    Doreleijers, Theo A. H.
    Lindauer, Ramon J. L.
    [J]. JOURNAL OF TRAUMATIC STRESS, 2013, 26 (04) : 526 - 529
  • [34] Oppositional Defiant Disorder-Gender Differences in Co-occurring Symptoms of Mental Health Problems in a General Population of Children
    Munkvold, Linda Helen
    Lundervold, Astri Johansen
    Manger, Terje
    [J]. JOURNAL OF ABNORMAL CHILD PSYCHOLOGY, 2011, 39 (04) : 577 - 587
  • [35] Next-Generation Psychiatric Assessment: Using Smartphone Sensors to Monitor Behavior and Mental Health (vol 38, pg 218, 2015)
    Ben-Zeev, Dror
    Scherer, Emily A.
    Wang, Rui
    Xie, Haiyi
    Campbell, Andrew T.
    [J]. PSYCHIATRIC REHABILITATION JOURNAL, 2015, 38 (04) : 313 - 313
  • [36] Automated stress detection using mobile application and wearable sensors improves symptoms of mental health disorders in military personnel
    Winslow, Brent D.
    Kwasinski, Rebecca
    Hullfish, Jeffrey
    Ruble, Mitchell
    Lynch, Adam
    Rogers, Timothy
    Nofziger, Debra
    Brim, William
    Woodworth, Craig
    [J]. FRONTIERS IN DIGITAL HEALTH, 2022, 4
  • [37] Monitoring Health Care Workers at Risk for COVID-19 Using Wearable Sensors and Smartphone Technology: Protocol for an Observational mHealth Study
    Clingan, Caroline A.
    Dittakavi, Manasa
    Rozwadowski, Michelle
    Gilley, Kristen N.
    Cislo, Christine R.
    Barabas, Jenny
    Sandford, Erin
    Olesnavich, Mary
    Flora, Christopher
    Tyler, Jonathan
    Mayer, Caleb
    Stoneman, Emily
    Braun, Thomas
    Forger, Daniel B.
    Tewari, Muneesh
    Choi, Sung Won
    [J]. JMIR RESEARCH PROTOCOLS, 2021, 10 (05):
  • [38] Short-term effect of a smartphone application on the mental health of university students: A pilot study using a user-centered design self-monitoring application for mental health
    Kajitani, Kosuke
    Higashijima, Ikumi
    Kaneko, Kosuke
    Matsushita, Tomoko
    Fukumori, Hideaki
    Kim, Daewoong
    [J]. PLOS ONE, 2020, 15 (09):
  • [39] Improving Mental Health Outcomes in Patients with Major Depressive Disorder in the Gulf States: A Review of the Role of Electronic Enablers in Monitoring Residual Symptoms
    Ahmed, Nahida Nayaz
    Reagu, Shuja
    Alkhoori, Samia
    Cherchali, Amina
    Purushottamahanti, Pradeep
    Siddiqui, Urooj
    [J]. JOURNAL OF MULTIDISCIPLINARY HEALTHCARE, 2024, 17 : 3341 - 3354
  • [40] An analytical cross-sectional study to describe the mental health status of doctors in three selected tertiary care hospitals and medical undergraduates, Colombo, Sri Lanka during the first wave of COVID-19 pandemic
    Galhenage, J.
    Perera, Iresha
    Rupasingh, Priyanka
    De Silva, A. Pubudu
    Suraweera, Chathurie
    [J]. ASIAN JOURNAL OF PSYCHIATRY, 2022, 67