Stress Monitoring System for Individuals with Autism Spectrum Disorders
Open accessAbstract
In this article, a stress monitoring system tailored for individuals with Autism Spectrum Disorders (ASD) and developed for the educational institution is presented. People with ASD face problems with effective stress management due to their high self-perceived levels of stress, poor ability to cope with it, and difficulties with the accurate detection of the source of stress. Consistently, being able to measure stress appears to be highly vital for this specific group. The design and construction of the measuring system are introduced. The stress monitoring system including autonomic wearable device (wristband), both the electronics and mechanical part, as well as the software application for data analysis are shown. The wearable device includes sensors for measuring heart rate, skin resistance, temperature and movement. A dedicated software application allows for generating reports to evaluate therapeutic effects. The complex stress monitoring system has been tested in an educational institution. It can provide significant support in the stress management of people with ASD and become a meaningful assistance in the therapy of neurodiverse individuals.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
These atypical social and communication differences may complicate interactions with neurotypical peers, risking employment participation vulnerabilities in this population, which has an unemployment rate four times higher than that of the general population.
“These atypical social and communication differences may complicate their interactions with neurotypical peers [9,10,11], risking employment participation vulnerabilities in this population, which has an unemployment rate four times higher than that of the general population [12].”
From Remote work support needs of employees with autism spectrum disorder in Poland: perspectives of individuals with autism and their coworkers (2022) · cites this paper as [11]
Autism is a social and communication disorder, and people with autism have unique socialization needs to be accepted or appreciated as an autistic person.
“While autism is a social and communication disorder [9,11,15], people with autism have unique socialization needs to be “accepted or appreciated as an autistic person, with autism positively recognized and accepted by others and the self as an integral part of that individual” [39] (p. 424).”
From Remote work support needs of employees with autism spectrum disorder in Poland: perspectives of individuals with autism and their coworkers (2022) · cites this paper as [11]
Cites
The role of the hypothalamic-pituitary-adrenal axis in neuroendocrine responses to stress
Smith, S. M., & Vale, W. W. (2006) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2006.8.4/ssmith · Cited by 1,948 · see citing works
Principles and Practice of Stress Management
Gauron, E. F. (1986) · American Journal of Psychiatry · doi:10.1176/ajp.143.2.250-a · Cited by 607 · see citing works
Sharma, N., & Gedeon, T. (2012) · Computer Methods and Programs in Biomedicine · doi:10.1016/j.cmpb.2012.07.003 · Cited by 506 · see citing works
Slominski, A. T., Zmijewski, M. A., Skobowiat, C., Zbytek, B., Slominski, R. M., & Steketee, J. D. (2012) · Advances in anatomy, embryology and cell biology · doi:10.1007/978-3-642-19683-6 · Cited by 502 · see citing works
Regulation of the Hypothalamic-Pituitary-Adrenal Axis
Papadimitriou, A., & Priftis, K. Ν. (2009) · NeuroImmunoModulation · doi:10.1159/000216184 · Cited by 367 · see citing works
Mental health monitoring with multimodal sensing and machine learning: A survey
Garcia-Ceja, E., Riegler, M., Nordgreen, T., Jakobsen, P., Oedegaard, K. J., & Tørresen, J. (2018) · Pervasive and Mobile Computing · doi:10.1016/j.pmcj.2018.09.003 · Cited by 356 · see citing works
Machine Learning Framework for the Detection of Mental Stress at Multiple Levels
Subhani, A. R., Mumtaz, W., Saad, M., Kamel, N., & Malik, A. S. (2017) · IEEE Access · doi:10.1109/access.2017.2723622 · Cited by 274 · see citing works
Validation of the Empatica E4 wristband
McCarthy, C., Pradhan, N., Redpath, C., & Adler, A. (2016) · 2016 IEEE EMBS International Student Conference (ISC) · doi:10.1109/embsisc.2016.7508621 · Cited by 235 · see citing works
A survey of machine learning techniques in physiology based mental stress detection systems
Panicker, S., & Gayathri, P. (2019) · Journal of Applied Biomedicine · doi:10.1016/j.bbe.2019.01.004 · Cited by 217 · see citing works
Bishop, L., Minshew, N. J., Mazefsky, C. A., & Eack, S. M. (2016) · Journal of Autism and Developmental Disorders · doi:10.1007/s10803-016-2910-6 · Cited by 155 · see citing works
de Belen, R. A. J., Bednarz, T. P., Sowmya, A., & Favero, D. D. (2020) · Translational Psychiatry · doi:10.1038/s41398-020-01015-w · Cited by 150 · see citing works
Hirvikoski, T., & Blomqvist, M. (2015) · Autism · doi:10.1177/1362361314543530 · Cited by 128 · see citing works
Association between Stress and the HPA Axis in the Atopic Dermatitis
Lin, T.-K., Zhong, L., & Santiago, J. (2017) · International Journal of Molecular Sciences · doi:10.3390/ijms18102131 · Cited by 127 · see citing works
(2007) · Choice Reviews Online · doi:10.5860/choice.44-3563 · Cited by 107 · see citing works
Principles and practice of stress management, 3rd ed.
Lehrer, P. M., Woolfolk, R. L., & Sime, W. E. (2007) · Cited by 107 · see citing works
Sensing Technologies for Autism Spectrum Disorder Screening and Intervention
Cabibihan, J., Javed, H., Aldosari, M., Frazier, T. W., & Bashir, H. E. (2016) · Sensors · doi:10.3390/s17010046 · Cited by 80 · see citing works
An Adaptive Multi-Robot Therapy for Improving Joint Attention and Imitation of ASD Children
Ali, S., Mehmood, F., Dancey, D., Ayaz, Y., Khan, M. J., Naseer, N., Amadeu, R. D. C., Sadia, H., & Nawaz, R. (2019) · IEEE Access · doi:10.1109/access.2019.2923678 · Cited by 74 · see citing works
Palma, S. D., Tonacci, A., Narzisi, A., Domenici, C., Pioggia, G., Muratori, F., & Billeci, L. (2016) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2016.04.001 · Cited by 71 · see citing works
Billeci, L., Narzisi, A., Tonacci, A., Sbriscia-Fioretti, B., Serasini, L., Fulceri, F., Apicella, F., Sicca, F., Calderoni, S., & Muratori, F. (2017) · Scientific Reports · doi:10.1038/s41598-017-13053-4 · Cited by 71 · see citing works
Tomczak, M. T. (2021) · Journal of Disability Policy Studies · doi:10.1177/1044207320919945 · Cited by 59 · see citing works
Self-citationHeart Rate Variability During a Joint Attention Task in Toddlers With Autism Spectrum Disorders
Billeci, L., Tonacci, A., Narzisi, A., Manigrasso, Z., Varanini, M., Fulceri, F., Lattarulo, C., Calderoni, S., & Muratori, F. (2018) · Frontiers in Physiology · doi:10.3389/fphys.2018.00467 · Cited by 57 · see citing works
The Need for Objective Measures of Stress in Autism
Hufnagel, C., Chambres, P., Bertrand, P., & Dutheil, F. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00064 · Cited by 54 · see citing works
Baron, M. G., Groden, J., Groden, G., & Lipsitt, L. P. (2006) · Oxford University Press eBooks · doi:10.1093/med:psych/9780195182262.001.0001 · Cited by 51 · see citing works
Wojcikowski, M., & Pankiewicz, B. (2020) · Sensors · doi:10.3390/s20061783 · Cited by 47 · see citing works
Self-citationWali, L. J., & Sanfilippo, F. (2019) · Lecture notes in computer science · doi:10.1007/978-3-030-29374-1_42 · Cited by 33 · see citing works
Blueprint to Workplace Stress Detection Approaches
Elzeiny, S., & Qaraqe, M. (2018) · International Conference on Computer and Applications (ICCA) · doi:10.1109/comapp.2018.8460293 · Cited by 31 · see citing works
Tomczak, M. T., Wójcikowski, M., Listewnik, P., Pankiewicz, B., Majchrowicz, D., & Jędrzejewska-Szczerska, M. (2018) · Sensors · doi:10.3390/s18103530 · Cited by 29 · see citing works
Self-citationAli, S., Mehmood, F., Ayaz, Y., Khan, M. J., Sadia, H., & Nawaz, R. (2020) · IEEE Access · doi:10.1109/access.2020.2965204 · Cited by 29 · see citing works
Automatic recognition of therapy progress among children with autism
Kołakowska, A., Landowska, A., Anzulewicz, A., & Sobota, K. (2017) · Scientific Reports · doi:10.1038/s41598-017-14209-y · Cited by 24 · see citing works
Zalabarria, U., Irigoyen, E., Martínez, R., Larrea, M., & Salazar-Ramirez, A. (2020) · IEEE Access · doi:10.1109/access.2020.2988348 · Cited by 22 · see citing works
System supporting behavioral therapy for children with autism
Szczerska, M., Karpieńko, K., & Landowska, A. (2014) · Journal of Innovative Optical Health Sciences · doi:10.1142/s1793545815410084 · Cited by 12 · see citing works
Self-citationScrutinizing Reviews on Computer Science Technologies for Autism: Issues and Challenges
Epifânio, J. C., & da Silva, L. F. (2020) · IEEE Access · doi:10.1109/access.2020.2973097 · Cited by 12 · see citing works
Sanfilippo, F., & Raja, K. B. (2019) · Hawaii International Conference on System Sciences (HICSS) · doi:10.24251/hicss.2019.494 · Cited by 7 · see citing works
Towards Combining Automatic Measurements with Self-Assessments for Personal Stress Management
Michael Fellmann, M. A., Lambusch, F., & Pieper, L. (2019) · IEEE Conference on Business Informatics · doi:10.1109/cbi.2019.00076 · Cited by 6 · see citing works
Applications for investigating therapy progress of autistic children
Kołakowska, A., Landowska, A., Wróbel, M. R., Zaremba, D., Czajak, D., & Anzulewicz, A. (2016) · Annals of Computer Science and Information Systems · doi:10.15439/2016f507 · Cited by 5 · see citing works
Speeded Recognition of Fear and Surprise in Autism
Nagy, E., Paton, S. C., Primrose, F., Farkas, T. N., & Pow, C. F. (2018) · Perception · doi:10.1177/0301006618811768 · Cited by 4 · see citing works
A study on work-place stress and its management — A Structural Equation Model (SEM) approach
Surulivel, S. T., Alamelu, R., & Selvabaskar, S. (2014) · International Conference on Science Engineering and Management Research · doi:10.1109/icsemr.2014.7043608 · Cited by 3 · see citing works
Roszler, J., & Brail, M. (2017) · AADE in Practice · doi:10.1177/2325160317702879 · Cited by 1 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
AMO perspectives on the well-being of neurodivergent human capital
Szulc, J. M., Davies, J., Tomczak, M. T., & McGregor, F.-L. (2021) · Employee Relations: The International Journal · doi:10.1108/er-09-2020-0446 · Cited by 83 · see citing works
Self-citationTomczak, M. T., Szulc, J. M., & Szczerska, M. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18094696 · Cited by 47 · see citing works
“By exploring potential improvements in the onboarding and retention practices, we contribute to the lacuna of research addressing these subsequent stages where individuals with ASD are reported to suffer most from stress and ill mental health [19,37].”
BackgroundSelf-citationTomczak, M. T., Mpofu, E., & Hutson, N. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph191710982 · Cited by 42 · see citing works
Self-citation
- Authors
- Tomczak, M. T., Wojcikowski, M., Pankiewicz, B., Lubinski, J., Majchrowicz, J., Majchrowicz, D., Walasiewicz, A., Kilinski, T., & Szczerska, M.
- Affiliations
- Gdańsk University of Technology (PL)
- Venue
- IEEE Access
- Published
- 2020
- Volume
- 8
- Pages
- 228236-228244
- ISSN
- 2169-3536 (ISSN-L)
- OpenAlex
- W3111505183
- Cited by
- 50
- References
- 38
- Citations by year
- 2026: 15 · 2025: 7 · 2024: 7 · 2023: 7 · 2022: 9 · 2021: 5
- FWCI
- 2.83
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- IEEE Access (publishedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Centre for Research and Development, Poland (17/02/2018/UD)
- Gdańsk University of Technology
- DS Programs of Faculty of Electronics, Telecommunications and Informatics, Faculty of Mechanical Engineering, and Faculty of Management and Economics
- National Science Centre, Poland (2019/03/X/HS4/00304)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Autism Spectrum Disorder Research
- Physical Sciences › Engineering › Biomedical Engineering › Non-Invasive Vital Sign Monitoring
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Heart Rate Variability and Autonomic Control
- Keywords
- stress monitoring, autism spectrum disorder, wearable sensors, wristband, heart rate monitoring, skin resistance, stress management, neurodiversity, stress detection, educational institutions
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review