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2019 | OriginalPaper | Buchkapitel

Clara: Design of a New System for Passive Sensing of Depression, Stress and Anxiety in the Workplace

verfasst von : Juwon Lee, Megan Lam, Caleb Chiu

Erschienen in: Pervasive Computing Paradigms for Mental Health

Verlag: Springer International Publishing

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Abstract

Collective evidence from research on the detriment of mental ill-health in the workplace consistently points to the need for better management of workplace mental health. However, difficulty in making a reliable, unobtrusive measurement of an employee’s mental health remains an obstacle in the way of effective interventions at an organizational level. In this paper, a system named Clara is proposed with aims to enable passive measurement, and hence effective management, of workplace mental health. A literature review of different approaches to measure depression, stress, and anxiety is presented, followed by a discussion on the design principles that guided the development of Clara. The overarching system architecture is then outlined, and individual components of the system are explored in finer details. The paper illustrates how Clara, with its passive measurement techniques, has the potential to enable objective assessment of workplace depression, stress and anxiety, allowing for delivery of timely interventions.

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Literatur
4.
Zurück zum Zitat Dewa, C.S., Thompson, A.H., Jacobs, P.: The association of treatment of depressive episodes and work productivity. Can. J. Psychiatry 56, 743–750 (2011)CrossRef Dewa, C.S., Thompson, A.H., Jacobs, P.: The association of treatment of depressive episodes and work productivity. Can. J. Psychiatry 56, 743–750 (2011)CrossRef
8.
Zurück zum Zitat Graham, A.: Review: brief interventions reduce drinking in patients not seeking treatment. Evid.-Based Ment. Health 5, 116 (2002)CrossRef Graham, A.: Review: brief interventions reduce drinking in patients not seeking treatment. Evid.-Based Ment. Health 5, 116 (2002)CrossRef
9.
Zurück zum Zitat Razavi, T.: Self-report measures: an overview of concerns and limitations of questionnaire use in occupational stress research Razavi, T.: Self-report measures: an overview of concerns and limitations of questionnaire use in occupational stress research
10.
Zurück zum Zitat Jones, G., Wright, J., Regele, O., Kourtis, L., Pszenny, S., Sirkar, R., Kovalchick, C.: Evolution of the digital biomarker ecosystem. Digit. Med. 3, 154 (2017)CrossRef Jones, G., Wright, J., Regele, O., Kourtis, L., Pszenny, S., Sirkar, R., Kovalchick, C.: Evolution of the digital biomarker ecosystem. Digit. Med. 3, 154 (2017)CrossRef
11.
Zurück zum Zitat Lovibond, P., Lovibond, S.: The structure of negative emotional states: comparison of the depression anxiety stress scales (DASS) with the beck depression and anxiety inventories. Behav. Res. Ther. 33, 335–343 (1995)CrossRef Lovibond, P., Lovibond, S.: The structure of negative emotional states: comparison of the depression anxiety stress scales (DASS) with the beck depression and anxiety inventories. Behav. Res. Ther. 33, 335–343 (1995)CrossRef
12.
Zurück zum Zitat Kroenke, K., Spitzer, R.L.: The PHQ-9: a new depression diagnostic and severity measure. Psychiatric Ann. 32, 509–515 (2002)CrossRef Kroenke, K., Spitzer, R.L.: The PHQ-9: a new depression diagnostic and severity measure. Psychiatric Ann. 32, 509–515 (2002)CrossRef
13.
Zurück zum Zitat Griffiths, T.C., Myers, D.H., Talbot, A.W.: A study of the validity of the scaled version of the general health questionnaire in paralysed spinally injured out-patients. Psychol. Med. 23, 497 (1993)CrossRef Griffiths, T.C., Myers, D.H., Talbot, A.W.: A study of the validity of the scaled version of the general health questionnaire in paralysed spinally injured out-patients. Psychol. Med. 23, 497 (1993)CrossRef
15.
Zurück zum Zitat Cohen, S., Kamarck, T., Mermelstein, R.: A global measure of perceived stress. J. Health Soc. Behav. 24, 385 (1983)CrossRef Cohen, S., Kamarck, T., Mermelstein, R.: A global measure of perceived stress. J. Health Soc. Behav. 24, 385 (1983)CrossRef
16.
Zurück zum Zitat Koh, K.B., Park, J.K., Kim, C.H., Cho, S.: Development of the stress response inventory and its application in clinical practice. Psychosom. Med. 63, 668–678 (2001)CrossRef Koh, K.B., Park, J.K., Kim, C.H., Cho, S.: Development of the stress response inventory and its application in clinical practice. Psychosom. Med. 63, 668–678 (2001)CrossRef
17.
Zurück zum Zitat Sakakibara, B.M., Miller, W.C., Orenczuk, S.G., Wolfe, D.L.: A systematic review of depression and anxiety measures used with individuals with spinal cord injury. Spinal Cord 47, 841–851 (2009)CrossRef Sakakibara, B.M., Miller, W.C., Orenczuk, S.G., Wolfe, D.L.: A systematic review of depression and anxiety measures used with individuals with spinal cord injury. Spinal Cord 47, 841–851 (2009)CrossRef
20.
Zurück zum Zitat Chow, P.I., Fua, K., Huang, Y., Bonelli, W., Xiong, H., Barnes, L.E., Teachman, B.A.: Using mobile sensing to test clinical models of depression, social anxiety, state affect, and social isolation among college students. J. Med. Internet Res. 19, e62 (2017)CrossRef Chow, P.I., Fua, K., Huang, Y., Bonelli, W., Xiong, H., Barnes, L.E., Teachman, B.A.: Using mobile sensing to test clinical models of depression, social anxiety, state affect, and social isolation among college students. J. Med. Internet Res. 19, e62 (2017)CrossRef
22.
Zurück zum Zitat Hellhammer, D., Meinlschmidt, G., Kumsta, R.: Mobile Phone Sensor Correlates of Depressive Symptom Severity in Daily-Life Behavior: An Exploratory Study. F1000 - Post-publication peer review of the biomedical literature (2016) Hellhammer, D., Meinlschmidt, G., Kumsta, R.: Mobile Phone Sensor Correlates of Depressive Symptom Severity in Daily-Life Behavior: An Exploratory Study. F1000 - Post-publication peer review of the biomedical literature (2016)
23.
Zurück zum Zitat Epp, C., Lippold, M., Mandryk, R.L.: Identifying emotional states using keystroke dynamics. In: Proceedings of the 2011 Annual Conference on Human Factors in Computing Systems - CHI 2011 (2011) Epp, C., Lippold, M., Mandryk, R.L.: Identifying emotional states using keystroke dynamics. In: Proceedings of the 2011 Annual Conference on Human Factors in Computing Systems - CHI 2011 (2011)
25.
Zurück zum Zitat Malhi, G.S., Hamilton, A., Morris, G., Mannie, Z., Das, P., Outhred, T.: The promise of digital mood tracking technologies: are we heading on the right track? Evid. Based Ment. Health 20, 102–107 (2017)CrossRef Malhi, G.S., Hamilton, A., Morris, G., Mannie, Z., Das, P., Outhred, T.: The promise of digital mood tracking technologies: are we heading on the right track? Evid. Based Ment. Health 20, 102–107 (2017)CrossRef
26.
Zurück zum Zitat Solanki, R., Shukla, P.: Estimation of the user’s emotional state by keystroke dynamics. Int. J. Comput. Appl. 94, 21–23 (2014) Solanki, R., Shukla, P.: Estimation of the user’s emotional state by keystroke dynamics. Int. J. Comput. Appl. 94, 21–23 (2014)
27.
Zurück zum Zitat Tsoulouhas, G., Georgiou, D., Karakos, A.: Detection of learner’s affective state based on mouse movements. J. Comput. 3, 9–18 (2011) Tsoulouhas, G., Georgiou, D., Karakos, A.: Detection of learner’s affective state based on mouse movements. J. Comput. 3, 9–18 (2011)
28.
Zurück zum Zitat Hibbeln, M., Jenkins, J.L., Schneider, C., Valacich, J.S., Weinmann, M.: How is your user feeling? Inferring emotion through human-computer interaction devices. MIS Q. 41, 1–21 (2017)CrossRef Hibbeln, M., Jenkins, J.L., Schneider, C., Valacich, J.S., Weinmann, M.: How is your user feeling? Inferring emotion through human-computer interaction devices. MIS Q. 41, 1–21 (2017)CrossRef
29.
Zurück zum Zitat Heron, S.: Advanced encryption standard (AES). Netw. Secur. 2009, 8–12 (2009)CrossRef Heron, S.: Advanced encryption standard (AES). Netw. Secur. 2009, 8–12 (2009)CrossRef
30.
Zurück zum Zitat Torous, J., Nicholas, J., Larsen, M.E., Firth, J., Christensen, H.: Clinical review of user engagement with mental health smartphone apps: evidence, theory and improvements. Evid. Based Ment. Health 21, 116–119 (2018)CrossRef Torous, J., Nicholas, J., Larsen, M.E., Firth, J., Christensen, H.: Clinical review of user engagement with mental health smartphone apps: evidence, theory and improvements. Evid. Based Ment. Health 21, 116–119 (2018)CrossRef
31.
Zurück zum Zitat Farhan, Y., Morillo, W., Lu, B., Kamath, R., Bamis, W.: Behavior vs. introspection: refining prediction of clinical depression via smartphone sensing data. In: 2016 IEEE Wireless Health (WH) (2016) Farhan, Y., Morillo, W., Lu, B., Kamath, R., Bamis, W.: Behavior vs. introspection: refining prediction of clinical depression via smartphone sensing data. In: 2016 IEEE Wireless Health (WH) (2016)
33.
Zurück zum Zitat Zheng, V.W., Zheng, Y., Xie, X., Yang, Q.: Towards mobile intelligence: Learning from GPS history data for collaborative recommendation. Artif. Intell. 184–185, 17–37 (2012)MathSciNetCrossRef Zheng, V.W., Zheng, Y., Xie, X., Yang, Q.: Towards mobile intelligence: Learning from GPS history data for collaborative recommendation. Artif. Intell. 184–185, 17–37 (2012)MathSciNetCrossRef
34.
Zurück zum Zitat Rodden, K., Fu, X., Aula, A., Spiro, I.: Eye-mouse coordination patterns on web search results pages. In: Proceeding of the Twenty-Sixth Annual CHI Conference Extended Abstracts on Human Factors in Computing Systems - CHI 2008 (2008) Rodden, K., Fu, X., Aula, A., Spiro, I.: Eye-mouse coordination patterns on web search results pages. In: Proceeding of the Twenty-Sixth Annual CHI Conference Extended Abstracts on Human Factors in Computing Systems - CHI 2008 (2008)
35.
Zurück zum Zitat Louhichi, S., Gzara, M., Abdallah, H.B.: A density based algorithm for discovering clusters with varied density. In: 2014 World Congress on Computer Applications and Information Systems (WCCAIS) (2014) Louhichi, S., Gzara, M., Abdallah, H.B.: A density based algorithm for discovering clusters with varied density. In: 2014 World Congress on Computer Applications and Information Systems (WCCAIS) (2014)
36.
Zurück zum Zitat Pakhomov, A., Sicignano, A., Sandy, M., Goldburt, E.T.: A novel method for footstep detection with extremely low false alarm rate. In: Unattended Ground Sensor Technologies and Applications V. (2003) Pakhomov, A., Sicignano, A., Sandy, M., Goldburt, E.T.: A novel method for footstep detection with extremely low false alarm rate. In: Unattended Ground Sensor Technologies and Applications V. (2003)
37.
Zurück zum Zitat Freund, Y., Schapire, R.E.: A decision-theoretic generalization of on-line learning and an application to boosting. J. Comput. Syst. Sci. 55, 119–139 (1997)MathSciNetCrossRef Freund, Y., Schapire, R.E.: A decision-theoretic generalization of on-line learning and an application to boosting. J. Comput. Syst. Sci. 55, 119–139 (1997)MathSciNetCrossRef
38.
Zurück zum Zitat Conroy, B., Eshelman, L., Potes, C., Xu-Wilson, M.: A dynamic ensemble approach to robust classification in the presence of missing data. Mach. Learn. 102, 443–463 (2015)MathSciNetCrossRef Conroy, B., Eshelman, L., Potes, C., Xu-Wilson, M.: A dynamic ensemble approach to robust classification in the presence of missing data. Mach. Learn. 102, 443–463 (2015)MathSciNetCrossRef
39.
Zurück zum Zitat Meuret, A.E., Wilhelm, F.H., Roth, W.T.: Respiratory biofeedback-assisted therapy in panic disorder. Behav. Modif. 25, 584–605 (2001)CrossRef Meuret, A.E., Wilhelm, F.H., Roth, W.T.: Respiratory biofeedback-assisted therapy in panic disorder. Behav. Modif. 25, 584–605 (2001)CrossRef
40.
Zurück zum Zitat Barnett, I., Onnela, J.-P.: Inferring mobility measures from GPS traces with missing data. Biostatistics (2018) Barnett, I., Onnela, J.-P.: Inferring mobility measures from GPS traces with missing data. Biostatistics (2018)
Metadaten
Titel
Clara: Design of a New System for Passive Sensing of Depression, Stress and Anxiety in the Workplace
verfasst von
Juwon Lee
Megan Lam
Caleb Chiu
Copyright-Jahr
2019
DOI
https://doi.org/10.1007/978-3-030-25872-6_2