Skip to main content

2018 | OriginalPaper | Buchkapitel

A Method for Simplified HRQOL Measurement by Smart Devices

verfasst von : Chishu Amenomori, Teruhiro Mizumoto, Hirohiko Suwa, Yutaka Arakawa, Keiichi Yasumoto

Erschienen in: Wireless Mobile Communication and Healthcare

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Health-related quality of life (HRQOL) is a useful indicator that rates a person’s activities in various physical, mental and social domains. Continuously measuring HRQOL can help detect the early signs of declines in these activities and lead to steps to prevent such declines. However, it is difficult to continuously measure HRQOL by conventional methods, since its measurement requires each user to answer burdensome questionnaires. In this paper, we propose a simplified HRQOL measurement method for a continuous HRQOL measurement which can reduce the burden of questionnaires. In our method, sensor data from smart devices and the questionnaire scores of HRQOL are collected and used to construct a machine-learning model that estimates the score for each HRQOL questionnaire item. Our experiment result showed our method’s potential and found effective features for some questions.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Larun, L., Nordheim, L.V., Ekeland, E., Hagen, K.B., Heian, F.: Exercise in prevention and treatment of anxiety and depression among children and young people. The Cochrane Library (2006) Larun, L., Nordheim, L.V., Ekeland, E., Hagen, K.B., Heian, F.: Exercise in prevention and treatment of anxiety and depression among children and young people. The Cochrane Library (2006)
2.
Zurück zum Zitat Biddle, S.: Physical activity and mental health: evidence is growing. World Psychiatry 15(2), 176–177 (2016)CrossRef Biddle, S.: Physical activity and mental health: evidence is growing. World Psychiatry 15(2), 176–177 (2016)CrossRef
3.
Zurück zum Zitat Babazono, A., Kame, C., Ishihara, R., Yamamoto, E., Hillman, A.L.: Patient-motivated prevention of lifestyle-related disease in Japan: a randomized, controlled clinical trial. Dis. Manage. Health Outcomes 15(2), 119–126 (2007)CrossRef Babazono, A., Kame, C., Ishihara, R., Yamamoto, E., Hillman, A.L.: Patient-motivated prevention of lifestyle-related disease in Japan: a randomized, controlled clinical trial. Dis. Manage. Health Outcomes 15(2), 119–126 (2007)CrossRef
5.
Zurück zum Zitat van Uem, J.M.T.: A viewpoint on wearable technology-enabled measurement of wellbeing and health-related quality of life in parkinson’s disease. J. Parkinson’s Dis. 6(2), 279–287 (2016)CrossRef van Uem, J.M.T.: A viewpoint on wearable technology-enabled measurement of wellbeing and health-related quality of life in parkinson’s disease. J. Parkinson’s Dis. 6(2), 279–287 (2016)CrossRef
6.
Zurück zum Zitat Gonçalves, J., Faria, B.M., Reis, L.P., Carvalho, V., Rocha, Á.: Data mining and electronic devices applied to quality of life related to health data. In: 10th Iberian Conference on Information Systems and Technologies (CISTI) 2015, pp. 1–4. IEEE (2015) Gonçalves, J., Faria, B.M., Reis, L.P., Carvalho, V., Rocha, Á.: Data mining and electronic devices applied to quality of life related to health data. In: 10th Iberian Conference on Information Systems and Technologies (CISTI) 2015, pp. 1–4. IEEE (2015)
7.
8.
Zurück zum Zitat Spilker, B.: Quality of Life and Pharmacoeconomics in Clinical Trials, pp. 1–10. Lippincott Williams & Wilkins, New York (1996). Chapter Introduction Spilker, B.: Quality of Life and Pharmacoeconomics in Clinical Trials, pp. 1–10. Lippincott Williams & Wilkins, New York (1996). Chapter Introduction
10.
Zurück zum Zitat THE Whoqol GROUP: The world health organization quality of life assessment (WHOQOL): development and general psychometric properties. Soc. Sci. Med. 46(12), 1569–1585 (1998)CrossRef THE Whoqol GROUP: The world health organization quality of life assessment (WHOQOL): development and general psychometric properties. Soc. Sci. Med. 46(12), 1569–1585 (1998)CrossRef
11.
Zurück zum Zitat World Health Organization et al. WHOQOL-BREF: Introduction, Administration, Scoring and Generic Version of the Assessment: Field Trial Version, December 1996 (1996) World Health Organization et al. WHOQOL-BREF: Introduction, Administration, Scoring and Generic Version of the Assessment: Field Trial Version, December 1996 (1996)
12.
Zurück zum Zitat Brown, D.W., et al.: Associations between recommended levels of physical activity and health-related quality of life findings from the 2001 behavioral risk factor surveillance system (BRFSS) survey. Prev. Med. 37(5), 520–528 (2003)CrossRef Brown, D.W., et al.: Associations between recommended levels of physical activity and health-related quality of life findings from the 2001 behavioral risk factor surveillance system (BRFSS) survey. Prev. Med. 37(5), 520–528 (2003)CrossRef
13.
Zurück zum Zitat Sörensen, L.E., Pekkonen, M.M., Männikkö, K.H., Louhevaara, V.A., Smolander, J., Alén, M.J.: Associations between work ability, health-related quality of life, physical activity and fitness among middle-aged men. Appl. Ergon. 39(6), 786–791 (2008)CrossRef Sörensen, L.E., Pekkonen, M.M., Männikkö, K.H., Louhevaara, V.A., Smolander, J., Alén, M.J.: Associations between work ability, health-related quality of life, physical activity and fitness among middle-aged men. Appl. Ergon. 39(6), 786–791 (2008)CrossRef
14.
Zurück zum Zitat Garcia-Ceja, E., Osmani, V., Mayora, O.: Automatic stress detection in working environments from smartphones’ accelerometer data: a first step. IEEE J. Biomed. Health Inf. 20(4), 1053–1060 (2016)CrossRef Garcia-Ceja, E., Osmani, V., Mayora, O.: Automatic stress detection in working environments from smartphones’ accelerometer data: a first step. IEEE J. Biomed. Health Inf. 20(4), 1053–1060 (2016)CrossRef
15.
Zurück zum Zitat Sano, A., Picard, R.W.: Stress recognition using wearable sensors and mobile phones. In: 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction (ACII), pp. 671–676. IEEE (2013) Sano, A., Picard, R.W.: Stress recognition using wearable sensors and mobile phones. In: 2013 Humaine Association Conference on Affective Computing and Intelligent Interaction (ACII), pp. 671–676. IEEE (2013)
17.
Zurück zum Zitat Malik, M.: Heart rate variability. Ann. Noninvasive Electrocardiol. 1(2), 151–181 (1996)CrossRef Malik, M.: Heart rate variability. Ann. Noninvasive Electrocardiol. 1(2), 151–181 (1996)CrossRef
Metadaten
Titel
A Method for Simplified HRQOL Measurement by Smart Devices
verfasst von
Chishu Amenomori
Teruhiro Mizumoto
Hirohiko Suwa
Yutaka Arakawa
Keiichi Yasumoto
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-98551-0_11

Premium Partner