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coQoL Approach: coCalibrating Physical and Psychological Outcomes & Consumer Wearable Activity Outcomes

Thank You for referencing this work, if you find it useful! Citation of a related scientific paper: Manea, V., & Wac, K. (2020). Co-Calibrating Physical and Psychological Outcomes and Consumer Wearable Activity Outcomes in Older Adults: An Evaluation of the coQoL Method. Journal of Personalized Medicine, 10(4), 203. The talk details: Katarzyna Wac, "coQoL Approach", International Society for Quality of Life Research (ISOQOL) Conference, PLENARY SESSION: “Video killed the radio star”: How technology is changing the way we collect, analyze and interpret patient-relevant data, October 2020 Video: https://youtu.be/9c5lyD4gQD4

1 of 23
Quality of Life Technologies Lab
University of Geneva (CH) & University of Copenhagen (DK)
qualityoflifetechnologies.org
coQoL Approach
coCalibrating Physical and Psychological Outcomes
& Consumer Wearable Activity Outcomes
Prof. Katarzyna Wac & QoL Team
ISOQOL Conference, October 2020
PLENARY SESSION: “Video killed the radio star”: How technology is changing the way we collect, analyze and interpret patient-relevant data
Sources & Types of Outcomes
Mayo, N. E., Figueiredo, S., Ahmed, S., & Bartlett, S. J. (2017). Montreal Accord on Patient-Reported Outcomes (PROs) use series–Paper 2: Terminology proposed to measure what matters in health. Journal of clinical epidemiology, 89, 119-124.
TechROs
PROs
Currently...
3~6 months
The Big
Picture
Dey, A. K., Wac, K., Ferreira, D., Tassini, K., Hong, J. H., & Ramos, J. (2011). Getting closer: An Empirical Investigation Of The Proximity Of User To Their Smart Phones. In Proceedings of the ACM UBICOMP.
Smartphone 88%
of the time
next to us
Wac, K. (2018). From Quantified Self to Quality of Life, Chapter in: Digital Health: Scaling Healthcare to the World, Series: Health Informatics, Springer Nature, Dordrecht, the Netherlands.
Annotated wearables dataset https://doi.org/10.6084/m9.figshare.9702122
Smartphone
& Wearables
438 wearables (2018)

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coQoL Approach: coCalibrating Physical and Psychological Outcomes & Consumer Wearable Activity Outcomes

  • 1. Quality of Life Technologies Lab University of Geneva (CH) & University of Copenhagen (DK) qualityoflifetechnologies.org coQoL Approach coCalibrating Physical and Psychological Outcomes & Consumer Wearable Activity Outcomes Prof. Katarzyna Wac & QoL Team ISOQOL Conference, October 2020 PLENARY SESSION: “Video killed the radio star”: How technology is changing the way we collect, analyze and interpret patient-relevant data
  • 2. Sources & Types of Outcomes Mayo, N. E., Figueiredo, S., Ahmed, S., & Bartlett, S. J. (2017). Montreal Accord on Patient-Reported Outcomes (PROs) use series–Paper 2: Terminology proposed to measure what matters in health. Journal of clinical epidemiology, 89, 119-124. TechROs PROs
  • 5. Dey, A. K., Wac, K., Ferreira, D., Tassini, K., Hong, J. H., & Ramos, J. (2011). Getting closer: An Empirical Investigation Of The Proximity Of User To Their Smart Phones. In Proceedings of the ACM UBICOMP. Smartphone 88% of the time next to us
  • 6. Wac, K. (2018). From Quantified Self to Quality of Life, Chapter in: Digital Health: Scaling Healthcare to the World, Series: Health Informatics, Springer Nature, Dordrecht, the Netherlands. Annotated wearables dataset https://doi.org/10.6084/m9.figshare.9702122 Smartphone & Wearables 438 wearables (2018)
  • 8. Bending the Curve Wac, K., Fiordelli, M., Gustarini, M., & Rivas, H. (2015). Quality of life technologies: Experiences from the field and key challenges. IEEE Internet Computing, 19(4), 28-35. Fries, J. F. (2002). Aging, natural death, and the compression of morbidity. Bulletin of the World Health Organization, 80, 245-250. QoL Domains QoL Facets (13/24) Physical health Activities of daily living ✓ Dependence on medicinal substances and medical aids Energy and fatigue ✓ Mobility ✓ Pain and discomfort ✓ Sleep and rest ✓ Work capacity Psychological health Bodily image and appearance Negative feelings ✓ Positive feelings ✓ Self-esteem Spirituality / Religion / Personal beliefs ✓ Thinking, learning, memory, and concentration Social relationships Personal relationships ✓ Social support ✓ Sexual activity Environment Financial resources Freedom, physical safety, and security ✓ Health and social care: accessibility, and quality Home environment Opportunities for acquiring new information and skills Participation in and opportunities for recreation / leisure activities Physical environment (pollution / noise / traffic / climate) ✓ Transport ✓ { { { { Computational Models Self-management & Behaviour Change Facilitation World Health Organization | www.who.int “The World Health Organization Quality of Life Assessment (WHOQOL): development and general psychometric properties.,” Soc. Sci. Med., vol. 46, no. 12, pp. 1569–85, Jun. 1998. TechROs PROs
  • 9. The Momentary Co-calibration (ML-based) Gustarini, M., Scipioni, M., Fanourakis, M., Wac, K. (2016). Differences in Smartphone Usage: Validating, Evaluating, and Predicting Mobile User Intimacy, Pervasive and Mobile Computing (PMC), Elsevier. Ciman, M., Wac, K., (2018). Individuals’ Stress Assessment Through Human-Smartphone Interaction Analysis, IEEE Transactions on Affective Computing (IEEE TAC), 9(1): 51-65. Ciman, M., Wac, K. (2019). Smartphones as Sleep Duration Sensors: Validation of the iSenseSleep Algorithm, JMIR mhealth and uhealth, Vol 7, No 5. TechROs ON/OFF
  • 11. CoQoL
  • 12. 2018 S169 69yo, female, HU disease (HTN) mid-2018 winter 2018/2019 mid-2019 steps: 8035 active: 300 min sleep: 7h06m steps: 6760 active: 273 min sleep: 8h08m steps: 8172 active: 294 min sleep: 7h03m Nutrition: 7 PSQI: 15 MSPSS: 5 GADS: 68 EQ5D-health: 80 Nutrition: 5 PSQI: 15 MSPSS: 5 GADS: 51 EQ5D-health: 75 Nutrition: 7 PSQI: 14 MSPSS: 5 GADS: 47 EQ5D-health: 80 Manea, V., Wac, K. (2020). Co-calibrating Physical and Psychological Outcomes and Consumer Wearable Activity Outcomes in Older Adults: An Evaluation of the Co-QoL Method. Journal of Personalized Medicine, MDPI (under revision)
  • 13. Step 1 Step 2 Step 3 Step 4 Step 5 CoQoL Manea, V., Wac, K. (2020). Co-calibrating Physical and Psychological Outcomes and Consumer Wearable Activity Outcomes in Older Adults: An Evaluation of the Co-QoL Method. Journal of Personalized Medicine, MDPI (under revision)
  • 15. Manea, V., Wac, K. (2020). Co-calibrating Physical and Psychological Outcomes and Consumer Wearable Activity Outcomes in Older Adults: An Evaluation of the Co-QoL Method. Journal of Personalized Medicine, MDPI (under revision) N=39, 18 healthy, 26F, 70±7yo MSPSS: moderate vs. 2 years of TechRO data
  • 16. Manea, V., Wac, K. (2020). Co-calibrating Physical and Psychological Outcomes and Consumer Wearable Activity Outcomes in Older Adults: An Evaluation of the Co-QoL Method. Journal of Personalized Medicine, MDPI (under revision) Spearman correlations rs > 0.5 healthy participants family and friends diseased participants significant other N=39, 18 healthy, 26F, 70±7yo MSPSS: moderate vs. 2 years of TechRO data
  • 18. Manea, V., Wac, K. (2020). Co-calibrating Physical and Psychological Outcomes and Consumer Wearable Activity Outcomes in Older Adults: An Evaluation of the Co-QoL Method. Journal of Personalized Medicine, MDPI (under revision) N=39, 18 healthy, 26F, 70±7yo GADS: possible/mild vs. 2 years of TechRO data
  • 19. Manea, V., Wac, K. (2020). Co-calibrating Physical and Psychological Outcomes and Consumer Wearable Activity Outcomes in Older Adults: An Evaluation of the Co-QoL Method. Journal of Personalized Medicine, MDPI (under revision) Spearman correlations rs > 0.5 healthy participants lost interest in things diseased participants worrying a lot N=39, 18 healthy, 26F, 70±7yo GADS: possible/mild vs. 2 years of TechRO data
  • 21. Human Factors Study details N = 200 participants (US) Affinity clustering of significant factors Q: Do you use technologies (smartphone/wearable) for your own health/care? Wac, K., Rivas, H., & Fiordelli, M. (2016). Use and misuse of mobile health information technologies for health self-management. Annals of Behavioral Medicine, 50 (Supplement 1). Wac, K. et al., (2019). “I Try Harder”: The Design Implications for Mobile Apps and Wearables Contributing to Self-Efficacy of Patients with Chronic Conditions, Frontiers in Psychology, SI: Improving Wellbeing in Patients with Chronic Conditions.
  • 23. Quality of Life Technologies Lab qualityoflifetechnologies.org ...welcoming collaborations Prof. Katarzyna Wac and the QoL Team Quality of Life, Center for Informatics, University of Geneva, Switzerland Human-Centered Computing, University of Copenhagen, Denmark katarzyna.wac@unige.ch 2021