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Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization

Although traditional methods of data collection in naturalistic settings can shed light on constructs of interest to researchers, advances in sensor-based technology allow researchers to capture continuous physiological and behavioral data to provide a more comprehensive understanding of the constru...

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Autores principales: L'Hommedieu, Michelle, L'Hommedieu, Justin, Begay, Cynthia, Schenone, Alison, Dimitropoulou, Lida, Margolin, Gayla, Falk, Tiago, Ferrara, Emilio, Lerman, Kristina, Narayanan, Shrikanth
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6930504/
https://www.ncbi.nlm.nih.gov/pubmed/31821155
http://dx.doi.org/10.2196/13305
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author L'Hommedieu, Michelle
L'Hommedieu, Justin
Begay, Cynthia
Schenone, Alison
Dimitropoulou, Lida
Margolin, Gayla
Falk, Tiago
Ferrara, Emilio
Lerman, Kristina
Narayanan, Shrikanth
author_facet L'Hommedieu, Michelle
L'Hommedieu, Justin
Begay, Cynthia
Schenone, Alison
Dimitropoulou, Lida
Margolin, Gayla
Falk, Tiago
Ferrara, Emilio
Lerman, Kristina
Narayanan, Shrikanth
author_sort L'Hommedieu, Michelle
collection PubMed
description Although traditional methods of data collection in naturalistic settings can shed light on constructs of interest to researchers, advances in sensor-based technology allow researchers to capture continuous physiological and behavioral data to provide a more comprehensive understanding of the constructs that are examined in a dynamic health care setting. This study gives examples for implementing technology-facilitated approaches and provides the following recommendations for conducting such longitudinal, sensor-based research, with both environmental and wearable sensors in a health care setting: pilot test sensors and software early and often; build trust with key stakeholders and with potential participants who may be wary of sensor-based data collection and concerned about privacy; generate excitement for novel, new technology during recruitment; monitor incoming sensor data to troubleshoot sensor issues; and consider the logistical constraints of sensor-based research. The study describes how these recommendations were successfully implemented by providing examples from a large-scale, longitudinal, sensor-based study of hospital employees at a large hospital in California. The knowledge gained from this study may be helpful to researchers interested in obtaining dynamic, longitudinal sensor data from both wearable and environmental sensors in a health care setting (eg, a hospital) to obtain a more comprehensive understanding of constructs of interest in an ecologically valid, secure, and efficient way.
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spelling pubmed-69305042020-01-06 Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization L'Hommedieu, Michelle L'Hommedieu, Justin Begay, Cynthia Schenone, Alison Dimitropoulou, Lida Margolin, Gayla Falk, Tiago Ferrara, Emilio Lerman, Kristina Narayanan, Shrikanth JMIR Mhealth Uhealth Viewpoint Although traditional methods of data collection in naturalistic settings can shed light on constructs of interest to researchers, advances in sensor-based technology allow researchers to capture continuous physiological and behavioral data to provide a more comprehensive understanding of the constructs that are examined in a dynamic health care setting. This study gives examples for implementing technology-facilitated approaches and provides the following recommendations for conducting such longitudinal, sensor-based research, with both environmental and wearable sensors in a health care setting: pilot test sensors and software early and often; build trust with key stakeholders and with potential participants who may be wary of sensor-based data collection and concerned about privacy; generate excitement for novel, new technology during recruitment; monitor incoming sensor data to troubleshoot sensor issues; and consider the logistical constraints of sensor-based research. The study describes how these recommendations were successfully implemented by providing examples from a large-scale, longitudinal, sensor-based study of hospital employees at a large hospital in California. The knowledge gained from this study may be helpful to researchers interested in obtaining dynamic, longitudinal sensor data from both wearable and environmental sensors in a health care setting (eg, a hospital) to obtain a more comprehensive understanding of constructs of interest in an ecologically valid, secure, and efficient way. JMIR Publications 2019-12-10 /pmc/articles/PMC6930504/ /pubmed/31821155 http://dx.doi.org/10.2196/13305 Text en ©Michelle L'Hommedieu, Justin L'Hommedieu, Cynthia Begay, Alison Schenone, Lida Dimitropoulou, Gayla Margolin, Tiago Falk, Emilio Ferrara, Kristina Lerman, Shrikanth Narayanan. Originally published in JMIR mHealth and uHealth (http://mhealth.jmir.org), 10.12.2019. https://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIR mHealth and uHealth, is properly cited. The complete bibliographic information, a link to the original publication on http://mhealth.jmir.org/, as well as this copyright and license information must be included.
spellingShingle Viewpoint
L'Hommedieu, Michelle
L'Hommedieu, Justin
Begay, Cynthia
Schenone, Alison
Dimitropoulou, Lida
Margolin, Gayla
Falk, Tiago
Ferrara, Emilio
Lerman, Kristina
Narayanan, Shrikanth
Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization
title Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization
title_full Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization
title_fullStr Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization
title_full_unstemmed Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization
title_short Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization
title_sort lessons learned: recommendations for implementing a longitudinal study using wearable and environmental sensors in a health care organization
topic Viewpoint
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6930504/
https://www.ncbi.nlm.nih.gov/pubmed/31821155
http://dx.doi.org/10.2196/13305
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