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A Smart System for the Contactless Measurement of Energy Expenditure

Energy Expenditure (EE) (kcal/day), a key element to guide obesity treatment, is measured from CO(2) production, VCO(2) (mL/min), and/or O(2) consumption, VO(2) (mL/min). Current technologies are limited due to the requirement of wearable facial accessories. A novel system, the Smart Pad, which meas...

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Autores principales: Sprowls, Mark, Victor, Shaun, Mora, Sabrina Jimena, Osorio, Oscar, Pyznar, Gabriel, Destaillats, Hugo, Wheatley-Guy, Courtney, Johnson, Bruce, Kulick, Doina, Forzani, Erica
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8963031/
https://www.ncbi.nlm.nih.gov/pubmed/35214262
http://dx.doi.org/10.3390/s22041355
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author Sprowls, Mark
Victor, Shaun
Mora, Sabrina Jimena
Osorio, Oscar
Pyznar, Gabriel
Destaillats, Hugo
Wheatley-Guy, Courtney
Johnson, Bruce
Kulick, Doina
Forzani, Erica
author_facet Sprowls, Mark
Victor, Shaun
Mora, Sabrina Jimena
Osorio, Oscar
Pyznar, Gabriel
Destaillats, Hugo
Wheatley-Guy, Courtney
Johnson, Bruce
Kulick, Doina
Forzani, Erica
author_sort Sprowls, Mark
collection PubMed
description Energy Expenditure (EE) (kcal/day), a key element to guide obesity treatment, is measured from CO(2) production, VCO(2) (mL/min), and/or O(2) consumption, VO(2) (mL/min). Current technologies are limited due to the requirement of wearable facial accessories. A novel system, the Smart Pad, which measures EE via VCO(2) from a room’s ambient CO(2) concentration transients was evaluated. Resting EE (REE) and exercise VCO(2) measurements were recorded using Smart Pad and a reference instrument to study measurement duration’s influence on accuracy. The Smart Pad displayed 90% accuracy (±1 SD) for 14–19 min of REE measurement and for 4.8–7.0 min of exercise, using known room’s air exchange rate. Additionally, the Smart Pad was validated measuring subjects with a wide range of body mass indexes (BMI = 18.8 to 31.4 kg/m(2)), successfully validating the system accuracy across REE’s measures of ~1200 to ~3000 kcal/day. Furthermore, high correlation between subjects’ VCO(2) and λ for CO(2) accumulation was observed (p < 0.00001, R = 0.785) in a 14.0 m(3) sized room. This finding led to development of a new model for REE measurement from ambient CO(2) without λ calibration using a reference instrument. The model correlated in nearly 100% agreement with reference instrument measures (y = 1.06x, R = 0.937) using an independent dataset (N = 56).
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spelling pubmed-89630312022-03-30 A Smart System for the Contactless Measurement of Energy Expenditure Sprowls, Mark Victor, Shaun Mora, Sabrina Jimena Osorio, Oscar Pyznar, Gabriel Destaillats, Hugo Wheatley-Guy, Courtney Johnson, Bruce Kulick, Doina Forzani, Erica Sensors (Basel) Article Energy Expenditure (EE) (kcal/day), a key element to guide obesity treatment, is measured from CO(2) production, VCO(2) (mL/min), and/or O(2) consumption, VO(2) (mL/min). Current technologies are limited due to the requirement of wearable facial accessories. A novel system, the Smart Pad, which measures EE via VCO(2) from a room’s ambient CO(2) concentration transients was evaluated. Resting EE (REE) and exercise VCO(2) measurements were recorded using Smart Pad and a reference instrument to study measurement duration’s influence on accuracy. The Smart Pad displayed 90% accuracy (±1 SD) for 14–19 min of REE measurement and for 4.8–7.0 min of exercise, using known room’s air exchange rate. Additionally, the Smart Pad was validated measuring subjects with a wide range of body mass indexes (BMI = 18.8 to 31.4 kg/m(2)), successfully validating the system accuracy across REE’s measures of ~1200 to ~3000 kcal/day. Furthermore, high correlation between subjects’ VCO(2) and λ for CO(2) accumulation was observed (p < 0.00001, R = 0.785) in a 14.0 m(3) sized room. This finding led to development of a new model for REE measurement from ambient CO(2) without λ calibration using a reference instrument. The model correlated in nearly 100% agreement with reference instrument measures (y = 1.06x, R = 0.937) using an independent dataset (N = 56). MDPI 2022-02-10 /pmc/articles/PMC8963031/ /pubmed/35214262 http://dx.doi.org/10.3390/s22041355 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Sprowls, Mark
Victor, Shaun
Mora, Sabrina Jimena
Osorio, Oscar
Pyznar, Gabriel
Destaillats, Hugo
Wheatley-Guy, Courtney
Johnson, Bruce
Kulick, Doina
Forzani, Erica
A Smart System for the Contactless Measurement of Energy Expenditure
title A Smart System for the Contactless Measurement of Energy Expenditure
title_full A Smart System for the Contactless Measurement of Energy Expenditure
title_fullStr A Smart System for the Contactless Measurement of Energy Expenditure
title_full_unstemmed A Smart System for the Contactless Measurement of Energy Expenditure
title_short A Smart System for the Contactless Measurement of Energy Expenditure
title_sort smart system for the contactless measurement of energy expenditure
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8963031/
https://www.ncbi.nlm.nih.gov/pubmed/35214262
http://dx.doi.org/10.3390/s22041355
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