Continuous Measurement of Reconnaissance Marines in Training With Custom Smartphone App and Watch: Observational Cohort Study

BackgroundSpecialized training for elite US military units is associated with high attrition due to intense psychological and physical demands. The need to graduate more service members without degrading performance standards necessitates the identification of factors to pred...

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Main Authors: Saxon, Leslie, DiPaula, Brooks, Fox, Glenn R, Ebert, Rebecca, Duhaime, Josiah, Nocera, Luciano, Tran, Luan, Sobhani, Mona
Format: Article
Language:English
Published: JMIR Publications 2020-06-01
Series:JMIR mHealth and uHealth
Online Access:https://mhealth.jmir.org/2020/6/e14116
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spelling doaj-03c8df60aae7410abddafb7311be60fb2021-05-03T03:34:13ZengJMIR PublicationsJMIR mHealth and uHealth2291-52222020-06-0186e1411610.2196/14116Continuous Measurement of Reconnaissance Marines in Training With Custom Smartphone App and Watch: Observational Cohort StudySaxon, LeslieDiPaula, BrooksFox, Glenn REbert, RebeccaDuhaime, JosiahNocera, LucianoTran, LuanSobhani, Mona BackgroundSpecialized training for elite US military units is associated with high attrition due to intense psychological and physical demands. The need to graduate more service members without degrading performance standards necessitates the identification of factors to predict success or failure in targeted training interventions. ObjectiveThe aim of this study was to continuously quantify the mental and physical status of trainees of an elite military unit to identify novel predictors of success in training. MethodsA total of 3 consecutive classes of a specialized training course were provided with an Apple iPhone, Watch, and specially designed mobile app. Baseline personality assessments and continuous daily measures of mental status, physical pain, heart rate, activity, sleep, hydration, and nutrition were collected from the app and Watch data. ResultsA total of 115 trainees enrolled and completed the study (100% male; age: mean 22 years, SD 4 years) and 64 (55.7%) successfully graduated. Most training withdrawals (27/115, 23.5%) occurred by day 7 (mean 5.5 days, SD 3.4 days; range 1-22 days). Extraversion, positive affect personality traits, and daily psychological profiles were associated with course completion; key psychological factors could predict withdrawals 1-2 days in advance (P=.009). ConclusionsGathering accurate and continuous mental and physical status data during elite military training is possible with early predictors of withdrawal providing an opportunity for intervention.https://mhealth.jmir.org/2020/6/e14116
collection DOAJ
language English
format Article
sources DOAJ
author Saxon, Leslie
DiPaula, Brooks
Fox, Glenn R
Ebert, Rebecca
Duhaime, Josiah
Nocera, Luciano
Tran, Luan
Sobhani, Mona
spellingShingle Saxon, Leslie
DiPaula, Brooks
Fox, Glenn R
Ebert, Rebecca
Duhaime, Josiah
Nocera, Luciano
Tran, Luan
Sobhani, Mona
Continuous Measurement of Reconnaissance Marines in Training With Custom Smartphone App and Watch: Observational Cohort Study
JMIR mHealth and uHealth
author_facet Saxon, Leslie
DiPaula, Brooks
Fox, Glenn R
Ebert, Rebecca
Duhaime, Josiah
Nocera, Luciano
Tran, Luan
Sobhani, Mona
author_sort Saxon, Leslie
title Continuous Measurement of Reconnaissance Marines in Training With Custom Smartphone App and Watch: Observational Cohort Study
title_short Continuous Measurement of Reconnaissance Marines in Training With Custom Smartphone App and Watch: Observational Cohort Study
title_full Continuous Measurement of Reconnaissance Marines in Training With Custom Smartphone App and Watch: Observational Cohort Study
title_fullStr Continuous Measurement of Reconnaissance Marines in Training With Custom Smartphone App and Watch: Observational Cohort Study
title_full_unstemmed Continuous Measurement of Reconnaissance Marines in Training With Custom Smartphone App and Watch: Observational Cohort Study
title_sort continuous measurement of reconnaissance marines in training with custom smartphone app and watch: observational cohort study
publisher JMIR Publications
series JMIR mHealth and uHealth
issn 2291-5222
publishDate 2020-06-01
description BackgroundSpecialized training for elite US military units is associated with high attrition due to intense psychological and physical demands. The need to graduate more service members without degrading performance standards necessitates the identification of factors to predict success or failure in targeted training interventions. ObjectiveThe aim of this study was to continuously quantify the mental and physical status of trainees of an elite military unit to identify novel predictors of success in training. MethodsA total of 3 consecutive classes of a specialized training course were provided with an Apple iPhone, Watch, and specially designed mobile app. Baseline personality assessments and continuous daily measures of mental status, physical pain, heart rate, activity, sleep, hydration, and nutrition were collected from the app and Watch data. ResultsA total of 115 trainees enrolled and completed the study (100% male; age: mean 22 years, SD 4 years) and 64 (55.7%) successfully graduated. Most training withdrawals (27/115, 23.5%) occurred by day 7 (mean 5.5 days, SD 3.4 days; range 1-22 days). Extraversion, positive affect personality traits, and daily psychological profiles were associated with course completion; key psychological factors could predict withdrawals 1-2 days in advance (P=.009). ConclusionsGathering accurate and continuous mental and physical status data during elite military training is possible with early predictors of withdrawal providing an opportunity for intervention.
url https://mhealth.jmir.org/2020/6/e14116
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