Literature DB >> 32748241

Framework for selecting and benchmarking mobile devices in psychophysiological research.

Ian R Kleckner1, Mallory J Feldman2,3, Matthew S Goodwin2, Karen S Quigley2,4.   

Abstract

Commercially available consumer electronics in (smartwatches and wearable biosensors) are increasingly enabling acquisition of peripheral physiological and physical activity data inside and outside of laboratory settings. However, there is scant literature available for selecting and assessing the suitability of these novel devices for scientific use. To overcome this limitation, the current paper offers a framework to aid researchers in choosing and evaluating wearable technologies for use in empirical research. Our seven-step framework includes: (1) identifying signals of interest; (2) characterizing intended use cases; (3) identifying study-specific pragmatic needs; (4) selecting devices for evaluation; (5) establishing an assessment procedure; (6) performing qualitative and quantitative analyses on resulting data; and, if desired, (7) conducting power analyses to determine sample size needed to more rigorously compare performance across devices. We illustrate the application of the framework by comparing electrodermal, cardiovascular, and accelerometry data from a variety of commercial wireless sensors (Affectiva Q, Empatica E3, Empatica E4, Actiwave Cardio, Shimmer) relative to a well-validated, wired MindWare laboratory system. Our evaluations are performed in two studies (N = 10, N = 11) involving psychometrically sound, standardized tasks that include physical activity and affect induction. After applying our framework to this data, we conclude that only some commercially available consumer devices for physiological measurement are capable of wirelessly measuring peripheral physiological and physical activity data of sufficient quality for scientific use cases. Thus, the framework appears to be beneficial at suggesting steps for conducting more systematic, transparent, and rigorous evaluations of mobile physiological devices prior to deployment in studies.

Entities:  

Keywords:  Accelerometry; Affect; Ambulatory; Benchmarking; Electrodermal activity; Heart rate; Monitoring; Psychophysiology; Stress

Mesh:

Year:  2021        PMID: 32748241      PMCID: PMC7854837          DOI: 10.3758/s13428-020-01438-9

Source DB:  PubMed          Journal:  Behav Res Methods        ISSN: 1554-351X


  42 in total

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Review 2.  Heart rate variability: origins, methods, and interpretive caveats.

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Review 3.  Wearable physiological systems and technologies for metabolic monitoring.

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Journal:  J Appl Physiol (1985)       Date:  2017-09-28

4.  Ambulatory monitoring of freezing of gait in Parkinson's disease.

Authors:  Steven T Moore; Hamish G MacDougall; William G Ondo
Journal:  J Neurosci Methods       Date:  2007-09-02       Impact factor: 2.390

5.  Experience Sampling Methods: A Modern Idiographic Approach to Personality Research.

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6.  Distress and affective dysregulation in patients with borderline personality disorder: a psychophysiological ambulatory monitoring study.

Authors:  Ulrich W Ebner-Priemer; Janice Kuo; Wolff Schlotz; Nikolaus Kleindienst; M Zachary Rosenthal; Leonie Detterer; Marsha M Linehan; Martin Bohus
Journal:  J Nerv Ment Dis       Date:  2008-04       Impact factor: 2.254

7.  Quantitative analysis of wrist electrodermal activity during sleep.

Authors:  Akane Sano; Rosalind W Picard; Robert Stickgold
Journal:  Int J Psychophysiol       Date:  2014-10-05       Impact factor: 2.997

8.  European Society of Hypertension practice guidelines for ambulatory blood pressure monitoring.

Authors:  Gianfranco Parati; George Stergiou; Eoin O'Brien; Roland Asmar; Lawrence Beilin; Grzegorz Bilo; Denis Clement; Alejandro de la Sierra; Peter de Leeuw; Eamon Dolan; Robert Fagard; John Graves; Geoffrey A Head; Yutaka Imai; Kazuomi Kario; Empar Lurbe; Jean-Michel Mallion; Giuseppe Mancia; Thomas Mengden; Martin Myers; Gbenga Ogedegbe; Takayoshi Ohkubo; Stefano Omboni; Paolo Palatini; Josep Redon; Luis M Ruilope; Andrew Shennan; Jan A Staessen; Gert vanMontfrans; Paolo Verdecchia; Bernard Waeber; Jiguang Wang; Alberto Zanchetti; Yuqing Zhang
Journal:  J Hypertens       Date:  2014-07       Impact factor: 4.844

Review 9.  A review of wearable sensors and systems with application in rehabilitation.

Authors:  Shyamal Patel; Hyung Park; Paolo Bonato; Leighton Chan; Mary Rodgers
Journal:  J Neuroeng Rehabil       Date:  2012-04-20       Impact factor: 4.262

10.  Engagement and Participant Experiences With Consumer Smartwatches for Health Research: Longitudinal, Observational Feasibility Study.

Authors:  Anna L Beukenhorst; Kelly Howells; Louise Cook; John McBeth; Terence W O'Neill; Matthew J Parkes; Caroline Sanders; Jamie C Sergeant; Katy S Weihrich; William G Dixon
Journal:  JMIR Mhealth Uhealth       Date:  2020-01-29       Impact factor: 4.773

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  2 in total

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Authors:  Heather J Nuske; Matthew S Goodwin; Yelena Kushleyeva; Daniel Forsyth; Jeffrey W Pennington; Aaron J Masino; Emma Finkel; Anushua Bhattacharya; Jessica Tan; Hungtzu Tai; Zabryna Atkinson-Diaz; Christopher P Bonafide; John D Herrington
Journal:  Autism Res       Date:  2021-11-06       Impact factor: 4.633

2.  Null effects of therapy dog interaction on adolescent anxiety during a laboratory-based social evaluative stressor.

Authors:  Megan K Mueller; Eric C Anderson; Erin K King; Heather L Urry
Journal:  Anxiety Stress Coping       Date:  2021-03-02
  2 in total

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