Literature DB >> 29666845

Investigating Contextual Cues as Indicators for EMA Delivery.

Varun Mishra1, Kelly Caine2, Byron Lowens2, David Kotz1, Sarah Lord1.   

Abstract

In this work, we attempt to determine whether the contextual information of a participant can be used to predict whether the participant will respond to a particular Ecological Momentary Assessment (EMA) trigger. We use a publicly available dataset for our work, and find that by using basic contextual features about the participant's activity, conversation status, audio, and location, we can predict if an EMA triggered at a particular time will be answered with a precision of 0.647, which is significantly higher than a baseline precision of 0.41. Using this knowledge, the researchers conducting field studies can efficiently schedule EMAs and achieve higher response rates.

Entities:  

Keywords:  Context-aware computing; Ecological Momentary Assessment; H.5.2 [Information interfaces and presentation (e.g., HCI)]; Interruptibility; Mobile sensing; Notification; User Interfaces

Year:  2017        PMID: 29666845      PMCID: PMC5899885          DOI: 10.1145/3123024.3124571

Source DB:  PubMed          Journal:  Proc ACM Int Conf Ubiquitous Comput


  3 in total

Review 1.  Ecological momentary assessment.

Authors:  Saul Shiffman; Arthur A Stone; Michael R Hufford
Journal:  Annu Rev Clin Psychol       Date:  2008       Impact factor: 18.561

2.  Fibromyalgia and women's pursuit of personal goals: a daily process analysis.

Authors:  G Affleck; H Tennen; S Urrows; P Higgins; M Abeles; C Hall; P Karoly; C Newton
Journal:  Health Psychol       Date:  1998-01       Impact factor: 4.267

3.  cStress: Towards a Gold Standard for Continuous Stress Assessment in the Mobile Environment.

Authors:  Karen Hovsepian; Mustafa al'Absi; Emre Ertin; Thomas Kamarck; Motohiro Nakajima; Santosh Kumar
Journal:  Proc ACM Int Conf Ubiquitous Comput       Date:  2015-09
  3 in total
  2 in total

1.  Detecting Receptivity for mHealth Interventions in the Natural Environment.

Authors:  Varun Mishra; Florian Künzler; Jan-Niklas Kramer; Elgar Fleisch; Tobias Kowatsch; David Kotz
Journal:  Proc ACM Interact Mob Wearable Ubiquitous Technol       Date:  2021-06

2.  Exploring the State-of-Receptivity for mHealth Interventions.

Authors:  Florian Künzler; Varun Mishra; Jan-Niklas Kramer; David Kotz; Elgar Fleisch; Tobias Kowatsch
Journal:  Proc ACM Interact Mob Wearable Ubiquitous Technol       Date:  2020-09-14
  2 in total

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