Literature DB >> 30579623

Real-time monitoring technology in single-case experimental design research: Opportunities and challenges.

Kate H Bentley1, Evan M Kleiman2, Grace Elliott2, Jeffery C Huffman3, Matthew K Nock4.   

Abstract

Single-case experimental design (SCED) is a rigorous method of studying behavior and behavior change. A key characteristic of SCED is repeated, systematic assessment of outcome variables, which is critical to achieving high internal validity, collecting a sufficient number of observations to conduct adequately powered statistical analyses, capturing dynamic and fine-grained changes in outcomes, and tailoring interventions at the individual level. Recent advances in real-time monitoring technology, such as digital ecological momentary assessment, passive smartphone-based behavioral tracking, and physiological assessment with wearable biosensors, are extremely well-suited to conducting these repeated, systematic measurements. Here, we discuss the rationale for incorporating real-time data collection technologies within SCED and highlight how recent studies have paired SCED with real-time monitoring. We also present original data illustrating how real-time digital monitoring can provide an idiographic and granular view of behavior (in this case, suicidal ideation). Last, we discuss the challenges of, and offer our recommendations for, using real-time monitoring technologies in SCED research.
Copyright © 2018 Elsevier Ltd. All rights reserved.

Keywords:  Ecological momentary assessment; Passive sensing; Real-time monitoring; Single-case experimental design; Technology

Mesh:

Year:  2018        PMID: 30579623     DOI: 10.1016/j.brat.2018.11.017

Source DB:  PubMed          Journal:  Behav Res Ther        ISSN: 0005-7967


  17 in total

1.  StudyU: A Platform for Designing and Conducting Innovative Digital N-of-1 Trials.

Authors:  Stefan Konigorski; Sarah Wernicke; Tamara Slosarek; Alexander M Zenner; Nils Strelow; Darius F Ruether; Florian Henschel; Manisha Manaswini; Fabian Pottbäcker; Jonathan A Edelman; Babajide Owoyele; Matteo Danieletto; Eddye Golden; Micol Zweig; Girish N Nadkarni; Erwin Böttinger
Journal:  J Med Internet Res       Date:  2022-07-05       Impact factor: 7.076

2.  Variability in the Functions of Nonsuicidal Self-Injury: Evidence From Three Real-Time Monitoring Studies.

Authors:  Daniel D L Coppersmith; Kate H Bentley; Evan M Kleiman; Matthew K Nock
Journal:  Behav Ther       Date:  2021-05-21

3.  Bayesian continuous-time hidden Markov models with covariate selection for intensive longitudinal data with measurement error.

Authors:  Mingrui Liang; Matthew D Koslovsky; Emily T Hébert; Darla E Kendzor; Michael S Businelle; Marina Vannucci
Journal:  Psychol Methods       Date:  2021-12-20

4.  Self-Regulatory Processes, Motivation to Conserve Resources and Activity Levels in People With Chronic Pain: A Series of Digital N-of-1 Observational Studies.

Authors:  Gail McMillan; Diane Dixon
Journal:  Front Psychol       Date:  2020-09-04

Review 5.  Perspective: Application of N-of-1 Methods in Personalized Nutrition Research.

Authors:  Tilly Potter; Rute Vieira; Baukje de Roos
Journal:  Adv Nutr       Date:  2021-06-01       Impact factor: 8.701

6.  Analysing N-of-1 observational data in health psychology and behavioural medicine: a 10-step SPSS tutorial for beginners.

Authors:  Suzanne McDonald; Rute Vieira; Derek W Johnston
Journal:  Health Psychol Behav Med       Date:  2020-01-22

7.  Bayesian Time-Series Models in Single Case Experimental Designs: A Tutorial for Trauma Researchers.

Authors:  Prathiba Natesan Batley; Ateka A Contractor; Stephanie V Caldas
Journal:  J Trauma Stress       Date:  2020-11-17

8.  Causal Mediation Analysis in Single Case Experimental Designs: Introduction to the Special Issue.

Authors:  Milica Miočević; Mariola Moeyaert; Axel Mayer; Amanda K Montoya
Journal:  Eval Health Prof       Date:  2022-02-03       Impact factor: 2.651

9.  Process-based functional analysis can help behavioral science step up to novel challenges: COVID - 19 as an example.

Authors:  Steven C Hayes; Stefan G Hofmann; Cory E Stanton
Journal:  J Contextual Behav Sci       Date:  2020-08-25

10.  Idiographic analyses of motivation and related processes in participants with schizophrenia following a therapeutic intervention for negative symptoms.

Authors:  Bénédicte Thonon; Evelyne Van Aubel; Ginette Lafit; Clara Della Libera; Frank Larøi
Journal:  BMC Psychiatry       Date:  2020-09-25       Impact factor: 3.630

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