Cargando…

Hybrid Experimental Designs for Intervention Development: What, Why, and How

Advances in mobile and wireless technologies offer tremendous opportunities for extending the reach and impact of psychological interventions and for adapting interventions to the unique and changing needs of individuals. However, insufficient engagement remains a critical barrier to the effectivene...

Descripción completa

Detalles Bibliográficos
Autores principales: Nahum-Shani, Inbal, Dziak, John J., Walton, Maureen A., Dempsey, Walter
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10024531/
https://www.ncbi.nlm.nih.gov/pubmed/36935844
http://dx.doi.org/10.1177/25152459221114279
_version_ 1784909127505412096
author Nahum-Shani, Inbal
Dziak, John J.
Walton, Maureen A.
Dempsey, Walter
author_facet Nahum-Shani, Inbal
Dziak, John J.
Walton, Maureen A.
Dempsey, Walter
author_sort Nahum-Shani, Inbal
collection PubMed
description Advances in mobile and wireless technologies offer tremendous opportunities for extending the reach and impact of psychological interventions and for adapting interventions to the unique and changing needs of individuals. However, insufficient engagement remains a critical barrier to the effectiveness of digital interventions. Human delivery of interventions (e.g., by clinical staff) can be more engaging but potentially more expensive and burdensome. Hence, the integration of digital and human-delivered components is critical to building effective and scalable psychological interventions. Existing experimental designs can be used to answer questions either about human-delivered components that are typically sequenced and adapted at relatively slow timescales (e.g., monthly) or about digital components that are typically sequenced and adapted at much faster timescales (e.g., daily). However, these methodologies do not accommodate sequencing and adaptation of components at multiple timescales and hence cannot be used to empirically inform the joint sequencing and adaptation of human-delivered and digital components. Here, we introduce the hybrid experimental design (HED)—a new experimental approach that can be used to answer scientific questions about building psychological interventions in which human-delivered and digital components are integrated and adapted at multiple timescales. We describe the key characteristics of HEDs (i.e., what they are), explain their scientific rationale (i.e., why they are needed), and provide guidelines for their design and corresponding data analysis (i.e., how can data arising from HEDs be used to inform effective and scalable psychological interventions).
format Online
Article
Text
id pubmed-10024531
institution National Center for Biotechnology Information
language English
publishDate 2022
record_format MEDLINE/PubMed
spelling pubmed-100245312023-03-18 Hybrid Experimental Designs for Intervention Development: What, Why, and How Nahum-Shani, Inbal Dziak, John J. Walton, Maureen A. Dempsey, Walter Adv Methods Pract Psychol Sci Article Advances in mobile and wireless technologies offer tremendous opportunities for extending the reach and impact of psychological interventions and for adapting interventions to the unique and changing needs of individuals. However, insufficient engagement remains a critical barrier to the effectiveness of digital interventions. Human delivery of interventions (e.g., by clinical staff) can be more engaging but potentially more expensive and burdensome. Hence, the integration of digital and human-delivered components is critical to building effective and scalable psychological interventions. Existing experimental designs can be used to answer questions either about human-delivered components that are typically sequenced and adapted at relatively slow timescales (e.g., monthly) or about digital components that are typically sequenced and adapted at much faster timescales (e.g., daily). However, these methodologies do not accommodate sequencing and adaptation of components at multiple timescales and hence cannot be used to empirically inform the joint sequencing and adaptation of human-delivered and digital components. Here, we introduce the hybrid experimental design (HED)—a new experimental approach that can be used to answer scientific questions about building psychological interventions in which human-delivered and digital components are integrated and adapted at multiple timescales. We describe the key characteristics of HEDs (i.e., what they are), explain their scientific rationale (i.e., why they are needed), and provide guidelines for their design and corresponding data analysis (i.e., how can data arising from HEDs be used to inform effective and scalable psychological interventions). 2022 2022-09-07 /pmc/articles/PMC10024531/ /pubmed/36935844 http://dx.doi.org/10.1177/25152459221114279 Text en Article reuse guidelines: sagepub.com/journals-permissions (https://us.sagepub.com/en-us/nam/journals-permissions) https://creativecommons.org/licenses/by-nc/4.0/Creative Commons NonCommercial CC BY-NC: This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/), which permits noncommercial use, reproduction, and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage).
spellingShingle Article
Nahum-Shani, Inbal
Dziak, John J.
Walton, Maureen A.
Dempsey, Walter
Hybrid Experimental Designs for Intervention Development: What, Why, and How
title Hybrid Experimental Designs for Intervention Development: What, Why, and How
title_full Hybrid Experimental Designs for Intervention Development: What, Why, and How
title_fullStr Hybrid Experimental Designs for Intervention Development: What, Why, and How
title_full_unstemmed Hybrid Experimental Designs for Intervention Development: What, Why, and How
title_short Hybrid Experimental Designs for Intervention Development: What, Why, and How
title_sort hybrid experimental designs for intervention development: what, why, and how
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10024531/
https://www.ncbi.nlm.nih.gov/pubmed/36935844
http://dx.doi.org/10.1177/25152459221114279
work_keys_str_mv AT nahumshaniinbal hybridexperimentaldesignsforinterventiondevelopmentwhatwhyandhow
AT dziakjohnj hybridexperimentaldesignsforinterventiondevelopmentwhatwhyandhow
AT waltonmaureena hybridexperimentaldesignsforinterventiondevelopmentwhatwhyandhow
AT dempseywalter hybridexperimentaldesignsforinterventiondevelopmentwhatwhyandhow