Cargando…

An examination of neurocognition and theory of mind as predictors of engagement with a tailored digital therapeutic in persons with serious mental illness

There is an increasing interest in the development and implementation of digital therapeutics (apps) in individuals with serious mental illness (SMI). However, there is limited understanding of the role of neurocognition and social cognition on engagement with apps. The present study is a secondary...

Descripción completa

Detalles Bibliográficos
Autores principales: Halverson, Tate F., Browne, Julia, Thomas, Samantha M., Palenski, Paige, Vilardaga, Roger
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8861409/
https://www.ncbi.nlm.nih.gov/pubmed/35242605
http://dx.doi.org/10.1016/j.scog.2022.100236
_version_ 1784654879227117568
author Halverson, Tate F.
Browne, Julia
Thomas, Samantha M.
Palenski, Paige
Vilardaga, Roger
author_facet Halverson, Tate F.
Browne, Julia
Thomas, Samantha M.
Palenski, Paige
Vilardaga, Roger
author_sort Halverson, Tate F.
collection PubMed
description There is an increasing interest in the development and implementation of digital therapeutics (apps) in individuals with serious mental illness (SMI). However, there is limited understanding of the role of neurocognition and social cognition on engagement with apps. The present study is a secondary analysis of a pilot randomized controlled trial (N = 62) comparing a tailored digital intervention to treat tobacco use disorder in individuals with SMI to a standard of care digital intervention for the general population. The purpose of this study was to examine the impact of neurocognition, social cognition, and clinical characteristics on indices of app engagement in users of the tailored app compared to users of the standard of care app. Correlational analyses demonstrated that individuals with low levels of neurocognition and social cognition engaged more often and for longer duration with the tailored app compared to the standard of care app. In a series of multilevel zero-inflated negative binomial models, assignment to the tailored app remained the most robust predictor of app interactions (Risk Ratio [RR] = 1.72; p < .01), duration of app use (RR = 6.47; p < .01), and average length of interaction (RR = 2.70; p < .01), after adjusting for key demographic and clinical characteristics, and two measures of cognition. This is one of the first studies to demonstrate that digital therapeutics can be designed to mitigate the impact of neurocognition and social cognition on device engagement in SMI populations. Recommendations are made to advance the use of new analytic models to uncover patterns of engagement with digital therapeutics.
format Online
Article
Text
id pubmed-8861409
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Elsevier
record_format MEDLINE/PubMed
spelling pubmed-88614092022-03-02 An examination of neurocognition and theory of mind as predictors of engagement with a tailored digital therapeutic in persons with serious mental illness Halverson, Tate F. Browne, Julia Thomas, Samantha M. Palenski, Paige Vilardaga, Roger Schizophr Res Cogn Article There is an increasing interest in the development and implementation of digital therapeutics (apps) in individuals with serious mental illness (SMI). However, there is limited understanding of the role of neurocognition and social cognition on engagement with apps. The present study is a secondary analysis of a pilot randomized controlled trial (N = 62) comparing a tailored digital intervention to treat tobacco use disorder in individuals with SMI to a standard of care digital intervention for the general population. The purpose of this study was to examine the impact of neurocognition, social cognition, and clinical characteristics on indices of app engagement in users of the tailored app compared to users of the standard of care app. Correlational analyses demonstrated that individuals with low levels of neurocognition and social cognition engaged more often and for longer duration with the tailored app compared to the standard of care app. In a series of multilevel zero-inflated negative binomial models, assignment to the tailored app remained the most robust predictor of app interactions (Risk Ratio [RR] = 1.72; p < .01), duration of app use (RR = 6.47; p < .01), and average length of interaction (RR = 2.70; p < .01), after adjusting for key demographic and clinical characteristics, and two measures of cognition. This is one of the first studies to demonstrate that digital therapeutics can be designed to mitigate the impact of neurocognition and social cognition on device engagement in SMI populations. Recommendations are made to advance the use of new analytic models to uncover patterns of engagement with digital therapeutics. Elsevier 2022-01-17 /pmc/articles/PMC8861409/ /pubmed/35242605 http://dx.doi.org/10.1016/j.scog.2022.100236 Text en © 2022 The Authors. Published by Elsevier Inc. https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Halverson, Tate F.
Browne, Julia
Thomas, Samantha M.
Palenski, Paige
Vilardaga, Roger
An examination of neurocognition and theory of mind as predictors of engagement with a tailored digital therapeutic in persons with serious mental illness
title An examination of neurocognition and theory of mind as predictors of engagement with a tailored digital therapeutic in persons with serious mental illness
title_full An examination of neurocognition and theory of mind as predictors of engagement with a tailored digital therapeutic in persons with serious mental illness
title_fullStr An examination of neurocognition and theory of mind as predictors of engagement with a tailored digital therapeutic in persons with serious mental illness
title_full_unstemmed An examination of neurocognition and theory of mind as predictors of engagement with a tailored digital therapeutic in persons with serious mental illness
title_short An examination of neurocognition and theory of mind as predictors of engagement with a tailored digital therapeutic in persons with serious mental illness
title_sort examination of neurocognition and theory of mind as predictors of engagement with a tailored digital therapeutic in persons with serious mental illness
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8861409/
https://www.ncbi.nlm.nih.gov/pubmed/35242605
http://dx.doi.org/10.1016/j.scog.2022.100236
work_keys_str_mv AT halversontatef anexaminationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness
AT brownejulia anexaminationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness
AT thomassamantham anexaminationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness
AT palenskipaige anexaminationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness
AT vilardagaroger anexaminationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness
AT halversontatef examinationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness
AT brownejulia examinationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness
AT thomassamantham examinationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness
AT palenskipaige examinationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness
AT vilardagaroger examinationofneurocognitionandtheoryofmindaspredictorsofengagementwithatailoreddigitaltherapeuticinpersonswithseriousmentalillness