Matches in SemOpenAlex for { <https://semopenalex.org/work/W3161304021> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W3161304021 abstract "In the areas of behavioral sciences, methods for delivering interventions within the context of daily life are developing rapidly, fueled by the development of microrandomized controlled trials and ecological momentary interventions. Although intensive longitudinal data are often collected to evaluate the immediate effects of these interventions, the timing of these interventions on behavioral has been given limited attention. Given this, the field could benefit from an accessible and efficient tool to detect and estimate the time in which interventions have an impact on their respective outcomes. Nevertheless, existing tools have difficulty in estimating the timing of interventions. Consequently, in this paper, we propose an extension of the Differential Time-Varying Effect Model (DTVEM) which attempts to detect the timing of interventions on outcomes by trying to detect the lag intervals between exogenous variables (i.e. intervention delivery) and outcomes. Within this paper, we extend the DTVEM by pairing generalized additive mixed models with linear mixed models to identify optimal time lags and intervention effects, respectively. By intensive simulations based on, the efficiency of the DTVEM with additional stage is tested, and the results showed promising power and point estimates, and low type I error. Consequently, the extended DTVEM allows researchers to perform power analyses regarding timing of intervention effects and also detect timing of intervention effects using intensive longitudinal data and microrandomized controlled trials." @default.
- W3161304021 created "2021-05-24" @default.
- W3161304021 creator A5012135750 @default.
- W3161304021 creator A5080623810 @default.
- W3161304021 creator A5090598137 @default.
- W3161304021 date "2020-10-16" @default.
- W3161304021 modified "2023-09-26" @default.
- W3161304021 title "Determining Timing Effects of Microrandomized Trials Using Intensive Longitudinal Data and the Differential Time-Varying Effect Model" @default.
- W3161304021 doi "https://doi.org/10.31234/osf.io/bt93s" @default.
- W3161304021 hasPublicationYear "2020" @default.
- W3161304021 type Work @default.
- W3161304021 sameAs 3161304021 @default.
- W3161304021 citedByCount "0" @default.
- W3161304021 crossrefType "posted-content" @default.
- W3161304021 hasAuthorship W3161304021A5012135750 @default.
- W3161304021 hasAuthorship W3161304021A5080623810 @default.
- W3161304021 hasAuthorship W3161304021A5090598137 @default.
- W3161304021 hasBestOaLocation W31613040212 @default.
- W3161304021 hasConcept C118552586 @default.
- W3161304021 hasConcept C124101348 @default.
- W3161304021 hasConcept C149782125 @default.
- W3161304021 hasConcept C151730666 @default.
- W3161304021 hasConcept C27415008 @default.
- W3161304021 hasConcept C2779343474 @default.
- W3161304021 hasConcept C2780665704 @default.
- W3161304021 hasConcept C3020672099 @default.
- W3161304021 hasConcept C33923547 @default.
- W3161304021 hasConcept C41008148 @default.
- W3161304021 hasConcept C71924100 @default.
- W3161304021 hasConcept C86803240 @default.
- W3161304021 hasConceptScore W3161304021C118552586 @default.
- W3161304021 hasConceptScore W3161304021C124101348 @default.
- W3161304021 hasConceptScore W3161304021C149782125 @default.
- W3161304021 hasConceptScore W3161304021C151730666 @default.
- W3161304021 hasConceptScore W3161304021C27415008 @default.
- W3161304021 hasConceptScore W3161304021C2779343474 @default.
- W3161304021 hasConceptScore W3161304021C2780665704 @default.
- W3161304021 hasConceptScore W3161304021C3020672099 @default.
- W3161304021 hasConceptScore W3161304021C33923547 @default.
- W3161304021 hasConceptScore W3161304021C41008148 @default.
- W3161304021 hasConceptScore W3161304021C71924100 @default.
- W3161304021 hasConceptScore W3161304021C86803240 @default.
- W3161304021 hasLocation W31613040211 @default.
- W3161304021 hasLocation W31613040212 @default.
- W3161304021 hasLocation W31613040213 @default.
- W3161304021 hasOpenAccess W3161304021 @default.
- W3161304021 hasPrimaryLocation W31613040211 @default.
- W3161304021 hasRelatedWork W12356876 @default.
- W3161304021 hasRelatedWork W14249910 @default.
- W3161304021 hasRelatedWork W3630774 @default.
- W3161304021 hasRelatedWork W4338912 @default.
- W3161304021 hasRelatedWork W7072732 @default.
- W3161304021 hasRelatedWork W7192101 @default.
- W3161304021 hasRelatedWork W781638 @default.
- W3161304021 hasRelatedWork W8445148 @default.
- W3161304021 hasRelatedWork W8970412 @default.
- W3161304021 hasRelatedWork W616402 @default.
- W3161304021 isParatext "false" @default.
- W3161304021 isRetracted "false" @default.
- W3161304021 magId "3161304021" @default.
- W3161304021 workType "article" @default.