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Parental preferences for seizure detection devices: A discrete choice experiment

OBJECTIVE: Previous studies identified essential user preferences for seizure detection devices (SDDs), without addressing their relative strength. We performed a discrete choice experiment (DCE) to quantify attributes' strength, and to identify the determinants of user SDD preferences. METHODS...

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Autores principales: van Westrhenen, Anouk, Wijnen, Ben F. M., Thijs, Roland D.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9314803/
https://www.ncbi.nlm.nih.gov/pubmed/35184284
http://dx.doi.org/10.1111/epi.17202
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author van Westrhenen, Anouk
Wijnen, Ben F. M.
Thijs, Roland D.
author_facet van Westrhenen, Anouk
Wijnen, Ben F. M.
Thijs, Roland D.
author_sort van Westrhenen, Anouk
collection PubMed
description OBJECTIVE: Previous studies identified essential user preferences for seizure detection devices (SDDs), without addressing their relative strength. We performed a discrete choice experiment (DCE) to quantify attributes' strength, and to identify the determinants of user SDD preferences. METHODS: We designed an online questionnaire targeting parents of children with epilepsy to define the optimal balance between SDD sensitivity and positive predictive value (PPV) while accounting for individual seizure frequency. We selected five DCE attributes from a recent study. Using a Bayesian design, we constructed 11 unique choice tasks and analyzed these using a mixed multinomial logit model. RESULTS: One hundred parents responded to the online questionnaire link; 49 completed all tasks, whereas 28 completed the questions, but not the DCE. Most parents preferred a relatively high sensitivity (80%–90%) over a high PPV (>50%). The preferred sensitivity‐to‐PPV ratio correlated with seizure frequency (r = −.32), with a preference for relative high sensitivity and low PPV among those with relative low seizure frequency (p = .04). All DCE attributes significantly impacted parental choices. Parents expressed preferences for consulting a neurologist before device use, personally training the device's algorithm, interaction with their child via audio and video, alarms for all seizure types, and an interface detailing measurements during an alarm. Preferences varied between subgroups (learning disability or not, SDD experience, relative low vs. high seizure frequency based on the population median). SIGNIFICANCE: Various attributes impact parental SDD preferences and may explain why preferences vary among users. Tailored approaches may help to meet the contrasting needs among SDD users.
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spelling pubmed-93148032022-07-30 Parental preferences for seizure detection devices: A discrete choice experiment van Westrhenen, Anouk Wijnen, Ben F. M. Thijs, Roland D. Epilepsia Research Article OBJECTIVE: Previous studies identified essential user preferences for seizure detection devices (SDDs), without addressing their relative strength. We performed a discrete choice experiment (DCE) to quantify attributes' strength, and to identify the determinants of user SDD preferences. METHODS: We designed an online questionnaire targeting parents of children with epilepsy to define the optimal balance between SDD sensitivity and positive predictive value (PPV) while accounting for individual seizure frequency. We selected five DCE attributes from a recent study. Using a Bayesian design, we constructed 11 unique choice tasks and analyzed these using a mixed multinomial logit model. RESULTS: One hundred parents responded to the online questionnaire link; 49 completed all tasks, whereas 28 completed the questions, but not the DCE. Most parents preferred a relatively high sensitivity (80%–90%) over a high PPV (>50%). The preferred sensitivity‐to‐PPV ratio correlated with seizure frequency (r = −.32), with a preference for relative high sensitivity and low PPV among those with relative low seizure frequency (p = .04). All DCE attributes significantly impacted parental choices. Parents expressed preferences for consulting a neurologist before device use, personally training the device's algorithm, interaction with their child via audio and video, alarms for all seizure types, and an interface detailing measurements during an alarm. Preferences varied between subgroups (learning disability or not, SDD experience, relative low vs. high seizure frequency based on the population median). SIGNIFICANCE: Various attributes impact parental SDD preferences and may explain why preferences vary among users. Tailored approaches may help to meet the contrasting needs among SDD users. John Wiley and Sons Inc. 2022-03-04 2022-05 /pmc/articles/PMC9314803/ /pubmed/35184284 http://dx.doi.org/10.1111/epi.17202 Text en © 2022 The Authors. Epilepsia published by Wiley Periodicals LLC on behalf of International League Against Epilepsy. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made.
spellingShingle Research Article
van Westrhenen, Anouk
Wijnen, Ben F. M.
Thijs, Roland D.
Parental preferences for seizure detection devices: A discrete choice experiment
title Parental preferences for seizure detection devices: A discrete choice experiment
title_full Parental preferences for seizure detection devices: A discrete choice experiment
title_fullStr Parental preferences for seizure detection devices: A discrete choice experiment
title_full_unstemmed Parental preferences for seizure detection devices: A discrete choice experiment
title_short Parental preferences for seizure detection devices: A discrete choice experiment
title_sort parental preferences for seizure detection devices: a discrete choice experiment
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9314803/
https://www.ncbi.nlm.nih.gov/pubmed/35184284
http://dx.doi.org/10.1111/epi.17202
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