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Article . 2013
License: CC BY
Data sources: Datacite
ZENODO
Article . 2013
License: CC BY
Data sources: Datacite
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Bayesian Hierarchical Model Replication Study on Regional Monitoring Networks Adoption in Senegal

Authors: Wade, Sally; Diop, Amadou;

Bayesian Hierarchical Model Replication Study on Regional Monitoring Networks Adoption in Senegal

Abstract

This replication study revisits a previous research on the adoption of regional monitoring networks in Senegal. A Bayesian hierarchical model was employed to analyse data collected over two years, incorporating spatial and temporal variations. The model accounts for regional differences and individual-level heterogeneity in network uptake. The analysis revealed significant variation in adoption rates between urban and rural areas, with a median rate of 35% across all regions, indicating substantial disparities despite the overall average. This study confirms the original findings but provides more nuanced insights into regional variations and heterogeneity within Senegal's monitoring network system. Policy recommendations include targeted interventions in underserved rural areas to enhance network coverage and effectiveness. Model estimation used $\hat{\theta}=argmin_{\theta}\sum_i\ell(y_i,f_\theta(x_i))+\lambda\lVert\theta\rVert_2^2$, with performance evaluated using out-of-sample error.

Keywords

Sub-Saharan, Adoption, Methodology, Spatial, Bayesian, Hierarchical, Analysis

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
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