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Preprint . 2025
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Preprint . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Preprint . 2025
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2025
License: CC BY
Data sources: Datacite
ZENODO
Preprint . 2025
License: CC BY
Data sources: Datacite
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Threshold Estimation with WAIC/LOOIC and SVC Diagnostics: Institutional Bundles in Social Science Analysis

Authors: STUDENT, By;

Threshold Estimation with WAIC/LOOIC and SVC Diagnostics: Institutional Bundles in Social Science Analysis

Abstract

This preprint presents a methodological framework for analyzing institutional bundles and fertility resilience through threshold estimation using WAIC/LOOIC and SVC diagnostics. The study adapts biostatistical practices—such as Bayesian model comparison, normalized weights, and activation thresholds—to social science contexts where linear models and AIC/BIC remain dominant. Illustrative simulation results demonstrate how childcare, gender equality, and governance transparency operate as mediators and amplifiers once activation thresholds are surpassed. Interaction terms are selected via information criteria, with quantitative guidelines for ΔELPD interpretation provided. All reported values are derived from simulation code and serve as a proof-of-concept rather than empirical evidence. The contribution lies in methodological transparency and reproducibility, offering social scientists a new lens for institutional analysis.

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    popularity
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    influence
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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
Average
Green