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Software . 2026
License: CC BY
Data sources: Datacite
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
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Supplementary Material for: Gatekeeping, Reputation, and Institutional Stratification: A Socio-Economic Model of Academic Publishing under Uncertainty

Supplementary Material for: Gatekeeping, Reputation, and Institutional Stratification: A Socio-Economic Model of Academic Publishing under Uncertainty

Abstract

Abstract / Description: This deposit contains the Python code, simulation scripts, and extended results supporting the analysis in the above-titled manuscript. Contents: isse_model_complete.py: Complete Python code implementing the ISSE model, including all simulation functions and figure generation README.txt: Instructions for installation, execution, and reproducibility requirements.txt: List of required Python packages (numpy, matplotlib, scipy, seaborn) Generated Outputs: The code generates all figures presented in the main text (Figures 1–7) and supplementary appendix (Figures B.1–B.5), as well as all robustness tables (Tables B.1–B.4). Reproducibility: Random seed is fixed (seed=42) to ensure reproducible results across runs. Full documentation is provided in the README file. License: MIT License (code) / CC BY 4.0 (data)

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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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