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zenodo/reproducibility-package-for-machine-learning-driven-assessment-of-the-eq-5281-zenodo.21149505

A reproducibility package for a machine learning-driven assessment of the equity-performance relationship in university budget allocation has been published on Zenodo with DOI 10.5281/zenodo.21149505. The package, licensed under CC-BY-4.0, is currently external and pending review on Hugging Bay.

read2 min views1 publishedJul 3, 2026
zenodo/reproducibility-package-for-machine-learning-driven-assessment-of-the-eq-5281-zenodo.21149505
Image: Huggingbay (auto-discovered)

zenodo/reproducibility-package-for-machine-learning-driven-assessment-of-the-eq-5281-zenodo.21149505: Reproducibility package for "Machine learning–driven assessment of the equity–performance relationship in university budget allocation: A panel study of U.S.

  • License
  • cc-by-4.0
  • Size
  • unknown (upstream file sizes are not indexed yet)
  • Demand
  • no demand yet
  • Trust
  • Needs review 0/100
  • Trusted download
  • External or needs review
  • Run fit
  • Needs file-size review: Unknown until file sizes are indexed
  • Files
  • 0 hosted / 0 total
  • Scan status
  • pending
  • Hosting status
  • external
  • Upstream
  • 10.5281/zenodo.21149505
  • Declared license
  • cc-by-4.0
  • Pipeline
  • dataset
  • Library
  • datacite
  • Task categories
  • dataset

About this artifact #

External DataCite DOI dataset metadata for 10.5281/zenodo.21149505. Dataset files remain upstream; Hugging Bay uses this DOI metadata for discovery, provenance, and dedupe.

Trusted download #

External or needs review. No Hugging Bay hosted download is available until source, license, and safety checks pass.

  • Hosted files
  • 0 of 0
  • Reviewed peer-assisted fallbacks
  • 0
  • Download plan
[Download-plan JSON](/api/artifacts/datacite-10.5281-zenodo.21149505/download-plan)- Trust bundle
[Trust-bundle JSON](/api/trust-bundles/datacite-10.5281-zenodo.21149505)- Review summary
[Review-summary JSON](/api/artifacts/datacite-10.5281-zenodo.21149505/review-summary)- Distribution
[Reviewed peer-fallback JSON](/api/artifacts/datacite-10.5281-zenodo.21149505/distribution)

Can I run this? #

Needs file-size review. Unknown until file sizes are indexed. Open the files API, source page, or request a reviewed mirror with file-size expansion.

  • Estimated footprint
  • unknown
  • Suggested runners
  • Inspect local kit
  • Runtime files
  • 0
  • Local kit

Local run kit Run-fit warnings: File sizes are incomplete; inspect files or upstream before planning hardware.; Hugging Bay is showing metadata only until reviewed hosted files exist.

- License: pass - cc-by-4.0
- Provenance: pass - 10.5281/zenodo.21149505
- Scan: warn - pending
- Hosted files: warn - external metadata only
- Signed manifest: fail - not final yet
- Community: warn - no reviews yet
- Benchmarks: warn - no benchmark evidence

Machine-readable card #

Open interactive artifact page

── more in #machine-learning 4 stories · sorted by recency
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