{"slug": "zenodo-reproducibility-package-for-machine-learning-driven-assessment-of-the-eq", "title": "zenodo/reproducibility-package-for-machine-learning-driven-assessment-of-the-eq-5281-zenodo.21149505", "summary": "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.", "body_md": "# zenodo/reproducibility-package-for-machine-learning-driven-assessment-of-the-eq-5281-zenodo.21149505\n\nzenodo/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.\n\n- License\n- cc-by-4.0\n- Size\n- unknown (upstream file sizes are not indexed yet)\n- Demand\n- no demand yet\n- Trust\n- Needs review 0/100\n- Trusted download\n- External or needs review\n- Run fit\n- Needs file-size review: Unknown until file sizes are indexed\n- Files\n- 0 hosted / 0 total\n- Scan status\n- pending\n- Hosting status\n- external\n- Upstream\n- 10.5281/zenodo.21149505\n- Declared license\n- cc-by-4.0\n- Pipeline\n- dataset\n- Library\n- datacite\n- Task categories\n- dataset\n\n## About this artifact\n\nExternal DataCite DOI dataset metadata for 10.5281/zenodo.21149505. Dataset files remain upstream; Hugging Bay uses this DOI metadata for discovery, provenance, and dedupe.\n\n## Trusted download\n\nExternal or needs review. No Hugging Bay hosted download is available until source, license, and safety checks pass.\n\n- Hosted files\n- 0 of 0\n- Reviewed peer-assisted fallbacks\n- 0\n- Download plan\n[Download-plan JSON](/api/artifacts/datacite-10.5281-zenodo.21149505/download-plan)- Trust bundle\n[Trust-bundle JSON](/api/trust-bundles/datacite-10.5281-zenodo.21149505)- Review summary\n[Review-summary JSON](/api/artifacts/datacite-10.5281-zenodo.21149505/review-summary)- Distribution\n[Reviewed peer-fallback JSON](/api/artifacts/datacite-10.5281-zenodo.21149505/distribution)\n\n## Can I run this?\n\nNeeds file-size review. Unknown until file sizes are indexed. Open the files API, source page, or request a reviewed mirror with file-size expansion.\n\n- Estimated footprint\n- unknown\n- Suggested runners\n- Inspect local kit\n- Runtime files\n- 0\n- Local kit\n[Local run kit](/local-kit/datacite-10.5281-zenodo.21149505)\n\nRun-fit warnings: File sizes are incomplete; inspect files or upstream before planning hardware.; Hugging Bay is showing metadata only until reviewed hosted files exist.\n\n- License: pass - cc-by-4.0\n- Provenance: pass - 10.5281/zenodo.21149505\n- Scan: warn - pending\n- Hosted files: warn - external metadata only\n- Signed manifest: fail - not final yet\n- Community: warn - no reviews yet\n- Benchmarks: warn - no benchmark evidence\n\n## Machine-readable card\n\n[Open interactive artifact page](/#/artifact/datacite-10.5281-zenodo.21149505)", "url": "https://wpnews.pro/news/zenodo-reproducibility-package-for-machine-learning-driven-assessment-of-the-eq", "canonical_source": "https://huggingbay.xyz/artifact/datacite-10.5281-zenodo.21149505", "published_at": "2026-07-03 02:17:23+00:00", "updated_at": "2026-07-11 02:44:02.264658+00:00", "lang": "en", "topics": ["machine-learning", "artificial-intelligence"], "entities": ["Zenodo", "Hugging Bay"], "alternates": {"html": "https://wpnews.pro/news/zenodo-reproducibility-package-for-machine-learning-driven-assessment-of-the-eq", "markdown": "https://wpnews.pro/news/zenodo-reproducibility-package-for-machine-learning-driven-assessment-of-the-eq.md", "text": "https://wpnews.pro/news/zenodo-reproducibility-package-for-machine-learning-driven-assessment-of-the-eq.txt", "jsonld": "https://wpnews.pro/news/zenodo-reproducibility-package-for-machine-learning-driven-assessment-of-the-eq.jsonld"}}