# Dataset governance

`kaal:entity:dataset-governance`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `dataset-governance`. It is a roster of what the corpus says under this term. It is **not** an adjudicated definition: no single statement here has been ruled canonical, and no first-appearance call has been made. Read the claims and judge for yourself.

## Every claim under this term

2 claims across 1 works, 2025 to 2025.

**2025**

- [5095633-031](https://wulfkaal.github.io/claims/5095633-031) [failure/argued] *(failure mode)* -- The reputation systems of SingularityNET, Fetch.ai, Ocean Protocol, Numeraire, and DcentAI are structurally insufficient for a fully decentralized Mechanical Turk model of large-scale AI dataset creation, offering only incremental innovation.
  > While these platforms offer incremental innovations in how contributors are evaluated and rewarded, they remain structurally insufficient for a fully decentralized "Mechanical Turk" model of large-scale AI dataset creation.
  Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633
- [5095633-038](https://wulfkaal.github.io/claims/5095633-038) [failure/argued] *(failure mode)* -- A single reputation score, as used by DcentAI, cannot capture the interdependencies among privacy concerns, domain-specific regulation, and real-time ethical updates that dataset governance requires.
  > The current framework may struggle to capture interdependencies between various data facets—such as privacy concerns, domain-specific regulations, and real-time ethical updates—within a single reputation score.
  Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

## Verify

Every claim above resolves to a record carrying a verbatim source quote, the sha256 of the source PDF, and a preformatted citation. Nothing here asks to be taken on trust.

    curl -s https://wulfkaal.github.io/entities/dataset-governance.md | sha256sum

**Canonical form.** This markdown file is the canonical hashed representation of this entity node. Its sha256 is the content hash.