# kaal:claim:5095633-038

**Claim.** 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.

**Type.** failure  **Support.** argued

**Holds when.**

- multi-domain dataset quality with evolving standards

**Source quote.**

> 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.

**From.** Wulf A. Kaal, *Artificial Intelligence The Final Frontier* (2025), 5.4.6. DcentAI, page 20

**Cite as.** Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633

**Verify.** sha256 of source PDF `cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63` at https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20Artificial%20Intelligence%20The%20Final%20Frontier.pdf

**Failure mode.** scalar reputation collapse  (family: measurement-and-metric-failure)

**Topics.** reputation, governance-design, empirical-evidence

**Keywords.** dcentai, reputation-systems, scalar-scores, dataset-governance

**Canonical form.** This markdown file is the canonical hashed representation of the claim. Its sha256 is the content hash used for attestation.