# Generalizability

`kaal:entity:generalizability`

**Status.** derived

This node is assembled mechanically from the 2 claims that carry the concept tag `generalizability`. 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 2 works, 2012 to 2025.

**2012**

- [2029983-024](https://wulfkaal.github.io/claims/2029983-024) [failure/argued] *(failure mode)* -- The Converium fee holding is a weak predictor of Dutch practice because lead counsel's work in that case was performed largely within the American legal system and by U.S. law firms, so it remains to be seen whether a case litigated in Dutch courts without U.S. exposure would yield a comparable fee structure.
  > remains to be seen whether a case that is litigated in Dutch courts without exposure to the U.S. legal system will yield a comparable fee structure.
  Wulf A. Kaal, Richard W. Painter, Forum Competition and Choice of Law Competition in Securities Law after Morrison v. National Austral (2012). SSRN: https://ssrn.com/abstract=2029983

**2025**

- [5095633-018](https://wulfkaal.github.io/claims/5095633-018) [failure/argued] *(failure mode)* -- The centralized frameworks used by the leading annotation companies, including Scale AI, Appen, Hive, V7 Labs, CloudFactory, and Sama, carry theoretical and practical shortcomings around bias, ethical sourcing, and data diversity that undermine the equitability and generalizability of the resulting AI models.
  > These challenges involve issues of bias, ethical data sourcing, and data diversity, each of which can undermine the equitability and generalizability of resulting AI models.
  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/generalizability.md | sha256sum

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