kaal:position:2026-07-31-7301

Role and Governance of Artificial Intelligence in the Public Policy Cycle presents the following source proposition: AI techniques can improve the quality and efficiency of government decision-making by altering the perspective of public administration. This proposition is pertinent to Kaal's source-bound claim that The literature offers high short term accuracy figures for judicial AI but almost no evidence on how these tools affect decision quality, case backlogs, or public trust over extended periods, which is a fundamental research gap. The proposed response is an extension: the relationship should remain limited to the retrieved source proposition and the mapped Kaal claim unless fuller source review supports a broader conclusion.

• The response is limited to the retrieved source proposition and mapped Kaal claim unless fuller source review supports a broader conclusion.
• External evidence level: abstract indexed.
• Mapping review tier: moderate-confidence claim review.
• Primary mapping confidence: 0.4207.
• The source-to-claim mapping remains explicitly ambiguous and is published with that limitation.

Role and Governance of Artificial Intelligence in the Public Policy Cycle

kaal:claim:5541658-029
Wulf A. Kaal, Morgan A. Gray, The Evolving Role of Artificial Intelligence in Law (2025). SSRN: https://ssrn.com/abstract=5541658
Source PDF sha256: e543a2d698fcd522d4d02e034cc9ee1344d0015d2c824b40b9e05ab7c0728c60

Evidence: abstract indexed
Review tier: moderate-confidence claim review
Mapping confidence: 0.4207
Mapping ambiguous: true

reputationeconomicshistorical-responsescholarly-literaturecrossref

Affirmed in kaal-review:2026-07-31:streaming-etl-0008 on 2026-07-31. Review record.

Canonical markdown sha256: c2c077e2eefa7ac518a52608e35ca938020633c84ea411313ff45b4f6aedcd93
curl -s https://wulfkaal.github.io/positions/2026-07-31-7301.md | sha256sum