Direction, evidence grade, and study type are AI-generated labels (gpt-5-mini), not human-verified. Syntheses are LLM-written. "Tensions" are machine-detected candidates, not confirmed contradictions. A research-acceleration tool, not peer review.
How this is built →
2Distinct papers
14Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2248189830
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Gabriella Waters (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Org Design: 2 papers
- Adoption: 1 paper
- Governance: 1 paper
- Human Ai Collab: 1 paper
- Productivity: 1 paper
Claim outcomes
- Decision Quality: 2 papers
- Research Productivity: 2 papers
- Governance And Regulation: 1 paper
- Ai Safety And Ethics: 1 paper
- Organizational Efficiency: 1 paper
- Adoption Rate: 1 paper
- Output Quality: 1 paper
Papers in the Semantic Scholar view
Latest stored Semantic Scholar author observations only. Citation counts below are from the same provider and are not combined with other services.
Scroll the table horizontally to see every column.
| Paper | Author evidence | Date | Provider citations |
|---|---|---|---|
| FRAME proposes to give leaders measurable, deployment-specific evidence on what AI systems actually do in organizations by pairing large-scale sandboxed traces with contextual metrics; the aim is to reveal where risk and value accumulate in real-world workflows rather than relying on abstract model-centric benchmarks.arxiv | Gabriella Waters provider id |
2026-02-28 | 0 |
| CIRCLE offers a six-stage protocol that turns stakeholder concerns into measurable signals, closing the gap between model-centric benchmarks and real-world AI impacts; it aims to produce comparable, context-aware evidence to support governance based on how systems materialize over time.arxiv | Gabriella Waters provider id |
2026-02-27 | 1 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 1 cumulative citations. This is a coverage summary, not an author score or h-index.