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
7Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
9701295
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Oliver Angélil (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Productivity: 2 papers
- Adoption: 1 paper
- Org Design: 1 paper
- Skills Training: 1 paper
Claim outcomes
- Organizational Efficiency: 2 papers
- Adoption Rate: 1 paper
- Governance And Regulation: 1 paper
- Market Structure: 1 paper
- Task Completion Time: 1 paper
- Skill Acquisition: 1 paper
- Task Allocation: 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 |
|---|---|---|---|
| An affordable, vendor-agnostic blueprint for self-healing data and AI pipelines: the authors show how commodity open-source telemetry, lineage, policy gates, and LLM-based diagnosis can be composed into a guarded, agentic remediation loop — but the design is architectural and remains unvalidated in production.arxiv | Oliver Angélil provider id |
2026-08-03 | 0 |
| An AI-augmented hub-and-spoke data platform can reconcile domain autonomy with enterprise governance by automating quality controls, contracts, and reviews while empowering domain teams; measured by adoption and time-to-insight metrics, the model promises productivity gains without centralized bottlenecks.arxiv | Oliver Angélil provider id |
2026-05-26 | 0 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 0 cumulative citations. This is a coverage summary, not an author score or h-index.