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
2Unique collaborators
2/2OpenAlex citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Openalex:
A5082907518
ORCID evidence
No valid ORCID is stored.
Observed aliases (2)
- Baciak, Mark (openalex, provider refresh)
- Mark G. Baciak (openalex, provider refresh)
Topics and outcomes in this view
Assessment themes
- Governance: 2 papers
- Innovation: 2 papers
- Adoption: 1 paper
- Org Design: 1 paper
Claim outcomes
- Innovation Output: 2 papers
- Governance And Regulation: 1 paper
- Other: 1 paper
- Adoption Rate: 1 paper
- Organizational Efficiency: 1 paper
- Output Quality: 1 paper
- Research Productivity: 1 paper
Papers in the OpenAlex view
Latest stored OpenAlex 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 |
|---|---|---|---|
| AI advances in bursts rather than on a smooth curve, and bigger models are not always better for institutions: beyond an environment‑specific optimum, scaling raises trust, cost and compliance liabilities that outweigh marginal capability gains, favoring orchestrated smaller systems over frontier generalists.openalex | Baciak, Mark provider id |
2026-03-15 | 0 |
| Bigger isn't always better: institutional fitness peaks at an environment-specific model scale, and well-orchestrated domain-specific systems can outperform frontier generalist models in their native institutions.openalex | Baciak, Mark provider id |
2026-03-14 | 0 |
Citation observation summary
OpenAlex 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.