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
1Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
33123123
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- K. Bryan (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Adoption: 2 papers
- Org Design: 2 papers
- Productivity: 2 papers
- Governance: 1 paper
- Human Ai Collab: 1 paper
- Inequality: 1 paper
- Labor Markets: 1 paper
Claim outcomes
- Decision Quality: 1 paper
- Other: 1 paper
- Task Allocation: 1 paper
- Adoption Rate: 1 paper
- Governance And Regulation: 1 paper
- Organizational Efficiency: 1 paper
- Research Productivity: 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 |
|---|---|---|---|
| AI models optimized for raw accuracy can be the wrong product: firms should choose how often models predict (coverage) to fit users’ verification costs and error losses, and small changes in those downstream economics can cause abrupt shifts in the optimal training target.arxiv | K. Bryan provider id |
2026-08-12 | 0 |
| AI often acts as cheap, scalable prediction that can boost output where firms can rewire work and data flows, yet organizational frictions, data dynamics and implementation costs frequently blunt its economic impact; crucially, social‑science research so far provides limited, rigorous guidance for policymakers preparing for very rapid or systemic AI‑driven transitions.semantic_scholar | K. Bryan provider id |
Fetched 2026-03-15 | 3 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 3 cumulative citations. This is a coverage summary, not an author score or h-index.