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
8Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2261721081
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Yuan Qu (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Org Design: 2 papers
- Productivity: 2 papers
- Adoption: 1 paper
- Governance: 1 paper
- Human Ai Collab: 1 paper
Claim outcomes
- Organizational Efficiency: 2 papers
- Error Rate: 2 papers
- Task Allocation: 2 papers
- Decision Quality: 1 paper
- Adoption Rate: 1 paper
- Ai Safety And Ethics: 1 paper
- Governance And Regulation: 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 |
|---|---|---|---|
| Enactive AI presents a decision-focused architecture that links organizational intent to operational execution so AI can act reliably inside complex industrial systems; the framework is illustrated with three industrial case vignettes but lacks systematic empirical validation.arxiv | Yuan Qu provider id |
2026-08-04 | 0 |
| A single learned planner that coordinates assortment, sourcing, replenishment frequency and routing reduces simulated supply‑chain cost versus siloed departmental optimizers; gains stem from learning latent cross‑stage couplings rather than optimizing individual modules in isolation.arxiv | Yuan Qu provider id |
2026-07-30 | 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.