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
5Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2251566917
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Julián García (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Adoption: 1 paper
- Innovation: 1 paper
Claim outcomes
- Adoption Rate: 2 papers
- Governance And Regulation: 2 papers
- Innovation Output: 1 paper
- Organizational Efficiency: 1 paper
- Other: 1 paper
- Ai Safety And Ethics: 1 paper
- Consumer Welfare: 1 paper
- Creativity: 1 paper
- Inequality: 1 paper
- Team Performance: 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 |
|---|---|---|---|
| Autonomous scheduling agents that reward cooperative behavior using only aggregate demand signals can substantially improve simulated electricity-load coordination and permit beneficial unilateral adoption; but in some parameter regimes non-adopters capture outsized gains, creating free‑rider risks.arxiv | Julián García provider id |
2026-03-12 | 0 |
| Widespread outsourcing to generative AI can erode cultural diversity and slow innovation: individuals who let AI produce most content outcompete collaborative users, shrinking variation and risking a population-level 'cultural collapse' unless strong group-level institutions favor complementary use.arxiv | Julián García provider id |
2026-02-03 | 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.