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
94Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2095762
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- M. Zitnik (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Adoption: 1 paper
- Innovation: 1 paper
- Productivity: 1 paper
Claim outcomes
- Organizational Efficiency: 2 papers
- Other: 1 paper
- Research Productivity: 1 paper
- Output Quality: 1 paper
- Decision Quality: 1 paper
- Task Completion Time: 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 |
|---|---|---|---|
| MatrAIx simulates an 8.3 billion-person world to test AI products, releasing a 1M-person coreset and an interactive Playground to run thousands of simulated-user trials; controlled validation finds persona agents follow assigned behaviors in 91.5% of trials, though results rely heavily on LLM judges and grounded sources with known demographic skews.arxiv | M. Zitnik provider id |
2026-08-04 | 0 |
| Decentralized AI teams speed up computational science: AutoScientists outperforms prior agents across 24 biomedical ML tasks, finds faster GPT training recipes (1.9x to target) and discovers a protein-prediction method that boosts ACE2–Spike binding accuracy by 12.5%.arxiv | M. Zitnik provider id |
2026-05-27 | 5 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 5 cumulative citations. This is a coverage summary, not an author score or h-index.