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
9Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2055306799
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Katherine M. Collins (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Org Design: 2 papers
- Productivity: 2 papers
- Adoption: 1 paper
- Human Ai Collab: 1 paper
Claim outcomes
- Other: 2 papers
- Organizational Efficiency: 1 paper
- Research Productivity: 1 paper
- Task Allocation: 1 paper
- Adoption Rate: 1 paper
- Error Rate: 1 paper
- Output Quality: 1 paper
- Task Completion Time: 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 |
|---|---|---|---|
| A dynamic coordination protocol for LLM teams cuts token use, runtime and coordination failures compared with static or hierarchical approaches, while maintaining or improving task accuracy across multiple tasks and base models.arxiv | Katherine M. Collins provider id |
2026-05-07 | 0 |
| Viewing LLM teams through the lens of distributed systems exposes the core trade-offs—coordination, redundancy and fault tolerance—that determine whether multiple models beat a single agent; this conceptual framework offers a principled way to choose team size and structure without pure trial-and-error.openalex | Katherine M. Collins provider id |
2026-03-12 | 2 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 2 cumulative citations. This is a coverage summary, not an author score or h-index.