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
11Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
2284986465
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Collin McMillan (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Productivity: 2 papers
- Adoption: 1 paper
- Org Design: 1 paper
Claim outcomes
- Other: 2 papers
- Ai Safety And Ethics: 1 paper
- Decision Quality: 1 paper
- Task Allocation: 1 paper
- Worker Satisfaction: 1 paper
- Organizational Efficiency: 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 |
|---|---|---|---|
| LLM assistants often convince developers they've met HIPAA non-functional requirements, yet expert-verified accuracy is low; verbose, information-dense replies hurt user satisfaction while proactive behavior helps it.arxiv | Collin McMillan provider id |
2026-06-23 | 0 |
| Code-aware conversational assistants are reshaping developer workflows: rather than giving complete instructions up front, programmers iteratively refine AI outputs, offload diagnosis and validation tasks to models, and steer AI autonomy by embedding context and constraints into ongoing chats.arxiv | Collin McMillan provider id |
2026-04-01 | 6 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 6 cumulative citations. This is a coverage summary, not an author score or h-index.