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
1Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
145056041
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Christopher Koch (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
- Skills Training: 1 paper
Claim outcomes
- Output Quality: 2 papers
- Regulatory Compliance: 1 paper
- Organizational Efficiency: 1 paper
- Skill Acquisition: 1 paper
- Decision Quality: 1 paper
- Developer Productivity: 1 paper
- Other: 1 paper
- Research Productivity: 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 |
|---|---|---|---|
| Large language models can boost short-term output while eroding users’ ability to judge their own knowledge; a new 'AI-mediated metacognitive decoupling' model explains why people become overconfident, over- or under-rely on tools, and transfer skills weakly.arxiv | Christopher Koch provider id |
2026-03-31 | 0 |
| An AI-augmented 'Agile V' workflow produced audit-ready verification artifacts and full requirement-level test coverage in a 500-line Hardware-in-the-Loop prototype while needing only six human prompts per cycle; claimed 10–50x cost savings are preliminary and rest on a single feasibility case and modeled comparisons.arxiv | Christopher Koch provider id |
2026-02-24 | 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.