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
4Unique collaborators
2/2Semantic Scholar citation coverage
Publication span: 2026. Corpus fetch span: 2026.
Identity provenance
Provider IDs
- Semantic Scholar:
35167635
ORCID evidence
No valid ORCID is stored.
Observed aliases (1)
- Mario Brcic (semantic scholar, provider refresh)
Topics and outcomes in this view
Assessment themes
- Human Ai Collab: 2 papers
- Adoption: 1 paper
- Org Design: 1 paper
- Productivity: 1 paper
Claim outcomes
- Output Quality: 2 papers
- Error Rate: 2 papers
- Decision Quality: 1 paper
- Ai Safety And Ethics: 1 paper
- Developer Productivity: 1 paper
- Organizational Efficiency: 1 paper
- Training Effectiveness: 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 |
|---|---|---|---|
| AI coding models generated thousands of reliable unit tests in hours and substantially reduced regression risk during major refactors; supervised, iterative test generation constrained model-driven code changes and cut manual labor for a prototype codebase.arxiv | Mario Brcic provider id |
2026-04-03 | 0 |
| Large language models give fairly accurate point estimates but are wildly overconfident — their nominal 95% credible intervals contain the truth only 9–44% of the time; a simple statistical recalibration (conformal prediction) expands intervals to recover the intended coverage.arxiv | Mario Brcic provider id |
2026-04-02 | 0 |
Citation observation summary
Semantic Scholar supplied counts for 2 of 2 papers in this view; 0 are missing. The observed paper counts sum to 0 cumulative citations. This is a coverage summary, not an author score or h-index.