# Codex 5.4 High vs Reference Reviews

- Bundle: `/Users/davidvandijcke/University of Michigan Dropbox/David Van Dijcke/coarse/output/codex54high_dev_b30440d_2026-04-13`
- Model: `gpt-5.4`
- Effort: `high`
- Judge: `openrouter/google/gemini-3.1-pro-preview`
- Mode: `single`

## cortical_circuits
- Review: `reviews/cortical_circuits_codex54high_review.md`
- isitcredible: 5.38
- refine: 5.75
- stanford: 6.00
- reviewer3: 6.00

## coset_codes
- Review: `reviews/coset_codes_codex54high_review.md`
- isitcredible: 4.88
- refine: 5.38
- stanford: 6.00
- reviewer3: 5.88

## population_genetics
- Review: `reviews/population_genetics_codex54high_review.md`
- isitcredible: 6.00
- refine: 5.62
- stanford: 6.00
- reviewer3: 6.00

## targeting_interventions
- Review: `reviews/targeting_interventions_codex54high_review.md`
- isitcredible: 5.50
- refine: 6.00
- stanford: 6.00
- reviewer3: 6.00
