# Review Certificate

## Status: APPROVED FOR PUBLICATION

**Project:** NephroSim
**Version:** 0.1.0
**Date:** 2026-03-17
**Reviewer:** Automated Review Pipeline

## Review Checklist

- [x] All 158 tests pass with zero failures
- [x] Ruff linting clean (zero errors)
- [x] PPO exceeds 1.5x random baseline on 3/4 environments (UreaClearing 3.13x, UFControl 2.74x, FullSession 1.90x)
- [x] PPO beats both baselines on all 4 environments in absolute reward
- [x] LaTeX paper compiles with zero unresolved references (9 pages)
- [x] 12 citations in references.bib, all resolved
- [x] 3 publication-quality figures generated at 300 DPI
- [x] Package installable via pip install nephrosim
- [x] Author attribution: Hass Dhia only (no AI co-authorship)
- [x] No em-dashes in content
- [x] Physiological models cite validated literature sources
- [x] Environment specifications match paper claims

## Training Results Summary

| Environment | Random | Heuristic | PPO | PPO/Random |
|---|---|---|---|---|
| UreaClearing-v0 | 28.27 | 79.39 | 88.59 | 3.13x |
| UltrafiltrationControl-v0 | 31.94 | 28.67 | 87.57 | 2.74x |
| PhosphateMgmt-v0 | -51.85 | -42.76 | -41.27 | 0.80x |
| FullDialysisSession-v0 | 65.07 | 72.71 | 123.61 | 1.90x |

## Verdict

All review criteria met. Paper, code, and trained models are ready for publication.
