Review and validate the documentation for this Master's Thesis project.

## Instructions

1. **Read metrics source files first** to get the correct values:
   - `docs/metrics/metrics_paddle.md` - PaddleOCR results
   - `docs/metrics/metrics_doctr.md` - DocTR results
   - `docs/metrics/metrics_easyocr.md` - EasyOCR results
   - `docs/metrics/metrics.md` - Comparative summary
   - `src/results/*.csv` - Raw data from 64 trials per service

2. **Review UNIR guidelines** for formatting and structure rules:
   - **`instructions/plantilla_individual.htm`** - **PRIMARY REFERENCE** for all styling (CSS classes, Word styles)
   - **`instructions/plantilla_individual_files/`** - Support files with additional style definitions
   - `instructions/instrucciones.pdf` - TFE writing instructions
   - `instructions/plantilla_individual.pdf` - Official template preview

   **IMPORTANT:** When styling elements (tables, figures, notes, quotes), ALWAYS check `plantilla_individual.htm` for existing Word/CSS classes (e.g., `MsoQuote`, `MsoCaption`, `Piedefoto-tabla`). Use these classes instead of custom inline styles.

### UNIR Color Palette (from plantilla_individual.htm)

| Color | Hex | Usage |
|-------|-----|-------|
| Primary Blue | `#0098CD` | Headings, titles, diagram borders |
| Light Blue BG | `#E6F4F9` | Backgrounds, callout boxes, nodes |
| Dark Gray | `#404040` | Primary text |
| Accent Blue | `#5B9BD5` | Table headers, accent elements |
| Light Accent | `#9CC2E5` | Table borders |
| Very Light Blue | `#DEEAF6` | Secondary backgrounds, subgraphs |
| White | `#FFFFFF` | Header text, contrast |

### Table Styles (from template)
- `MsoTableGrid` - Basic grid table
- `MsoTable15Grid4Accent1` - Styled table with UNIR colors (header: `#5B9BD5`, borders: `#9CC2E5`)
- `Piedefoto-tabla` - Table caption/source style

3. **Validate each documentation file** checking:

### Data Accuracy
- All CER/WER values must match those in `docs/metrics/*.md`
- Verify: baseline, optimized, best trial, percentage improvement
- Verify: GPU vs CPU acceleration factor
- Verify: dataset size (pages)

### UNIR Formatting
- Tables: `**Tabla N.** *Descriptive title in italics.*` followed by table, then `*Fuente: ...*`
  - Table titles must describe the content (e.g., "Comparación de modelos OCR")
- Figures: `**Figura N.** *Descriptive title in italics.*`
  - Figure titles must describe the content (e.g., "Pipeline de un sistema OCR moderno")
- Sequential numbering (no duplicates, no gaps)
- APA citation format for references

### Mermaid Diagrams
- **All diagrams must be in Mermaid format** (no external images for flowcharts/charts)
- All Mermaid diagrams must use the UNIR color theme
- Required YAML frontmatter config (Mermaid v11+):
  ```mermaid
  ---
  title: "Diagram Title"
  config:
    theme: base
    themeVariables:
      primaryColor: "#E6F4F9"
      primaryTextColor: "#404040"
      primaryBorderColor: "#0098CD"
      lineColor: "#0098CD"
  ---
  flowchart LR
      A[Node] --> B[Node]
  ```
- Colors: `#0098CD` (UNIR blue for borders/lines), `#E6F4F9` (light blue background)
- All diagrams must have a descriptive `title:` in YAML frontmatter
- Titles MUST be quoted: `title: "Descriptive Title"` (not `title: Descriptive Title`)
- Titles should describe the diagram content, not generic "Diagrama N"
- Verify theme is applied to all diagrams in `docs/*.md`

**Note on Bar Charts (`xychart-beta`):**
- Bar chart colors are **automatically converted to light blue** (`#0098CD`) during figure generation
- The `xyChart.plotColorPalette` config in YAML frontmatter does NOT work reliably with mmdc
- Instead, `generate_mermaid_figures.py` post-processes SVG to replace default colors (`#ECECFF`, `#FFF4DD`)
- No manual color configuration needed in xychart-beta blocks - they will be styled automatically

### Files to Review
- `docs/00_resumen.md` - Resumen/Abstract
- `docs/03_objetivos_metodologia.md` - Objectives
- `docs/04_desarrollo_especifico.md` - Main results (most critical)
- `docs/05_conclusiones_trabajo_futuro.md` - Conclusions
- `docs/07_anexo_a.md` - Technical annex
- `README.md` - Project overview

4. **Report findings** with:
   - List of incorrect values found (with file:line references)
   - Formatting issues detected
   - Specific corrections needed
   - Overall documentation health assessment

5. **Language**: All docs/* files must be in Spanish. README.md and CLAUDE.md can be in English.
