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aice-fce-grade-conversion
by Jeromestein
⭐ 0🍴 0📅 2026年1月25日
SKILL.md
name: aice-fce-grade-conversion description: "Converts international grades to US grades and credits for FCE reports. Triggered after PDF parsing to auto-fill grade conversion tables. Supports global grading systems with AI inference for unknown systems. Stores rules in Supabase for continuous learning."
AICE FCE Grade Conversion
Convert international grades and credits to US equivalents based on AICE 2025 standards.
When to Use
- After PDF parsing to convert extracted grades
- When filling grade conversion tables in reports
- When calculating US credits from foreign credit systems
Core Logic
Grade Conversion Flow
- Query
aet_aice_grade_conversion_rulestable by country + grade - If found → use stored rule
- If not found → AI inference with confidence marker
- On report save → store AI-inferred rules for future use
Output Format
{
"originalGrade": "85",
"usGrade": "A",
"gpaPoints": 4.0,
"usCredits": 3.0,
"level": "UD",
"source": "AI_INFERRED"
}
AI-inferred grades display as: A (AI_INFERRED)
Bilingual Format Rule
When displaying original data, preserve source language with format {English (Original)}:
| Field | Example |
|---|---|
| Institution | Warsaw University of Technology (Politechnika Warszawska) |
| Grade | 5.0 (very good) / 4.5 (good plus) / 3.0 (satisfactory) |
| Program | Computer Science (Informatyka) |
Credit Conversion
Golden Rule: 1 Academic Year = 30-32 US Semester Credits
| System | Conversion |
|---|---|
| ECTS (Europe) | 60 ECTS = 30 US Credits |
| CATS (UK) | 120 CATS = 30 US Credits |
| China | Normalize to 30/year |
Rounding Rule: Round US Credits to nearest 0.5
- 1.62 → 1.50
- 0.95 → 1.00
- 4.28 → 4.50
- 18.34 → 18.50
Grade Scales
See references/grade-rules.md for country-specific tables.
Course Level
| Year in 4-Year Program | Level |
|---|---|
| Year 1-2 | LD (Lower Division) |
| Year 3-4 | UD (Upper Division) |
Database Table
aet_aice_grade_conversion_rules (
country, education_level, original_scale,
original_grade, us_grade, gpa_points,
credit_coefficient, source, confidence
)
Integration
PDF Parsing: Gemini prompt includes grade conversion instructions. Report Save: AI-inferred rules are stored for future lookups.
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