Gioi thieu MOM's Bridge

What We Learned (100 words)

We learned how to integrate Google Gemini AI's multimodal capabilities into a real-time medical translation system. Our biggest technical challenge was getting structured JSON output consistently -- we iterated through multiple prompt versions before settling on explicit JSON-only instructions with word limits. We learned about data privacy requirements and implemented account deletion with cascade deletes, a translated privacy policy, and data export. Building the i18n system for 11 languages taught us about fallback mechanisms and Accept-Language header parsing. Implementing the daily tracking feature taught us about ACOG clinical guidelines and the importance of deterministic safety logic over AI for health-critical decisions.

How We Validated Information

We validated pregnancy health data against CDC PRAMS (Pregnancy Risk Assessment Monitoring System), which is publicly available and federally maintained. Pregnancy week milestones were cross-referenced with established medical sources. Daily tracking risk thresholds follow published ACOG guidelines. For translation quality, we built an English fallback mechanism -- missing translations gracefully fall back rather than showing broken content. We used Gemini's structured JSON output mode to ensure AI responses were consistently parseable, with explicit length constraints.

Bibliography

• FastAPI web framework -- https://fastapi.tiangolo.com/
• SQLAlchemy ORM -- https://www.sqlalchemy.org/
• Google Generative AI (Gemini) Python SDK -- https://ai.google.dev/
• Bootstrap 5 CSS framework -- https://getbootstrap.com/
• Font Awesome icons -- https://fontawesome.com/
• Authlib (Google OAuth) -- https://docs.authlib.org/
• Jinja2 template engine -- https://jinja.palletsprojects.com/
• Pillow (PIL) image processing -- https://pillow.readthedocs.io/
• CDC PRAMS data -- https://www.cdc.gov/prams/
• ACOG (American College of OB/GYN) guidelines -- https://www.acog.org/
• Claude Code (Anthropic) -- AI coding assistant used for feature development and i18n expansion