CerviGuard

CerviGuard is SmartClover's human-in-the-loop AI initiative focused on cervical cancer prevention, follow-up, and evidence-linked clinical collaboration. This repository powers the public web experience and service communication layer.

Need

Healthcare teams managing cervical cancer prevention face fragmented data, delayed follow-up, and high documentation burden. Programs need faster insight without sacrificing clinical safety, privacy, or traceability.

Objective

Deliver a trustworthy AI-supported service model that helps teams:

• identify risk and follow-up gaps earlier,
• keep clinicians in final control of decisions,
• preserve data sovereignty under "your AI, your Data" principles.

Purpose

CerviGuard exists to improve prevention outcomes through practical, governed AI workflows that combine quantitative signals, qualitative evidence, and transparent human oversight.

Usability & Features

Who It Serves

• Clinicians and care coordinators monitoring screening and follow-up pathways.
• Program leaders who need explainable metrics and operational visibility.
• Security and governance stakeholders requiring auditable, sovereign deployment models.

Core Capabilities

• Evidence-linked insight communication: every key claim can be tied back to source context.
• Human-in-the-loop workflow design: AI supports decisions, clinicians retain authority.
• Prevention-focused service narrative: content emphasizes early detection and follow-up reliability.
• Sovereign deployment positioning: "your AI, your Data", "your App, your Data", and "your AI, your eSource".
• Blog-driven knowledge publishing for research and operational updates.

UX Principles

• Clear language for non-technical healthcare stakeholders.
• Structured page hierarchy for quick scanning on desktop and mobile.
• Consistent call-to-action paths for discovery, contact, and service exploration.

Technical Overview

Stack

• Next.js 14 (Pages Router) + React 18.
• Markdown content pipeline via gray-matter + remark + remark-html.
• Global styling in styles/globals.css.

Architecture

• pages/: static marketing and information routes.
• pages/blog/: statically generated blog index and per-post pages.
• lib/posts.js: markdown loading, parsing, sorting, HTML transformation.
• components/Layout.jsx: shared navigation/footer and manual version marker.
• components/ServedByComponent.tsx: edge host identity banner.

Environment Variables

• EE_HOST_ID or NEXT_PUBLIC_EE_HOST_ID for host identity display.
• Do not commit .env files.

Development Commands

npm install
npm run dev
npm run lint
npm run build
npm run start

Quality Baseline

• Lint must pass: npm run lint.
• Production build must pass: npm run build.
• Manual smoke checks in npm run dev, especially after content or navigation edits.

Deployment

The app is designed for static-first delivery and can be deployed through an edge pipeline that runs:

npm install
npm run build
npm run start

License

© SmartClover. Creativity · Digitalization · Human-in-the-loop AI for Good.