Research Product Frontend

Plan high-density research product frontends such as medical imaging viewers, phenotype explorers, model comparison dashboards, provenance tools, and experiment history interfaces.

YuukiAS Updated

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Research Product Frontend

Use this skill for frontend surfaces where scientific evidence, models, images, or experiment state are central.

Boundary

  • Define domain-specific UI constraints for medical imaging, CMR, phenotype, model, provenance, and statistical evidence interfaces.
  • Keep project facts in the project repository; this skill supplies reusable interface patterns.
  • Do not build the frontend directly; hand off to build-web-apps or project implementation tools.

Workflow

  1. Identify the research object: patient/sample, model, image, phenotype, experiment, paper, or dataset.
  2. Define required provenance, uncertainty, units, version, and evidence fields.
  3. Choose comparison surfaces: tables, viewers, charts, timelines, panels, or linked detail views.
  4. Specify safe defaults for dense scanning, auditability, and repeated expert use.
  5. Produce a design brief with data contracts and QA criteria for the implementation step.

YuukiAS/AI_Skills_Collection/tree/main/skills/tools/frontend/research-product-frontend commit d9c147420a

Frequently asked questions

npx skillmds@latest add yuukias/research-product-frontend