Design study - Human-reviewed clinical report generation

Helping clinicians review and produce structured wellness reports. Design study.

Client
Liquivida
Year
Service
Document intelligence, Healthcare AI, Human review, Reporting
Engagement
Design study

The Challenge

Diagnostic information from multiple sources had to be assembled into consistent wellness reports, with physician control over the final output.

The Approach

BeeNex designed a reporting workflow that extracts diagnostic data, maps it to four wellness pillars and generates an editable draft. Physicians retain review, reclassification and approval before the final branded report.

Capabilities

  • Bulk diagnostic PDF intake
  • Parsing and extraction
  • Data normalization
  • Four Wellness Pillars
  • AI clinical drafts
  • Abnormality/trend flags for review
  • Physician overrides and reclassification
  • Version control
  • Branded PDFs

Workflow

  1. Upload
  2. Process
  3. Extract
  4. Map into pillars
  5. Generate draft
  6. Physician edits and approves
  7. Export report
  • Google Cloud (proposed)
  • PDF parsing
  • AI document processing
  • Report generation

Outcome

The design specifies a document-to-report prototype with physician review and a clear evaluation plan. It provides an implementation blueprint for testing usefulness and preparation effort.

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