medical-record-translator

Use when users need structure-preserving translation of medical records, lab reports, discharge summaries, prescriptions, pathology/radiology reports, or similar documents. Main artifact must be Chinese-first, original-preserving, and doctor-readable. Triggers on mentions of medical translation, 病历翻译, report translation, or when users share PDF/image medical documents.

Safety Notice

This listing is from the official public ClawHub registry. Review SKILL.md and referenced scripts before running.

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Install skill "medical-record-translator" with this command: npx skills add helenalhq/medical-record-translator

Medical Record Translator

Produce a structure-preserving translation artifact, not a summary report.

Core Rules

  1. Classify each PDF as text PDF or scanned PDF before translation.
  2. Always derive source document blocks first, then translate block-by-block.
  3. Maintain strict 1:1 mapping: one source block -> one translated block.
  4. Preserve structure types:
    • tables remain tables
    • key-value regions remain key-value regions
    • free text remains free text blocks
  5. Output constrained Markdown artifact (not free-form narrative/report writing).
  6. Chinese-first reading is required, with original source text immediately available for each block.
  7. Do not add summary-style sections, terminology tables in the main artifact, or explanatory rewrite sections.
  8. Do not split/merge source paragraphs or regions for readability rewriting.

Operational Workflow

  1. Ingest file and classify:
    • text PDF: digital text layer is extractable.
    • scanned PDF: content is image-based or text layer is unreliable.
  2. Route by type:
    • text PDF path: extract text + structural hints first, then map blocks.
    • scanned PDF path: use a vision-capable model first, perform region detection, then recover region text and block types.
  3. Build block model from detected structure.
  4. Translate with one-to-one block alignment and structure preservation.
  5. Emit constrained Markdown per output contract.

Scanned PDF Mandatory Rules

  1. For scanned PDFs, parsing must start with a vision-capable model.
  2. Perform region detection before translation (table regions, key-value regions, paragraph regions, headers, footers as applicable).
  3. Translate only after region text recovery and block typing are complete.
  4. Mark uncertainty at the smallest useful scope:
    • uncertain cell ownership -> mark that cell or minimal table span
    • uncertain key-value field value -> mark that field only
    • uncertain phrase -> mark that phrase only
  5. Do not promote local uncertainty to document-level warnings unless clinically necessary.

Output And Quality References

Follow these documents directly instead of re-specifying them here:

  • references/output-contract.md
  • references/block-model.md
  • references/quality-checklist.md
  • references/terminology.md

Export

python3 skills/medical-record-translator-publish/scripts/render_translation.py \
  skills/medical-record-translator-publish/examples/sample_translation.md \
  --output-dir skills/medical-record-translator-publish/examples/rendered-sample

python3 skills/medical-record-translator-publish/scripts/check_rendered_pdf.py \
  skills/medical-record-translator-publish/examples/rendered-sample/sample_translation.pdf

Privacy Disclaimer

⚠️ 隐私提醒 | Privacy Notice

医疗病历包含敏感个人信息。在使用本技能前,请注意:

  • 请勿上传包含你不愿分享的个人健康信息的文档
  • 翻译内容将发送至AI服务进行处理
  • 如有隐私顾虑,建议使用本地部署的AI服务或人工翻译

Medical records contain sensitive personal information. Before using this skill:

  • Do not upload documents with health information you don't want to share
  • Translation content will be sent to AI services for processing
  • If you have privacy concerns, consider locally-deployed AI or human translators

Source Transparency

This detail page is rendered from real SKILL.md content. Trust labels are metadata-based hints, not a safety guarantee.

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