scientific-style-polisher

Polish scientific manuscript text into clear, journal-ready English or Chinese while preserving meaning, evidence strength, statistics, references, and author voice. Use for 论文润色, SCI润色, 去AI味, humaniz

SKILL.md

GitHub

Scientific Style Polisher

Purpose

Improve clarity, flow, concision, and academic tone without altering the underlying science. This skill is for language refinement, not content invention.

Typical Inputs

  • Manuscript titles, abstracts, introductions, results, discussions, limitations, or figure legends.
  • Cover letters and short journal-facing summaries.
  • Chinese or English scientific prose that needs a more natural academic style.

Core Rules

  • Preserve all numbers, statistics, references, figure/table references, gene names, drug names, database names, and technical abbreviations.
  • Do not fabricate citations, data, methods, experiments, results, limitations, or clinical implications.
  • Do not convert association, enrichment, or correlation into causation.
  • Do not hide methodological weaknesses with polished language.
  • Keep the author's intended meaning and evidence strength.
  • Recommend final human review before submission.

Workflow

  1. Identify the manuscript section and target audience.
  2. Detect whether the text needs light grammar cleanup, substantial style polishing, or claim-safety editing.
  3. Preserve all technical tokens before rewriting.
  4. Improve sentence structure, transitions, terminology consistency, and redundancy.
  5. Replace generic AI-like phrasing with specific scientific wording.
  6. Add a short risk note if the original text contains overclaims or unsupported statements.

Preferred Language

Use cautious, defensible phrasing:

  • "These findings support..."
  • "This pattern is consistent with..."
  • "The analysis suggests..."
  • "A possible explanation is..."

Avoid unsupported certainty:

  • "proves"
  • "guarantees"
  • "drives"
  • "prevents"
  • "is responsible for"
  • "causal mechanism"

Output Modes

Default output:

  • Polished text only.

When the user asks for edit rationale:

  • Polished text.
  • Major edits.
  • Claim-safety notes.

Quality Checklist

  • The science was not changed.
  • No new references or results were added.
  • Causal language is used only when evidence supports it.
  • Terminology is consistent.
  • The final text is ready for author review, not automatic submission.