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matsuikentaro1
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humanizer_academic

Rewrite AI writing patterns in medical manuscripts with neutral academic language.

162|26|Updated Feb 4, 2026
Search Tags:#editing#ai-writing#academic-writing#humanize#linguistic-patterns#medical-literature
One-click install
npx skills add https://github.com/matsuikentaro1/humanizer_academic --skill humanizer-academic
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: humanizer_academic
Source: https://github.com/matsuikentaro1/humanizer_academic/tree/main
Command: npx skills add https://github.com/matsuikentaro1/humanizer_academic --skill humanizer-academic

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Removes signs of AI-generated writing from academic medical papers, making them sound more natural and professionally written while preserving the underlying scientific content.

Core Features & Use Cases

  • Identify AI writing patterns such as inflated significance, -ing analyses, vague attributions, AI vocabulary, copula avoidance, hedging, and generic conclusions in medical manuscripts.
  • Rewrite problematic sections to replace AI constructs with precise academic language, preserving data integrity and meaning.
  • Use in manuscript editing workflows, literature reviews, and editorial rounds to produce neutral, publication-ready text.

Quick Start

Paste your manuscript text below and request a humanized rewrite that preserves the original meaning while removing AI writing patterns.

Frequently Asked Questions about humanizer_academic

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI writing patterns from a medical manuscript?▼

Yes, humanizing AI-generated clinical research text preserves underlying scientific data while removing stylistic markers. The tool rewrites problematic sections addressing hedging and copula avoidance, ensuring the output remains data-integrity compliant and neutral.

What are common AI markers in academic medical literature?▼

Yes, humanizing AI-generated clinical research text preserves underlying scientific data while removing stylistic markers. The tool rewrites problematic sections addressing hedging and copula avoidance, ensuring the output remains data-integrity compliant and neutral.

Can I use an AI humanizer for reviewer notes without altering data?▼

Yes, humanizing AI-generated clinical research text preserves underlying scientific data while removing stylistic markers. The tool rewrites problematic sections addressing hedging and copula avoidance, ensuring the output remains data-integrity compliant and neutral.

How do I fix copula avoidance and hedging in medical literature?▼

Yes, humanizing AI-generated clinical research text preserves underlying scientific data while removing stylistic markers. The tool rewrites problematic sections addressing hedging and copula avoidance, ensuring the output remains data-integrity compliant and neutral.

Does this academic editing tool work for literature reviews?▼

Yes, humanizing AI-generated clinical research text preserves underlying scientific data while removing stylistic markers. The tool rewrites problematic sections addressing hedging and copula avoidance, ensuring the output remains data-integrity compliant and neutral.

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