humanizer_academic

Remove AI-generated stylistic patterns from medical and scientific manuscripts.

1|Updated Apr 19, 2026
One-click install
npx skills add https://github.com/koach08/claude-code-skills --skill humanizer-academic-koach08
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanizer_academic
Source: https://github.com/koach08/claude-code-skills/tree/main/skills/writing/humanizer-academic
Command: npx skills add https://github.com/koach08/claude-code-skills --skill humanizer-academic-koach08

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill addresses the common issue of AI-generated text appearing in academic manuscripts, which often includes inflated significance claims, vague attributions, and formulaic structures that undermine professional credibility.

Core Features & Use Cases

  • Pattern Detection: Identifies specific AI-isms such as excessive hedging, superficial -ing phrases, and promotional language.
  • Academic Refinement: Rewrites text to match the formal, objective, and precise tone required by medical and scientific journals.
  • Use Case: Use this skill when reviewing a draft manuscript to ensure the writing style is natural, data-driven, and free of the repetitive stylistic markers common to LLM outputs.

Quick Start

Use the humanizer_academic skill to review and rewrite the provided manuscript text to remove AI-generated patterns while preserving scientific accuracy.

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-generated patterns from my academic manuscript?

To remove AI-generated patterns from an academic manuscript, identify and rewrite inflated significance claims, vague attributions, and formulaic transitions to restore a professional, objective tone. This process targets specific linguistic markers like excessive hedging and promotional language.

What are common AI writing patterns in medical and scientific manuscripts?

Common AI writing patterns in medical and scientific manuscripts include superficial -ing phrases, excessive hedging, and promotional language. These formulaic structures and inflated significance claims undermine professional credibility and must be identified for removal.

Can I edit AI text in a medical manuscript without altering scientific citations?

Yes, you can edit AI text in a medical manuscript without altering scientific citations. The refinement process ensures the preservation of legitimate academic citations and data integrity while simplifying complex or redundant sentence structures.

Does academic proofreading fix vague attributions and formulaic transitions?

Academic proofreading fixes vague attributions and formulaic transitions by targeting these specific AI-isms. It rewrites the affected text to match the formal, precise tone required by medical and scientific journals.

What is the best way to humanize scientific writing for journal submission?

The best way to humanize scientific writing for journal submission is to detect and remove repetitive stylistic markers common to LLM outputs. Rewriting the draft ensures the writing style is natural, data-driven, and free of AI-generated structures.

Are there limitations when removing AI text from research manuscripts?

A limitation when removing AI text from research manuscripts is ensuring that the rewriting process does not compromise data integrity or alter legitimate academic citations. The focus must remain on simplifying complex structures while preserving scientific accuracy.