humanize

Detect and remove 18 AI writing patterns from academic manuscripts.

243|60|Updated Apr 6, 2026
One-click install
npx skills add https://github.com/Aperivue/medsci-skills --skill humanize-aperivue
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: humanize
Source: https://github.com/Aperivue/medsci-skills/tree/main/skills/humanize
Command: npx skills add https://github.com/Aperivue/medsci-skills --skill humanize-aperivue

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Detects and removes AI writing patterns from academic manuscripts, ensuring the text reads as if produced by an experienced academic physician while preserving every technical claim, number, and citation.

Core Features & Use Cases

  • Phase-driven workflow: Scan, Report, Fix, and Verify to systematically improve manuscripts.
  • Pattern-based editing: Detects the 18 AI writing patterns and guides user through safe rewrites that preserve data and citations.
  • Language workflow: Communicates with Korean-speaking researchers while edits are produced in English.
  • Real-world use cases: Polishing radiology and medical-imaging manuscripts for journal submissions or pre-peer-review revisions.

Quick Start

Provide a manuscript excerpt and specify the target tone, and the tool will detect AI patterns and rewrite flagged passages to sound human-written.

Frequently Asked Questions about humanize

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

FAQPage Schema
How do I remove AI writing patterns from my academic manuscript?

To remove AI writing patterns from academic manuscripts, the system detects 18 specific AI-generated phrasing structures and rewrites flagged passages. It processes text through a Scan, Report, Fix, and Verify workflow to ensure a human-written tone.

Why does my AI-written medical imaging paper fail to sound like an experienced academic physician?

AI-written medical imaging papers often fail to sound like an experienced academic physician because they contain identifiable AI writing patterns. Detecting and systematically rewriting these 18 patterns while preserving technical claims restores the authentic academic voice needed for journal submissions.

Can I edit my English radiology manuscript if I am a Korean-speaking researcher?

Korean-speaking researchers can edit English radiology manuscripts using a dedicated language workflow. The system communicates in Korean while performing manuscript edits and text rewrites in English to ensure accurate academic phrasing.

How do I rewrite AI-generated text without losing citations and data?

Pattern-based editing applies safe rewrites to AI-generated text that preserve every technical claim, number, and citation. A verification workflow then checks the revised manuscript passages to ensure no original data was altered or lost.

What is the best way to prepare a radiology manuscript for journal submission?

The best way to prepare a radiology manuscript for journal submission is to run it through a phase-driven workflow of Scan, Report, Fix, and Verify. This detects AI writing patterns and polishes the text for pre-peer-review revisions while maintaining technical accuracy.