Lesson 636 of 2244
Detecting AI-Generated Images in Submissions: A New Editorial Skill
Image manipulation has always plagued scientific publishing. Now AI image generation adds a new vector. Editors and reviewers need new skills.
Adults & Professionals · Research & Analysis · ~7 min read
The premise
AI-generated scientific images are a growing integrity threat; the field needs detection skills as standard reviewer practice.
What AI does well here
- Look for telltale AI artifacts (impossibly clean backgrounds, inconsistent lighting, anatomical impossibilities)
- Use detection tools (like Imagetwin, Proofig) for systematic screening
- Compare against the corresponding raw data and methods description
- Treat 'too good to be true' images as warranting deeper inspection
What AI cannot do
- Detect every AI-generated image (the tech keeps improving)
- Substitute for substantive scientific evaluation of methods and data
- Replace policy and consequences for confirmed manipulation
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