Maintenance Notice

Due to necessary scheduled maintenance, the JMIR Publications website will be unavailable from Wednesday, July 01, 2020 at 8:00 PM to 10:00 PM EST. We apologize in advance for any inconvenience this may cause you.

Who will be affected?

Accepted for/Published in: JMIR Dermatology

Date Submitted: May 1, 2025
Date Accepted: Oct 15, 2025

The final, peer-reviewed published version of this preprint can be found here:

Evaluating Bias in Social Media Research Using #Sunscreen Content on Instagram Reels

Milanovic S, Rosen C, Gray T

Evaluating Bias in Social Media Research Using #Sunscreen Content on Instagram Reels

JMIR Dermatol 2025;8:e76829

DOI: 10.2196/76829

PMID: 41191850

PMCID: 12588582

Bias in Social Media Research: A Controlled Study of #Sunscreen Content on Instagram Reels

  • Silvija Milanovic; 
  • Chelsea Rosen; 
  • Taylor Gray

ABSTRACT

This cross-sectional content analysis found that Instagram’s hashtag-based Reels display consistent dermatologic content regardless of user engagement history, supporting hashtags as an objective and reproducible tool for social media research in dermatology.


 Citation

Please cite as:

Milanovic S, Rosen C, Gray T

Evaluating Bias in Social Media Research Using #Sunscreen Content on Instagram Reels

JMIR Dermatol 2025;8:e76829

DOI: 10.2196/76829

PMID: 41191850

PMCID: 12588582

Download PDF


Request queued. Please wait while the file is being generated. It may take some time.

© The authors. All rights reserved. This is a privileged document currently under peer-review/community review (or an accepted/rejected manuscript). Authors have provided JMIR Publications with an exclusive license to publish this preprint on it's website for review and ahead-of-print citation purposes only. While the final peer-reviewed paper may be licensed under a cc-by license on publication, at this stage authors and publisher expressively prohibit redistribution of this draft paper other than for review purposes.