Published May 8, 2026 | Version 1.0.0

Tracking the Shift from Bar Graphs to Informative Plots in Biomedical Journals. Impact of Journal Policies on the Visualization of Continuous Data.

  • 1. Universidade de Coimbra Instituto de Investigação Clínica e Biomédica de Coimbra (CIBB)
  • 2. ROR icon Berlin Institute of Health at Charité - Universitätsmedizin Berlin

Description

This dashboard tracks how data-visualization practices in scientific publishing have evolved over time, focusing on the use of bar charts versus more informative alternatives. Visualization types are classified by barzooka, an automated deep-learning tool that screens PDF figures.

  • Bar charts - the conventional mean-and-error bar format
  • Informative charts - bars with dots, box plots, dot plots, histograms, or violin plots

Data are organized across 12 Research Fields:

  • Cardiac & Cardiovascular Systems
  • Clinical Neurology
  • Endocrinology & Metabolism
  • Genetics & Heredity
  • Immunology
  • Neurosciences
  • Oncology
  • Orthopedics
  • Pharmacology & Pharmacy
  • Physiology
  • Rheumatology
  • Urology & Nephrology

The dataset covers 213 biomedical journals (2010–2025), 71 of which adopted an editorial figure-type policy, enabling comparison of policy vs. non-policy journals and before/after policy adoption.

Unless otherwise specified, percentages were calculated in comparison with the total eligible articles, meaning articles containing at least one bar graph or an informative plot.

Live dashboard: https://excelscior-uc.github.io/journal-policy-dashboard/
Source code: https://github.com/excelscior-uc/journal-policy-dashboard/

Files

journal-policy-dashboard-1.0.0.zip

Files (1.7 MB)

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Additional details

Funding

European Commission
EXCELScIOR - EXCELlent Science with Impact, Open and Reliable 101087416
European Commission
SHARE-CTD: Sharing and re-using clinical trial data to maximise impact 101120360

Software

Repository URL
https://github.com/excelscior-uc/journal-policy-dashboard
Programming language
JavaScript , HTML , CSS , Python
Development Status
Active