Funders Study

The Funders study is the short name for our study:
“Using an Open Science Checklist in Grant Proposal Reviews to Predict Reproducibility of Funded Publications.”

Study registration: https://doi.org/10.17605/OSF.IO/NS4V9
Study protocol: https://osf.io/ew62u/files/6cm3z
Open Science checklist: https://osf.io/ew62u/files/dp4x2

Materials: Grant proposals

• Grants.bib

Data used for this study

1. db_master_grants_fullset.xlsx
2. checklist.xlsx

Analysis code

• analysis.R

What does the analysis code do?

• Calculating prevalence of reproducibility.
• Calculating open science scores.
• Describing which grants that are resulting to reproducible publications
• Describing grant proposals characteristics with tables and graphs.
• Describing predicted vs actual reproducibility in 2x2 tables.
• Producing Accuracy Metrics (Se, Sp, PPV, NPV, overall accuracy).
• Producing AUC/ROC.

Software

This analysis was done using R version 4.5.2 (https://www.r-project.org/).

Additional

Diagram process from screening to reproducibility checks:

• Funders_results.drawio
• Funders_results.png