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ReFiNe-Open - Exploring OpenNeuro-Based Replications of Neuroimaging Findings #69

Description

@goltermannj

Title

ReFiNe-Open - Exploring OpenNeuro-Based Replications of Neuroimaging Findings

Short description and the goals for the OHBM BrainHack

ReFiNe-Open

Exploring OpenNeuro-Based Replications of Neuroimaging Findings (Brainhack OHBM 2026)

Background

Replication is a cornerstone of cumulative science, yet direct replications remain rare in neuroimaging despite widespread concerns regarding small sample sizes, small effect sizes, and analytic flexibility. While openly available MRI datasets provide new opportunities for replication research, identifying suitable datasets and implementing standardized replication procedures remain challenging.

Project

ReFiNe-Open aims to explore whether openly available datasets from OpenNeuro can be systematically leveraged to conduct direct replication studies in neuroimaging.
The project builds upon the replication framework developed in the Replicability of Findings in Neuroimaging in Depression (ReFiNe-MDD) study, including predefined replication criteria, analytic workflows, and reporting standards.

Goals for the BrainHack

  1. Assess the feasibility of applying the ReFiNe replication framework to OpenNeuro datasets.
  2. Develop tools to match published neuroimaging findings with potentially suitable OpenNeuro datasets.
  3. Identify and document practical challenges and solutions.
  4. Conduct a pilot replication attempt using one target finding and one OpenNeuro dataset.
  5. Create an open workflow that can serve as the foundation for a larger replication initiative after the BrainHack.

Available resources

  • ReFiNe replication protocol and analysis framework
  • OpenNeuro datasets and annotated txt file containing dataset descriptors
  • Curated list of candidate findings for replication
  • Potentially deepmriprep for preprocessing (https://www.nature.com/articles/s43588-026-00953-7)

Potential impact

The project could establish a scalable framework for conducting neuroimaging replications using openly available datasets and contribute to improving reproducibility and cumulative knowledge generation in brain imaging research.

Project lead: Janik Goltermann

Link to the Project

https://github.com/goltermannj/ReFiNe-Open

Image/Logo for the OHBM brainhack website

https://github.com/goltermannj/ReFiNe-Open/blob/main/refine_open_logo.png

Project lead

Janik Goltermann, github: goltermannj, discord: janik_16895

Main Hub

Bordeaux

Link to the Project pitch

No response

Other hubs covered by the leaders

  • Bordeaux
  • Hybrid (Asia / Pacific)
  • Hybrid (Europe / Middle East / Africa)
  • Hybrid (Americas)

Skills

I have expertise in replication studies of neuroimaging findings but only limited coding skills.

Helpful would be coding skills (e.g., python) for matching OpenNeuro descriptors to list of publications. Also, if someone knows how to preprocess and analyze OpenNeuro data python-based.

Recommended tutorials for new contributors

No response

Good first issues

No response

Twitter summary

No response

Short name for the Discord chat channel (~15 chars)

refine-open

Please read and follow the OHBM Code of Conduct

  • I agree to follow the OHBM Code of Conduct during the hackathon

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