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Standard workflows #424

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dominikbach opened this issue Nov 24, 2022 · 0 comments
Open

Standard workflows #424

dominikbach opened this issue Nov 24, 2022 · 0 comments
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Conceptional The pull request includes conceptional updates

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@dominikbach
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dominikbach commented Nov 24, 2022

Feature Description

Background

Currently, users have to manually define workflows. This is to some extent unavoidable because a lot of the meta-data required for pre-processing and modelling is not provided in a standard format (PsPM or otherwise).

This provides a barrier for new users as well as for automated data analysis engines.

We have started writing standard pipelines for our own (published) data: https://gitlab.com/bachlab/PsPM_pipeline

This could be generalised if meta-data is available.

Tasks

  1. Design data formats (BIDS integration #423) such as to allow automated workflows.
  2. Automated pre-processing:
  • detect data types contained in file
  • gather meta-information required for pre-processing
  • pre-process all raw data in file
  1. Automated modelling:
  • detect pre-processed data types contained in file
  • gather task structure
  • implement pre-defined model for this task structure, run for all modalities contained
@teddychao teddychao added the Conceptional The pull request includes conceptional updates label Mar 11, 2024
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