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Global and Current Research Trends of Single-Cell Sequencing in Cancer: A Bibliometric and Visualization Study
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Making data sharing count: a publication-based solution.

Krzysztof J Gorgolewski1, Daniel S Margulies, Michael P Milham

  • 1Max Planck Institute for Cognitive and Brain Sciences Leipzig, Germany.

Frontiers in Neuroscience
|February 8, 2013
PubMed
Summary
This summary is machine-generated.

Neuroimaging researchers need incentives for data sharing. Data papers offer a solution by providing citable publications for datasets, ensuring quality through peer review.

Keywords:
credit assignmentdata paperdata qualitydata sharingpeer review

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Area of Science:

  • Neuroscience
  • Data Science
  • Scientific Publishing

Background:

  • Open data sharing is increasingly expected in neuroimaging research.
  • Individual researchers lack clear incentives for sharing their data, despite its importance in large consortia.
  • Existing data publication models in other fields provide a precedent for crediting and validating datasets.

Purpose of the Study:

  • To address the need for incentivizing data sharing in the neuroimaging community.
  • To explore the adaptation of the 'data paper' concept for neuroimaging datasets.
  • To propose guidelines for structuring and reviewing neuroimaging data papers.

Main Methods:

  • Discussion of challenges specific to neuroimaging data.
  • Analysis of successful data publication models in other scientific fields.
  • Development of proposed guidelines for data paper structure and peer review.

Main Results:

  • Identification of the lack of clear incentives for individual researchers to share neuroimaging data.
  • Recognition of the benefits of data papers, including citable credit and quality assurance via peer review.
  • Formulation of specific recommendations for implementing data papers in neuroimaging.

Conclusions:

  • Data papers can effectively incentivize neuroimaging data sharing by providing academic credit.
  • Peer review of data papers ensures the quality and reliability of published neuroimaging datasets and metadata.
  • Guidelines are proposed to facilitate the adoption and standardization of data papers within the neuroimaging community.