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Mapping the discursive dimensions of the reproducibility crisis: A mixed methods analysis
Nicole C Nelson1, Kelsey Ichikawa2, Julie Chung2
1Department of Medical History and Bioethics, University of Wisconsin, Madison, Wisconsin, United States of America.
Discussions about the reproducibility crisis in science have a core focus on incentives, transparency, and publishing reform. However, distinct clusters exist around reagents, statistical methods, and natural world heterogeneity.
Area of Science:
- Scientific research integrity
- Academic publishing reform
Background:
- The
- reproducibility crisis
- is a complex issue encompassing reagent purity, code accessibility, and academic incentives.
- Previous attempts to define reproducibility analytically have not fully structured these discussions.
Purpose of the Study:
- To empirically investigate the variation in discussions surrounding the reproducibility crisis.
- To identify the core themes and distinct clusters within reproducibility discourse.
Main Methods:
- A novel mixed-methods approach combining grounded theory and correspondence analysis.
- Analysis of a variety of authors' narratives on the reproducibility crisis.
Main Results:
- A clear thematic core in reproducibility discussions: scientific incentive structures, methods/data transparency, and publishing reform.
- Identification of three distinct clusters: reagents, statistical methods, and natural world heterogeneity.
- No significant differences in how scientists and journalists discuss the crisis.
Conclusions:
- Qualitative methods effectively delineate the scope and features of reproducibility discourse.
- Distinct vocabularies and groups within the discourse require targeted engagement for reform.
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