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Berna Devezer1, Danielle J Navarro2, Joachim Vandekerckhove3

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Methodological reforms in science often fail due to a lack of formal rigor. This study proposes a five-step formal approach to enhance scientific practices and statistical rigor, improving scientific claims.

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Area of Science:

  • Metascience
  • Scientific Methodology
  • Statistical Rigor

Background:

  • Current scientific practices exhibit a lack of rigor, prompting methodological reforms.
  • Existing reforms often replicate errors and over-generalizations, hindering progress.
  • A deficit in formalism and first principles contributes to these methodological shortcomings.

Purpose of the Study:

  • To address the limitations of current methodological reforms in science.
  • To advocate for formal statistical rigor and scientific nuance in reforming scientific practices.
  • To introduce a structured, five-step formal approach for resolving methodological issues.

Main Methods:

  • Development of a five-step formal approach for methodological problem-solving.
  • Application of formal statistical analysis to prominent metascientific claims.
  • Evaluation of claims regarding reproducibility, data reuse, and exploratory analysis.

Main Results:

  • Demonstrated the utility of a formal approach in addressing methodological debates.
  • Provided a rigorous statistical analysis of key metascientific claims.
  • Highlighted the benefits of formalism for enhancing scientific nuance and rigor.

Conclusions:

  • Formalism and first principles are crucial for effective methodological reform.
  • The proposed five-step approach offers a robust framework for improving scientific practices.
  • Adopting formal statistical rigor can refine understanding and debate within metascientific literature.