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Meta-analysis inside and outside particle physics: two traditions that should converge?

Rose D Baker1, Dan Jackson2

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Particle physics meta-analysis, established in 1957, differs from medical approaches. This study finds systematic errors currently unhelpful and recommends the standard random effects model for particle physics applications.

Keywords:
exact testmeta-analysisparticle physicsrandom effects modellingsystematic error

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Area of Science:

  • Statistical methodology
  • High-energy physics
  • Epidemiology

Background:

  • Meta-analysis is widely used in medicine and epidemiology since the 1970s.
  • High-energy physics has employed meta-analysis for particle properties since 1957 via the Particle Data Group.
  • There is limited cross-disciplinary interaction between these fields.

Purpose of the Study:

  • To investigate differences in meta-analysis practices between high-energy physics and other scientific fields.
  • To evaluate the utility of systematic errors in particle physics meta-analysis.
  • To compare heterogeneity treatment methods: error scaling versus random effects models.

Main Methods:

  • Application of statistical models to compare meta-analysis practices.
  • Development and utilization of an exact test for the error-scaling hypothesis.
  • Discussion of methodological divergences between particle physics and general meta-analysis.

Main Results:

  • Systematic errors are currently found to be of limited utility in particle physics meta-analysis.
  • The conventional random effects model demonstrates utility within particle physics.
  • The error-scaling hypothesis was tested and discussed.

Conclusions:

  • The standard random effects model is recommended for particle physics meta-analysis.
  • Systematic errors do not appear to offer significant benefits in current particle physics meta-analysis.
  • Encourages greater exploration of statistical applications in diverse scientific fields.