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    Empirical validation of correlation-based methods against... — Carmelics
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    Challenges→A generalized correlation coefficient conflates statistical association with the genealogical causation required to explain why gene frequencies change across generations.

    Empirical validation of correlation-based methods against known pedigrees and simulations shows they reliably track genealogical causation despite not explicitly modeling individual lineages.

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    Key Terms

    Correlation-based methods(as used in statistics and research)
    Techniques that look for patterns or relationships between different things (like how two variables tend to move together), rather than proving one directly causes the other.
    Empirical validation(as used in research methodology)
    Testing an idea by collecting real-world data and evidence to prove whether it actually works in practice, not just in theory.
    Genealogical causation(as used in genealogy and genetics)
    The actual chain of inheritance or family descent that explains how traits or characteristics are passed from one generation to the next.
    Lineages(evolutionary biology)
    Family lines of organisms descended from a common ancestor, stretching back through evolutionary history.
    Pedigrees

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    (as used in genetics and genealogy)
    Family trees or genealogical records that show how ancestors and descendants are related to each other over generations.
    Simulations(as used in research methodology)
    Computer-generated versions of real-world scenarios that let researchers test what would happen under different conditions without doing the real experiment.

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    A generalized correlation coefficient conflates statistical association with the...

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    A generalized correlation coefficient conflates statistical association with the...

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