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  • 1.  compare regression models in meta analyses

    Posted Mon April 24, 2023 10:55 AM

    I try to run a series of regression models in meta-analysis, and compare the fit. Although Maximum Likelihood is one of the option for the estimator, I cannot find a goodness off fit index of the model as a whole, to compare with an other  -nested – model. It is possible in R, so I assume it must be possible in spss?

     

    Kind regards,

     

    Gert

     

     

     



  • 2.  RE: compare regression models in meta analyses

    Posted Mon April 24, 2023 10:58 AM

    Hi. I forwarded this to one of the statisticians.



    ------------------------------
    Rick Marcantonio
    Quality Assurance
    IBM
    ------------------------------



  • 3.  RE: compare regression models in meta analyses

    Posted Mon April 24, 2023 11:39 AM

    Thanks, I appreciate it.

     

    Gert Rijlaarsdam

     

     

     






  • 4.  RE: compare regression models in meta analyses

    Posted Mon April 24, 2023 11:22 AM

    The statistician replies:

    "The goal of meta-regression is not to compare different models but to see how much variation of effect sizes could be explained by a certain set of predictors. That's the reason why we did not add those goodness-of-fit statistics.

    "If the customer is really interested in comparing models, I believe he or she may resort to the other procedures like REGRESSION or GLM by specifying the effect size estimates as a target or dependent variable."



    ------------------------------
    Rick Marcantonio
    Quality Assurance
    IBM
    ------------------------------



  • 5.  RE: compare regression models in meta analyses

    Posted Mon April 24, 2023 01:22 PM

    What you want todo is to see whether the addition of components improve the explanation of the variance in the effect sizes. it is not standard procedure, yet, but is an elegant way to create the best explanatory model, and to report the estimates based on that best model, I think?



    ------------------------------
    Gert Rijlaarsdam
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  • 6.  RE: compare regression models in meta analyses

    Posted Mon April 24, 2023 03:34 PM

    The statistician's response:

    "I agree that the model selection feature could be a future direction to enhance the Meta-regression procedure. But for now, we do not support in META REGRESSION."



    ------------------------------
    Rick Marcantonio
    Quality Assurance
    IBM
    ------------------------------



  • 7.  RE: compare regression models in meta analyses

    Posted Mon April 24, 2023 04:49 PM

    OK, would be a relevant action for the future while in other stat. programs support such models

     

    Kind regards,

     

    Gert

     

     

    Gert Rijlaarsdam