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Mixed (aka multilevel or hierarchical) models are linear models that include both fixed effects and random effects. They are used to model longitudinal or nested data.

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1 answer
222 views

Appropriate distribution for continuous, positive and bimodal response variable in glmm

I am seeking assistance on choosing appropriate distribution for glmms. My response variable is continuous, positive & bimodal with minimum value 0.35 and maximum value 100. Is Gamma (link = "log") ri …
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3 votes
1 answer
231 views

Should I transform my count response variable to continuous response variable for mixed mode...

I conducted an experiment where I counted the number of infected leaves per plant. There were four replicate plants per treatment (total two treatments). So my response variable is positive count data …
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0 votes
1 answer
228 views

Seeking feedback on the interpretation and reporting of a glmm output

This might be a very beginner level question. I have fitted a model with glmmTMB R package, considering the interactive effect of mean wind speed and average daily rain as well as an interactive effec …
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2 votes
2 answers
193 views

Is it possible to calculate x-intercept from a mixed model?

I understand that the x-intercept can be calculated using $y = mx + b$ for a linear model. I am unsure if this is statistically appropriate for a mixed model with count data, given that counts cannot …
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2 votes
1 answer
119 views

How to analyze a dataset with unequal treatment distribution?

I’m looking for the best way to analyze a data set. The experiment was conducted at two different locations, X and Y. The experiment at location X was conducted in one year (2014), whereas the one con …
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0 votes
1 answer
57 views

How to account for different trial durations in mixed models?

My experiment was conducted in multiple years. Each year, plants were sown in an infested field and then harvested after a certain time. There was a weather station to record weather data. I would lik …
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1 vote
0 answers
115 views

Appropriate family to use for continuous response variable (proportion data) with both negat...

I have a continuous response variable from proportion data with both negative and positive values. Values in response variable range from 0.92 to -0.92. I would like to use glmms but not sure what fam …
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0 votes
0 answers
46 views

Is it possible to add a regression/fitted line equation to a mixed-effect model plot?

I have been asked to add a regression/fitted line equation to a negative binomial mixed effect model plot. Example of a regression line equation is highlighted in yellow below for linear model. I sea …
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