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Mar 31, 2019 at 21:26 comment added James Phillips I suggest a test where you average the Y values for each X, and then fit those five data points. In effect, this is what the regression software is doing so you should see similarly shaped curves.
Mar 31, 2019 at 19:31 comment added MB93 Thank you very much for your response. The data represents measured biomass over different vol% concentrations of nutrients and should therefore be continuous. I've also tested simpler polynomials (degree 2 and 3) which I also compared via anova() to eachother. The differences between the models always came back significant.
Mar 31, 2019 at 19:12 history answered David CC BY-SA 4.0