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I am not a statistician. My answer would be to ask: what size of difference between treatments do you need to discriminate at say 90% confidence?
@ Machhindranath, normally RMSE value is acceptable between 0.2 and 0.5. Moreover, adjusted R-squared more than 0.75 is a very good value for showing the accuracy.
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Dear people,
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