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stjsmith
Fluorite | Level 6

Hello,

I am having trouble interpreting the estimates and slopes from proc mixed output with a three way interaction term. I have a treatment variable indicator (treatment = 1, comparison = 0), Time indicator variable (0,1,2). Respondents are categorized into one of four regions (North Central, Pacific, Southern, and Southwest)

Picture of output:

Proc mixed output.png

Output in table format:

Solution for Fixed Effects
EffectCampusTreatmentEstimateStandardDFt ValuePr > |t|
Error
Intercept  3.84950.1521112925.3<.0001
Treatment 00.1230.0358411293.430.0006
Treatment 10....
Time  0.044760.0246711291.810.0699
CampusNorth Central -0.036940.0511129-0.720.469
CampusPacific 0.013660.0509711290.270.7887
CampusSouthern -0.012490.050621129-0.250.8052
CampusSouthwest 0....
Time*Treatment*CampusNorth Central0-0.066490.034821129-1.910.0564
Time*Treatment*CampusPacific0-0.085150.034521129-2.470.0138
Time*Treatment*CampusSouthern0-0.057360.034521129-1.660.0969
Time*Treatment*CampusSouthwest0-0.049470.0371129-1.340.1814
Time*Treatment*CampusNorth Central1-0.069780.033451129-2.090.0372
Time*Treatment*CampusPacific1-0.017680.033921129-0.520.6023
Time*Treatment*CampusSouthern1-0.016830.032861129-0.510.6086
Time*Treatment*CampusSouthwest10....

 

This is my interpretation, is this correct:

The estimate for the NORTH CENTRAL treatment group's intercept is 3.813 (3.8495 + (-0.03694))

The estimate for the PACIFIC treatment group's intercept is 3.863 (3.8495 + 0.01366)

The estimate for the SOUTHERN treatment group's intercept is 3.837 (3.8495 + (-0.01249))

The estimate for the SOUTHWEST treatment group's intercept is 3.850 (simply the intercept)

 

The estimate for the NORTH CENTRAL comparison group's intercept is 3.936 (3.8495 + (-0.03694) +0.123)

The estimate for the PACIFIC comparison group's intercept is 3.986 (3.8495 + 0.01366 + 0.123)

The estimate for the SOUTHERN comparison group's intercept is 3.960 (3.8495 + (-0.01249) + 0.123)

The estimate for the SOUTHWEST comparison group's intercept is 3.973 (3.8495 + 0.123)

 

The estimate for the NORTH CENTRAL treatment group's slope is -0.02502 (0.04476 + (-0.06978))

The estimate for the PACIFIC treatment group's slope is 0.02708 (0.04476 + (-0.01768))

The estimate for the SOUTHERN treatment group's slope is 0.02793 (0.04476 + (-0.01683))

The estimate for the SOUTHWEST treatment group's slope is 0.04476 (simply the time variable)

 

The estimate for the NORTH CENTRAL comparison group's slope is -0.02173 (0.04476 + (-0.06649))

The estimate for the PACIFIC comparison group's slope is -0.04039 (0.04476 + (-0.08515))

The estimate for the SOUTHERN comparison group's slope is -0.0126 (0.04476 + (-0.05736))

The estimate for the SOUTHWEST comparison group's slope is -0.00471 (0.04476 +-0.04947)

 

My interpretation was based of this SAS resource:

https://support.sas.com/documentation/cdl/en/statug/66103/HTML/default/viewer.htm#statug_mixed_examp...

 

Thank you!

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