Multivariate comparison of groups on the temporal aspects of a dichotomous categorical outcome
The steps for conducting a Cox regression in SPSS
2. Click Analyze.
3. Drag the cursor over the Survival drop-down menu.
4. Click on Cox Regression.
5. Click on the "time" variable to highlight it.
6. Click on the arrow to move the variable into the Time: box.
7. Click on the dichotomous categorical outcome variable to highlight it.
8. Click on the arrow to move the variable into the Status: box.
9. Click on the Define Event button.
10. In the Single value: box, enter the value or "level" of the dichotomous categorical outcome variable that denotes the event has occurred. Example: "1"
11. Click Continue.
12. Click on any demographic, predictor, or confounding variables that are to be included in the model to highlight them.
13. Click on the arrow to move them into the Covariates: box in the Block 1 of 1 table.
14. If researchers moved any categorical variables into the Covariates: box, click on the Categorical button.
15. Click on the categorical variable in the Covariates: box to highlight it.
16. Click on the arrow to move the variable into the Categorical Covariates: box.
17. Here is where researchers set the reference category for interpreting the statistical results. Most times it is just easier to set the reference category to the other level of the outcome that denotes the event has NOT occurred. So, when researchers do this, they can say that the predictor or exposure is so many times more or less likely to cause the event versus not cause the event. Click on the First button. Then click on the Change button to use the lowest level of the categorical variable as the reference category. Always codify NOT having a characteristic or outcome or reference category as "0."
18. Click Continue.
19. Click on the Options button.
20. In the Model Statistics table, click on the CI for exp(B) box to select it.
21. Click Continue.
22. Click on the Plots button.
23. Click on the Survival box to select it.
24. Click on a categorical variable in the Covariate Values Plotted at: box to highlight it.
25. Click on the arrow to move the variable into the Separate Lines for: box.
26. Click Continue.
27. Click OK.
The steps for interpreting the SPSS output for a Cox regression
2. The Sig. column shows the p-value associated with that variable in the model.
3. The Exp(B) column shows the hazard ratio associated with that variable in the model.
4. The values under the 95.0% CI for Exp(B) are the lower and upper limits of the confidence interval for the hazard ratio.
5. Researchers will interpret the hazard ratio in the Exp(B) column and the confidence interval.
If the confidence interval associated with the hazard ratio crosses over 1.0, then there is a non-significant association. The p-value associated with these variables will also be HIGHER than .05.
If the hazard ratio is ABOVE 1.0 and the confidence interval is entirely above 1.0, then exposure to the predictor increases the risk of the outcome.
If the hazard ratio if BELOW 1.0 and the confidence interval is entirely below 1.0, then exposure to the predictor decreases the risk of the outcome.
If the variable is measured at the ordinal or continuous level, then the hazard ratio is interpreted as meaning for every one unit increase in the ordinal or continuous variable, the risk of the outcome increases at the rate specified in the hazard ratio.
Statistician Services for Students
Eric Heidel, Ph.D. will provide the following services for undergraduate and graduate students at $50/hour. Secure checkout is available with Stripe or PayPal.
- Statistical Analysis
- Research Design
- Sample Size Calculations
- Diagnostic Testing and Epidemiological Calculations
- Survey Design and Psychometrics
AppNotch: Convert this website into an Android and iOS app.
AppNotch team will notify you when your app gets approved in Google Play and Apple iTunes App Stores. Once your app goes live, enter your App Store URLs in this property window, publish your Weebly site and your app store icons will be visible in this page.
Please visit AppNotch.com FAQ to learn more about how to add App Store icons to your website, update your app, send Push notifications and more.
Professional Statistician For Hire!
Copyright © 2017 Scalë. All Rights Reserved. Patent Pending.