Clinical Test Performance
by Giuseppe Cardillo
19 Oct 2006
(Updated 18 Nov 2010)
The test calculate the performance of a clinical test based on the Bayes theorem
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| File Information |
| Description |
This function calculate the performance, based on Bayes theorem, of a clinical test. The input is based on a 2x2 matrix (true positive, false positives; false negative, true negatives).
The Outputs are:
- Prevalence of disease
- Test Sensibility with 95% confidence interval
- Test Specificity with 95% confidence interval
- False positive and negative proportions
- Youden's Index
- Precision or Positive predictivity with 95% confidence interval
- Negative predictivity with 95% confidence interval
- Positive and Negative Likelihood Ratio
- F-Measure
- Test Accuracy or Potency
- Mis-classification Rate
- Error odds ratio
- Diagnostic odds ratio
- Discriminant Power
- Test bias
- Number needed to Diagnose (NDD)
Moreover, the function draws two plots (as you can see in the screenshot)
You can visit my homepage http://home.teletu.it/cardillo
My profile on XING http://www.xing.com/go/invita/13675097
My profile on LinkedIN http://it.linkedin.com/in/giuseppecardillo |
| MATLAB release |
MATLAB 7.6 (R2008a)
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| Updates |
| 23 Oct 2006 |
Improvement in the first line |
| 23 Oct 2006 |
fix in errors messages |
| 23 Oct 2006 |
Fix bug in the first line |
| 30 Oct 2006 |
Error handling improvements |
| 05 Jul 2007 |
Youden's index and Discriminant Power added |
| 18 Aug 2007 |
Added new outputs |
| 30 Apr 2008 |
minor bugs correction |
| 20 May 2008 |
Matthews Correlation Coefficient added |
| 12 Nov 2008 |
Changes in help section |
| 15 Dec 2008 |
Added a plot of the main results |
| 09 Feb 2009 |
Mistake correction in discrimination power formula (Thank you Prof. Hans Winkler!) |
| 27 Jul 2009 |
confidence interval for sensibility and specificity added |
| 29 Jul 2009 |
Added new 95% confidence intervals for positive and negative predictive values |
| 07 Oct 2009 |
Help section was updated; computations are more efficient and output is more rational. Statistics are fully detailed. |
| 23 Dec 2009 |
Changes in description |
| 24 Mar 2010 |
I added the F-measure and the roseplot |
| 26 Mar 2010 |
There was a problem with the previous upload: the m-file was missing |
| 15 Nov 2010 |
in plots and results false discovery rates were inverted. The bug is fixed |
| 18 Nov 2010 |
I synchronized both plots |
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