IDEAS home Printed from https://ideas.repec.org/c/boc/bocode/s458486.html
 

PMCALPLOT: Stata module to produce calibration plot of prediction model performance

Author

Listed:
  • Joie Ensor

    (Institute of Applied Health Research, University of Birmingham)

  • Kym IE. Snell

    (Keele University)

  • Emma C. Martin

    (University of Leicester)

Programming Language

Stata

Abstract

pmcalplot produces a calibration plot of observed against expected probabilities for assessment of prediction model performance. pmcalplot can now handle prediction models with binary, survival or continuous outcome types. Calibration is plotted in groups across the risk spectrum as recommended in the TRIPOD guidelines, and confidence intervals for the groupings can also be displayed (NB: not for continuous outcomes). Further, a spike plot of the distribution of events and non-events can be displayed on the plot, as well as a lowess smoother allowing assessment of the calibration at the individual patient level [NB: Spike plot and lowess smoother for survival outcomes is work in progress]. For continuous outcomes a histogram of observed and expected values can be displayed on the corresponding axes. Additionally, common prediction model performance statistics can also be displayed on the plot, quantifying the models performance. pmcalplot is primarily useful for assessment of model performance in an external validation of an existing model. However it can also be used during model development to check the apparent performance of the model (which should show perfect calibration).

Suggested Citation

  • Joie Ensor & Kym IE. Snell & Emma C. Martin, 2018. "PMCALPLOT: Stata module to produce calibration plot of prediction model performance," Statistical Software Components S458486, Boston College Department of Economics, revised 08 Mar 2024.
  • Handle: RePEc:boc:bocode:s458486
    Note: This module should be installed from within Stata by typing "ssc install pmcalplot". The module is made available under terms of the GPL v3 (https://www.gnu.org/licenses/gpl-3.0.txt). Windows users should not attempt to download these files with a web browser.
    as

    Download full text from publisher

    File URL: http://fmwww.bc.edu/repec/bocode/p/pmcalplot.ado
    File Function: program code
    Download Restriction: no

    File URL: http://fmwww.bc.edu/repec/bocode/p/pmcalplot.sthlp
    File Function: help file
    Download Restriction: no
    ---><---

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:boc:bocode:s458486. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    We have no bibliographic references for this item. You can help adding them by using this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Christopher F Baum (email available below). General contact details of provider: https://edirc.repec.org/data/debocus.html .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.