IDEAS home Printed from https://ideas.repec.org/a/tsj/stataj/v9y2009i2p211-229.html
   My bibliography  Save this article

metandi: Meta-analysis of diagnostic accuracy using hierarchical logistic regression

Author

Listed:
  • Roger M. Harbord

    (University of Bristol)

  • Penny Whiting

    (University of Bristol)

Abstract

Meta-analysis of diagnostic test accuracy presents many challenges. Even in the simplest case, when the data are summarized by a 2 × 2 table from each study, a statistically rigorous analysis requires hierarchical (multilevel) models that respect the binomial data structure, such as hierarchical logistic regression. We present a Stata package, metandi, to facilitate the fitting of such models in Stata. The commands display the results in two alternative parameterizations and produce a customizable plot. metandi requires either Stata 10 or above (which has the new command xtmelogit), or Stata 8.2 or above with gllamm installed. Copyright 2009 by StataCorp LP.

Suggested Citation

  • Roger M. Harbord & Penny Whiting, 2009. "metandi: Meta-analysis of diagnostic accuracy using hierarchical logistic regression," Stata Journal, StataCorp LP, vol. 9(2), pages 211-229, June.
  • Handle: RePEc:tsj:stataj:v:9:y:2009:i:2:p:211-229
    as

    Download full text from publisher

    File URL: http://www.stata-journal.com/article.html?article=st0163
    File Function: link to article download
    Download Restriction: no

    File URL: http://www.stata-journal.com/software/sj9-2/st0163/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Sophia Rabe-Hesketh & Anders Skrondal & Andrew Pickles, 2004. "GLLAMM Manual," U.C. Berkeley Division of Biostatistics Working Paper Series 1160, Berkeley Electronic Press.
    2. Anders Alexandersson, 2004. "Graphing confidence ellipses: An update of ellip for Stata 8," Stata Journal, StataCorp LP, vol. 4(3), pages 242-256, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ian R. White, 2011. "Multivariate random-effects meta-regression: Updates to mvmeta," Stata Journal, StataCorp LP, vol. 11(2), pages 255-270, June.
    2. Lisa A Waddell & Judy Greig & Mariola Mascarenhas & Shannon Harding & Robbin Lindsay & Nicholas Ogden, 2016. "The Accuracy of Diagnostic Tests for Lyme Disease in Humans, A Systematic Review and Meta-Analysis of North American Research," PLOS ONE, Public Library of Science, vol. 11(12), pages 1-23, December.
    3. Garifallia Sakellariou & Carlo Alberto Scirè & Antonella Zambon & Roberto Caporali & Carlomaurizio Montecucco, 2013. "Performance of the 2010 Classification Criteria for Rheumatoid Arthritis: A Systematic Literature Review and a Meta-Analysis," PLOS ONE, Public Library of Science, vol. 8(2), pages 1-10, February.
    4. Bruno Roza da Costa & Anne Wilhelmina Saskia Rutjes & Angelico Mendy & Rosalie Freund-Heritage & Edgar Ramos Vieira, 2012. "Can Falls Risk Prediction Tools Correctly Identify Fall-Prone Elderly Rehabilitation Inpatients? A Systematic Review and Meta-Analysis," PLOS ONE, Public Library of Science, vol. 7(7), pages 1-8, July.
    5. Lütjens, Henk & Eisenbeiss, Maik & Fiedler, Maximilian & Bijmolt, Tammo, 2022. "Determinants of consumers’ attitudes towards digital advertising – A meta-analytic comparison across time and touchpoints," Journal of Business Research, Elsevier, vol. 153(C), pages 445-466.
    6. Samuel N. Frempong & Andrew J. Sutton & Clare Davenport & Pelham Barton, 2020. "Early Economic Evaluation to Identify the Necessary Test Characteristics of a New Typhoid Test to be Cost Effective in Ghana," PharmacoEconomics - Open, Springer, vol. 4(1), pages 143-157, March.
    7. Emily H Stewart & Brian Davis & B Lee Clemans-Taylor & Benjamin Littenberg & Carlos A Estrada & Robert M Centor, 2014. "Rapid Antigen Group A Streptococcus Test to Diagnose Pharyngitis: A Systematic Review and Meta-Analysis," PLOS ONE, Public Library of Science, vol. 9(11), pages 1-1, November.
    8. Amin Jan & Maran Marimuthu & Muhammad Kashif Shad & Haseeb ur-Rehman & Muhammad Zahid & Ahmad Ali Jan, 2019. "Bankruptcy profile of the Islamic and conventional banks in Malaysia: a post-crisis period analysis," Economic Change and Restructuring, Springer, vol. 52(1), pages 67-87, February.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Hanel, Barbara & Riphahn, Regina T., 2012. "The timing of retirement — New evidence from Swiss female workers," Labour Economics, Elsevier, vol. 19(5), pages 718-728.
    2. Li Yu & Peter F. Orazem, 2014. "O-Ring production on U.S. hog farms: joint choices of farm size, technology, and compensation," Agricultural Economics, International Association of Agricultural Economists, vol. 45(4), pages 431-442, July.
    3. Hirschberg, J.G. & Lye, J.N., 2010. "Two geometric representations of confidence intervals for ratios of linear combinations of regression parameters: An application to the NAIRU," Economics Letters, Elsevier, vol. 108(1), pages 73-76, July.
    4. Andrew K. Rose & Mark M. Spiegel, 2010. "Cross‐Country Causes And Consequences Of The 2008 Crisis: International Linkages And American Exposure," Pacific Economic Review, Wiley Blackwell, vol. 15(3), pages 340-363, August.
    5. Salvatori, Andrea, 2010. "Labour contract regulations and workers' wellbeing: International longitudinal evidence," Labour Economics, Elsevier, vol. 17(4), pages 667-678, August.
    6. Daniele Vignoli & Gustavo Santis, 2010. "Individual and Contextual Correlates of Economic Difficulties in Old Age in Europe," Population Research and Policy Review, Springer;Southern Demographic Association (SDA), vol. 29(4), pages 481-501, August.
    7. Sebastian Königs, 2013. "The Dynamics of Social Assistance Benefit Receipt in Germany: State Dependence Before and After the Hartz Reforms," OECD Social, Employment and Migration Working Papers 136, OECD Publishing.
    8. Margaret Levi & Audrey Sacks, 2009. "Legitimating beliefs: Sources and indicators," Regulation & Governance, John Wiley & Sons, vol. 3(4), pages 311-333, December.
    9. Barbara Hanel & Regina Riphahn, 2006. "Financial Incentives and the Timing of Retirement: Evidence from Switzerland," Working Papers 009, Bavarian Graduate Program in Economics (BGPE).
    10. Barbara Hanel, 2010. "Disability Pensions and Labor Supply," Working Papers 086, Bavarian Graduate Program in Economics (BGPE).
    11. Eva Poen, 2009. "The Tobit model with feedback and random effects: A Monte-Carlo study," Discussion Papers 2009-14, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.
    12. Bethany Cooper & Michael Burton & Lin Crase, 2019. "Willingness to Pay to Avoid Water Restrictions in Australia Under a Changing Climate," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 72(3), pages 823-847, March.
    13. Rose, Andrew K. & Spiegel, Mark M., 2011. "Cross-country causes and consequences of the crisis: An update," European Economic Review, Elsevier, vol. 55(3), pages 309-324, April.
    14. Jokela, Markus & Kivimäki, Mika & Elovainio, Marko & Viikari, Jorma & Raitakari, Olli T. & Keltikangas-Järvinen, Liisa, 2009. "Urban/rural differences in body weight: Evidence for social selection and causation hypotheses in Finland," Social Science & Medicine, Elsevier, vol. 68(5), pages 867-875, March.
    15. repec:jss:jstsof:39:i12 is not listed on IDEAS
    16. Lamiraud, Karine & Vranceanu , Radu, 2015. "Group Gender Composition and Economic Decision-Making," ESSEC Working Papers WP1515, ESSEC Research Center, ESSEC Business School.
    17. Mario Yapu, 2011. "Diversificación del campo de la Educación Superior y las Universidades," Development Research Working Paper Series 02/2011, Institute for Advanced Development Studies.
    18. Marshall, Jeffery H., 2011. "School quality signals and attendance in rural Guatemala," Economics of Education Review, Elsevier, vol. 30(6), pages 1445-1455.
    19. Kathryn M. Yount & AliceAnn Crandall & Yuk Fai Cheong & Theresa L. Osypuk & Lisa M. Bates & Ruchira T. Naved & Sidney Ruth Schuler, 2016. "Child Marriage and Intimate Partner Violence in Rural Bangladesh: A Longitudinal Multilevel Analysis," Demography, Springer;Population Association of America (PAA), vol. 53(6), pages 1821-1852, December.
    20. A. G. Menezes & D. Sciulli & J. C. Vieira, 2011. "Wage persistence and labour market institutions: an analysis of young European workers," Applied Economics Letters, Taylor & Francis Journals, vol. 18(9), pages 823-828.
    21. Eva Poen, 2009. "The Tobit model with feedback and random effects: A Monte-Carlo study," Discussion Papers 2009-14, The Centre for Decision Research and Experimental Economics, School of Economics, University of Nottingham.

    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:tsj:stataj:v:9:y:2009:i:2:p:211-229. 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.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with 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 or Lisa Gilmore (email available below). General contact details of provider: http://www.stata-journal.com/ .

    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.