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Spillover effects and other determinants of medical device uptake in the presence of a medical guideline: An analysis of drug‐eluting stents in Germany and Italy

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  • Meilin Möllenkamp
  • Benedetta Pongiglione
  • Stefan Rabbe
  • Aleksandra Torbica
  • Jonas Schreyögg

Abstract

We investigated the role of spillover effects among hospitals in the diffusion of drug‐eluting stents (DES) in Germany and Italy during a period in which the relevant medical guideline clearly recommended their use over bare‐metal stents. We used administrative data of hospitalized patients treated with ST‐elevation myocardial infarction from 2012 to 2016 to estimate spatial panel models allowing for global spillover effects. We used an inverse‐distance weights matrix to capture the geographical proximity between neighboring hospitals and assigned a lower weight to more distant neighbors. For both countries, we found significant positive spatial autocorrelation in most years based on the global Moran's I test, and a significant, positive spatial lag parameter across model specifications, indicating positive spillover effects among neighboring hospitals. We found that private for‐profit hospital ownership and hospital competition in Germany and the number of inpatient cases with circulatory system diseases in Italy were other significant determinants of DES adoption. Our results underline the importance of spillover effects among peers for the diffusion of medical devices even in the presence of a positive guideline recommendation. Policymakers might therefore consider promoting various forms of exchange and collaboration among medical staff and hospitals to ensure the appropriate use of medical technologies.

Suggested Citation

  • Meilin Möllenkamp & Benedetta Pongiglione & Stefan Rabbe & Aleksandra Torbica & Jonas Schreyögg, 2022. "Spillover effects and other determinants of medical device uptake in the presence of a medical guideline: An analysis of drug‐eluting stents in Germany and Italy," Health Economics, John Wiley & Sons, Ltd., vol. 31(S1), pages 157-178, September.
  • Handle: RePEc:wly:hlthec:v:31:y:2022:i:s1:p:157-178
    DOI: 10.1002/hec.4587
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    as
    1. Maurizio Pisati, 2012. "Exploratory spatial data analysis using Stata," German Stata Users' Group Meetings 2012 07, Stata Users Group.
    2. Nicholas Bloom & Carol Propper & Stephan Seiler & John Van Reenen, 2015. "The Impact of Competition on Management Quality: Evidence from Public Hospitals," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(2), pages 457-489.
    3. Cavalieri, Marina & Gitto, Lara & Guccio, Calogero, 2013. "Reimbursement systems and quality of hospital care: An empirical analysis for Italy," Health Policy, Elsevier, vol. 111(3), pages 273-289.
    4. David M. Drukker & Hua Peng & Ingmar Prucha & Rafal Raciborski, 2013. "Creating and managing spatial-weighting matrices with the spmat command," Stata Journal, StataCorp LP, vol. 13(2), pages 242-286, June.
    5. Barrenho, Eliana & Miraldo, Marisa & Propper, Carol & Walsh, Brendan, 2021. "The importance of surgeons and their peers in adoption and diffusion of innovation: An observational study of laparoscopic colectomy adoption and diffusion in England," Social Science & Medicine, Elsevier, vol. 272(C).
    6. Cappellaro, Giulia & Ghislandi, Simone & Anessi-Pessina, Eugenio, 2011. "Diffusion of medical technology: The role of financing," Health Policy, Elsevier, vol. 100(1), pages 51-59, April.
    7. Marrocu, Emanuela & Paci, Raffaele & Usai, Stefano, 2013. "Proximity, networking and knowledge production in Europe: What lessons for innovation policy?," Technological Forecasting and Social Change, Elsevier, vol. 80(8), pages 1484-1498.
    8. James P. LeSage, 2014. "What Regional Scientists Need to Know about Spatial Econometrics," The Review of Regional Studies, Southern Regional Science Association, vol. 44(1), pages 13-32, Spring.
    9. Paul Elhorst & Solmaria Halleck Vega, 2013. "On spatial econometric models, spillover effects, and W," ERSA conference papers ersa13p222, European Regional Science Association.
    10. Maximilian H. M. Hatz & Jonas Schreyögg & Aleksandra Torbica & Giuseppe Boriani & Carl R. B. Blankart, 2017. "Adoption Decisions for Medical Devices in the Field of Cardiology: Results from a European Survey," Health Economics, John Wiley & Sons, Ltd., vol. 26(S1), pages 124-144, February.
    11. repec:wly:hlthec:v:26:y:2017:i::p:38-62 is not listed on IDEAS
    12. J. Paul Elhorst, 2014. "Spatial Econometrics," SpringerBriefs in Regional Science, Springer, edition 127, number 978-3-642-40340-8, March.
    13. Maximilian H. M. Hatz & Jonas Schreyögg & Aleksandra Torbica & Giuseppe Boriani & Carl R. B. Blankart, 2017. "Adoption Decisions for Medical Devices in the Field of Cardiology: Results from a European Survey," Health Economics, John Wiley & Sons, Ltd., vol. 26, pages 124-144, February.
    14. Aleksandra Torbica & Helen Banks & Cinzia Valzania & Giuseppe Boriani & Giovanni Fattore, 2017. "Investigating Regional Variation of Cardiac Implantable Electrical Device Implant Rates in European Healthcare Systems: What Drives Differences?," Health Economics, John Wiley & Sons, Ltd., vol. 26, pages 30-45, February.
    15. Frankovic, Ivan & Kuhn, Michael & Wrzaczek, Stefan, 2020. "Medical innovation and its diffusion: Implications for economic performance and welfare," Journal of Macroeconomics, Elsevier, vol. 66(C).
    16. David Cutler & Jonathan S. Skinner & Ariel Dora Stern & David Wennberg, 2019. "Physician Beliefs and Patient Preferences: A New Look at Regional Variation in Health Care Spending," American Economic Journal: Economic Policy, American Economic Association, vol. 11(1), pages 192-221, February.
    17. Jonathan Skinner & Douglas Staiger, 2015. "Technology Diffusion and Productivity Growth in Health Care," The Review of Economics and Statistics, MIT Press, vol. 97(5), pages 951-964, December.
    18. Patricia Ex & Cornelia Henschke, 2019. "Changing payment instruments and the utilisation of new medical technologies," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 20(7), pages 1029-1039, September.
    19. Keele, Luke & Stevenson, Randolph T. & Elwert, Felix, 2020. "The causal interpretation of estimated associations in regression models," Political Science Research and Methods, Cambridge University Press, vol. 8(1), pages 1-13, January.
    20. Francesco Longo & Luigi Siciliani & Hugh Gravelle & Rita Santos, 2017. "Do hospitals respond to rivals' quality and efficiency? A spatial panel econometric analysis," Health Economics, John Wiley & Sons, Ltd., vol. 26(S2), pages 38-62, September.
    21. Sorenson, Corinna & Kanavos, Panos, 2011. "Medical technology procurement in Europe: A cross-country comparison of current practice and policy," Health Policy, Elsevier, vol. 100(1), pages 43-50, April.
    22. Vogt, Verena & Siegel, Martin & Sundmacher, Leonie, 2014. "Examining regional variation in the use of cancer screening in Germany," Social Science & Medicine, Elsevier, vol. 110(C), pages 74-80.
    23. Eliana Barrenho & Eric Gautier & Marisa Miraldo & Carol Propper & Christiern Rose, 2020. "Innovation Diffusion and Physician Networks: Keyhole Surgery for Cancer in the English NHS," Discussion Papers Series 638, School of Economics, University of Queensland, Australia.
    24. Baltagi, Badi H. & Yen, Yin-Fang, 2014. "Hospital treatment rates and spillover effects: Does ownership matter?," Regional Science and Urban Economics, Elsevier, vol. 49(C), pages 193-202.
    25. J. Elhorst, 2010. "Applied Spatial Econometrics: Raising the Bar," Spatial Economic Analysis, Taylor & Francis Journals, vol. 5(1), pages 9-28.
    26. Francesco Longo & Luigi Siciliani & Hugh Gravelle & Rita Santos, 2017. "Do hospitals respond to rivals’ quality and efficiency? a spatial econometrics approach," Working Papers 144cherp, Centre for Health Economics, University of York.
    27. Joseph L Dieleman & Tara Templin, 2014. "Random-Effects, Fixed-Effects and the within-between Specification for Clustered Data in Observational Health Studies: A Simulation Study," PLOS ONE, Public Library of Science, vol. 9(10), pages 1-17, October.
    28. Aleksandra Torbica & Helen Banks & Cinzia Valzania & Giuseppe Boriani & Giovanni Fattore, 2017. "Investigating Regional Variation of Cardiac Implantable Electrical Device Implant Rates in European Healthcare Systems: What Drives Differences?," Health Economics, John Wiley & Sons, Ltd., vol. 26(S1), pages 30-45, February.
    29. Huesch, Marco D., 2011. "Is blood thicker than water? Peer effects in stent utilization among Floridian cardiologists," Social Science & Medicine, Elsevier, vol. 73(12), pages 1756-1765.
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