Original article
Vol. 155 No. 10 (2025)
Hospital resource use and in-hospital mortality before and during the COVID-19 pandemic: a nationwide cohort study
-
Cite this as:
-
Swiss Med Wkly. 2025;155:4109
-
Published
-
16.10.2025
Summary
INTRODUCTION: The COVID-19 pandemic has placed an enormous strain on the Swiss healthcare system. This study aims to assess the associations of the pandemic on Switzerland’s hospital resource use and in-hospital mortality among both COVID-19 and non-COVID-19 patients.
METHODS: In this national cohort study, we analysed administrative claims data for medical inpatients from 1 January 2018 to 31 December 2021, using mixed-effects segmented regression models. Hospitalisations were divided into a control and an exposure group before (January 2018 to December 2019) and during (January 2020 to December 2021) the pandemic. Before the pandemic, the division into the groups was performed by random split. We investigated trends in in-hospital mortality, hospital length of stay, 30-day hospital readmission and facility discharge rates before and during the COVID-19 pandemic, to assess the pandemic’s association with both COVID-19 (exposure) and non-COVID-19 (control) patients.
RESULTS: Among 1,510,836 included cases, 763,533 were hospitalised before and 747,303 during the COVID-19 pandemic including 61,151 with a diagnosis of COVID-19. Before the pandemic, there were no relevant changes in population-averaged in-hospital mortality in the control group and the randomly defined exposure group (−0.0263% and 0.0201% per month, respectively). During the pandemic, however, mortality showed an increase among COVID-19 patients by 0.3553% per month (95% confidence interval [CI]: 0.3546–0.3560; change in slope p <0.001; difference in slopes p <0.001), while there was no relevant change in the pandemic control group (slope: −0.0277% per month). Similarly, COVID-19 patients showed an increase in hospital length of stay and discharge to a post-acute care facility, while the trend for 30-day hospital readmission was decreased.
CONCLUSION: In this study, we observed an association between the COVID-19 pandemic and hospital resource use in COVID-19 patients only, resulting in higher in-hospital mortality, longer lengths of hospital stay and more frequent facility discharges. No relevant differences were seen in the control group during both time periods.
References
- 1. Schweizerischer Bundesrat. Coronavirus: Bundesrat erklärt die «ausserordentliche Lage» und verschärft die Massnahmen. Der Bundesrat, Kommunikation Bundesamt für Gesundheit (BAG). Bern: 2020. Available from: https://www.news.admin.ch/en/nsb?id=78454
- 2. Fournier JP, Amélineau JB, Hild S, Nguyen-Soenen J, Daviot A, Simonneau B, et al. Patient-safety incidents during COVID-19 health crisis in France: an exploratory sequential multi-method study in primary care. Eur J Gen Pract. 2021 Dec;27(1):142–51. doi: https://doi.org/10.1080/13814788.2021.1945029
- 3. Rachamin Y, Meyer MR, Rosemann T, Grischott T. Impact of the COVID-19 Pandemic on Elective and Emergency Inpatient Procedure Volumes in Switzerland - A Retrospective Study Based on Insurance Claims Data. Int J Health Policy Manag. 2023;12:6932.
- 4. Webb E, Hernández-Quevedo C, Williams G, Scarpetti G, Reed S, Panteli D. Providing health services effectively during the first wave of COVID-19: A cross-country comparison on planning services, managing cases, and maintaining essential services. Health Policy. 2022 May;126(5):382–90. doi: https://doi.org/10.1016/j.healthpol.2021.04.016
- 5. Winkelmann J, Webb E, Williams GA, Hernández-Quevedo C, Maier CB, Panteli D. European countries’ responses in ensuring sufficient physical infrastructure and workforce capacity during the first COVID-19 wave. Health Policy. 2022 May;126(5):362–72. doi: https://doi.org/10.1016/j.healthpol.2021.06.015
- 6. Wirth B, Stucki M, Joerg R, Thommen C, Höglinger M. Impact of the Covid-19 pandemic on inpatient health care in Switzerland 2020-2021-A descriptive retrospective study using admission data of all Swiss hospitals. PLoS One. 2024 Jul;19(7):e0306791. doi: https://doi.org/10.1371/journal.pone.0306791
- 7. Wu AW, Sax H, Letaief M, Bellandi T, Newman-Toker D, Paine LA, et al. COVID-19: the dark side and the sunny side for patient safety. J Patient Saf Risk Manag. 2020;25(4):137–41. 10.1177/2516043520957116
- 8. Ferrara G, De Vincentiis L, Ambrosini-Spaltro A, Barbareschi M, Bertolini V, Contato E, et al. Cancer diagnostic delay in northern and central Italy during the 2020 lockdown due to the coronavirus disease 2019 pandemic: assessment of the magnitude of the problem and proposals for corrective actions. Am J Clin Pathol. 2021 Jan;155(1):64–8. doi: https://doi.org/10.1093/ajcp/aqaa177
- 9. Jazieh AR, Akbulut H, Curigliano G, Rogado A, Alsharm AA, Razis ED, et al.; International Research Network on COVID-19 Impact on Cancer Care. Impact of the COVID-19 pandemic on cancer care: a global collaborative study. JCO Glob Oncol. 2020 Sep;6(6):1428–38. doi: https://doi.org/10.1200/GO.20.00351
- 10. Wong LE, et al. Where are all the patients? Addressing Covid-19 fear to encourage sick patients to seek emergency care. NEJM Catal. 2020;1(3):1–12.
- 11. Gasch-Illescas A, Calle-Serrano M, Vallejo-Vaz AJ, Praena-Fernández JM, Guerrero JA, Calderón EJ, et al. Impact of the first wave of the COVID-19 pandemic on non-COVID inpatient care in southern Spain. Sci Rep. 2023 Jan;13(1):1634. doi: https://doi.org/10.1038/s41598-023-28831-6
- 12. Kadri SS, Sun J, Lawandi A, Strich JR, Busch LM, Keller M, et al. Association between caseload surge and COVID-19 survival in 558 US hospitals, March to August 2020. Ann Intern Med. 2021 Sep;174(9):1240–51. doi: https://doi.org/10.7326/M21-1213
- 13. Gibbons PW, Kim J, Cash RE, He S, Lai D, Christian Renne B, et al. Influence of ICU Surge and Capacity on COVID Mortality Across U.S. States and Regions During the COVID-19 Pandemic. J Intensive Care Med. 2023 Jun;38(6):562–5. doi: https://doi.org/10.1177/08850666231157338
- 14. Bravata DM, Perkins AJ, Myers LJ, Arling G, Zhang Y, Zillich AJ, et al. Association of intensive care unit patient load and demand with mortality rates in US Department of Veterans Affairs hospitals during the COVID-19 pandemic. JAMA Netw Open. 2021 Jan;4(1):e2034266. doi: https://doi.org/10.1001/jamanetworkopen.2020.34266
- 15. McAlister FA, Chu A, Qiu F, Dong Y, van Diepen S, Youngson E, et al.; CORONA Collaboration. Outcomes Among Patients Hospitalized With Non-COVID-19 Conditions Before and During the COVID-19 Pandemic in Alberta and Ontario, Canada. JAMA Netw Open. 2023 Jul;6(7):e2323035. doi: https://doi.org/10.1001/jamanetworkopen.2023.23035
- 16. Lopez-Picazo JJ, Vidal-Abarca I, Beteta D, López-Ibáñez M, García-Vázquez E. Impact of the COVID-19 pandemic on the hospital: inpatient’s perceived quality in Spain. J Patient Exp. 2021 Mar;8:2374373521998625. doi: https://doi.org/10.1177/2374373521998625
- 17. LeRose J, Sandhu A, Polistico J, Ellsworth J, Cranis M, Jabbo L, et al. The impact of coronavirus disease 2019 (COVID-19) response on central-line-associated bloodstream infections and blood culture contamination rates at a tertiary-care center in the Greater Detroit area. Infect Control Hosp Epidemiol. 2021 Aug;42(8):997–1000. doi: https://doi.org/10.1017/ice.2020.1335
- 18. Eriksson CO, Stoner RC, Eden KB, Newgard CD, Guise JM. The association between hospital capacity strain and inpatient outcomes in highly developed countries: a systematic review. J Gen Intern Med. 2017 Jun;32(6):686–96. doi: https://doi.org/10.1007/s11606-016-3936-3
- 19. Bernstein SL, Aronsky D, Duseja R, Epstein S, Handel D, Hwang U, et al.; Society for Academic Emergency Medicine, Emergency Department Crowding Task Force. The effect of emergency department crowding on clinically oriented outcomes. Acad Emerg Med. 2009 Jan;16(1):1–10. doi: https://doi.org/10.1111/j.1553-2712.2008.00295.x
- 20. Carter EJ, Pouch SM, Larson EL. The relationship between emergency department crowding and patient outcomes: a systematic review. J Nurs Scholarsh. 2014 Mar;46(2):106–15. doi: https://doi.org/10.1111/jnu.12055
- 21. Kane RL, Shamliyan TA, Mueller C, Duval S, Wilt TJ. The association of registered nurse staffing levels and patient outcomes: systematic review and meta-analysis. Med Care. 2007 Dec;45(12):1195–204. doi: https://doi.org/10.1097/MLR.0b013e3181468ca3
- 22. Needleman J, Buerhaus P, Pankratz VS, Leibson CL, Stevens SR, Harris M. Nurse staffing and inpatient hospital mortality. N Engl J Med. 2011 Mar;364(11):1037–45. doi: https://doi.org/10.1056/NEJMsa1001025
- 23. Pronovost PJ, Angus DC, Dorman T, Robinson KA, Dremsizov TT, Young TL. Physician staffing patterns and clinical outcomes in critically ill patients: a systematic review. JAMA. 2002 Nov;288(17):2151–62. doi: https://doi.org/10.1001/jama.288.17.2151
- 24. Kluberg SA, Hou L, Dutcher SK, Billings M, Kit B, Toh S, et al. Validation of diagnosis codes to identify hospitalized COVID-19 patients in health care claims data. Pharmacoepidemiol Drug Saf. 2022 Apr;31(4):476–80. doi: https://doi.org/10.1002/pds.5401
- 25. Wu G, D’Souza AG, Quan H, Southern DA, Youngson E, Williamson T, et al. Validity of ICD-10 codes for COVID-19 patients with hospital admissions or ED visits in Canada: a retrospective cohort study. BMJ Open. 2022 Jan;12(1):e057838. doi: https://doi.org/10.1136/bmjopen-2021-057838
- 26. Elixhauser A, Steiner C, Harris DR, Coffey RM. Comorbidity measures for use with administrative data. Med Care. 1998 Jan;36(1):8–27. doi: https://doi.org/10.1097/00005650-199801000-00004
- 27. Gilbert T, Neuburger J, Kraindler J, Keeble E, Smith P, Ariti C, et al. Development and validation of a Hospital Frailty Risk Score focusing on older people in acute care settings using electronic hospital records: an observational study. Lancet. 2018 May;391(10132):1775–82. doi: https://doi.org/10.1016/S0140-6736(18)30668-8
- 28. von Elm E, Altman DG, Egger M, Pocock SJ, Gøtzsche PC, Vandenbroucke JP; STROBE Initiative. The Strengthening the Reporting of Observational Studies in Epidemiology (STROBE) statement: guidelines for reporting observational studies. Lancet. 2007 Oct;370(9596):1453–7. doi: https://doi.org/10.1016/S0140-6736(07)61602-X
- 29. Swiss DR. Regeln und Definitionen zur Fallabrechnung unter SwissDRG. 2016. Available from : https://www.swissdrg.org/application/files/4714/8111/3146/160620_SwissDRG_Falldefinitionen_v5.pdf
- 30. Volpato S, Landi F, Incalzi RA. A Frail Health Care System for an Old Population: lesson form the COVID-19 Outbreak in Italy. J Gerontol A Biol Sci Med Sci. 2020 Sep;75(9):e126–7. doi: https://doi.org/10.1093/gerona/glaa087
- 31. Diebold M, Martinez AE, Adam KM, Bassetti S, Osthoff M, Kassi E, et al. Temporal trends of COVID-19 related in-hospital mortality and demographics in Switzerland - a retrospective single centre cohort study. Swiss Med Wkly. 2021 Jul;151(2930):w20572. doi: https://doi.org/10.4414/smw.2021.20572
- 32. Leidi F, Boari GE, Scarano O, Mangili B, Gorla G, Corbani A, et al. Comparison of the characteristics, morbidity and mortality of COVID-19 between first and second/third wave in a hospital setting in Lombardy: a retrospective cohort study. Intern Emerg Med. 2022 Oct;17(7):1941–9. doi: https://doi.org/10.1007/s11739-022-03034-5
- 33. Gregoriano C, Koch D, Haubitz S, Conen A, Fux CA, Mueller B, et al. Characteristics, predictors and outcomes among 99 patients hospitalised with COVID-19 in a tertiary care centre in Switzerland: an observational analysis. Swiss Med Wkly. 2020 Jul;150(2930):w20316. doi: https://doi.org/10.4414/smw.2020.20316
- 34. Wolfisberg S, Gregoriano C, Struja T, Kutz A, Koch D, Bernasconi L, et al. Comparison of characteristics, predictors and outcomes between the first and second COVID-19 waves in a tertiary care centre in Switzerland: an observational analysis. Swiss Med Wkly. 2021 Aug;151(3132):w20569. doi: https://doi.org/10.4414/smw.2021.20569
- 35. Thiabaud A, Iten A, Balmelli C, Senn L, Troillet N, Widmer A, et al. Cohort profile: SARS-CoV-2/COVID-19 hospitalised patients in Switzerland. Swiss Med Wkly. 2021 Feb;151(708):w20475. doi: https://doi.org/10.4414/smw.2021.20475
- 36. Fröhlich GM, De Kraker ME, Abbas M, Keiser O, Thiabaud A, Roelens M, et al. Hospital outcomes of community-acquired COVID-19 versus influenza: insights from the Swiss hospital-based surveillance of influenza and COVID-19. Euro Surveill. 2022 Jan;27(1):2001848. doi: https://doi.org/10.2807/1560-7917.ES.2022.27.1.2001848
- 37. Hothorn T, Bopp M, Günthard H, Keiser O, Roelens M, Weibull CE, et al. Assessing relative COVID-19 mortality: a Swiss population-based study. BMJ Open. 2021 Mar;11(3):e042387. doi: https://doi.org/10.1136/bmjopen-2020-042387
- 38. Goel S, Jain T, Hooda A, Malhotra R, Johal G, Masoomi R, et al. Clinical characteristics and in-hospital mortality for COVID-19 across the globe. Cardiol Ther. 2020 Dec;9(2):553–9. doi: https://doi.org/10.1007/s40119-020-00189-0
- 39. Giacomelli A, Ridolfo AL, Pezzati L, Oreni L, Carrozzo G, Beltrami M, et al. Mortality rates among COVID-19 patients hospitalised during the first three waves of the epidemic in Milan, Italy: A prospective observational study. PLoS One. 2022 Apr;17(4):e0263548. doi: https://doi.org/10.1371/journal.pone.0263548
- 40. Karagiannidis C, Mostert C, Hentschker C, Voshaar T, Malzahn J, Schillinger G, et al. Case characteristics, resource use, and outcomes of 10 021 patients with COVID-19 admitted to 920 German hospitals: an observational study. Lancet Respir Med. 2020 Sep;8(9):853–62. doi: https://doi.org/10.1016/S2213-2600(20)30316-7
- 41. Richardson S, Hirsch JS, Narasimhan M, Crawford JM, McGinn T, Davidson KW, et al. Presenting Characteristics, Comorbidities, and Outcomes Among 5700 Patients Hospitalized With COVID-19 in the New York City Area. JAMA. 2020;323(20):2052–2059. doi: https://doi.org/10.1001/jama.2020.7681
- 42. Mallow PJ, Belk KW, Topmiller M, Hooker EA. Outcomes of hospitalized COVID-19 patients by risk factors: results from a United States hospital claims database. J Health Econ Outcomes Res. 2020 Sep;7(2):165–74. doi: https://doi.org/10.36469/jheor.2020.17331
- 43. Docherty AB, Mulholland RH, Lone NI, Cheyne CP, De Angelis D, Diaz-Ordaz K, et al.; ISARIC4C Investigators. Changes in in-hospital mortality in the first wave of COVID-19: a multicentre prospective observational cohort study using the WHO Clinical Characterisation Protocol UK. Lancet Respir Med. 2021 Jul;9(7):773–85. doi: https://doi.org/10.1016/S2213-2600(21)00175-2
- 44. Docherty AB, Harrison EM, Green CA, Hardwick HE, Pius R, Norman L, et al.; ISARIC4C investigators. Features of 20 133 UK patients in hospital with covid-19 using the ISARIC WHO Clinical Characterisation Protocol: prospective observational cohort study. BMJ. 2020 May;369:m1985. doi: https://doi.org/10.1136/bmj.m1985
- 45. Wu P, Hao X, Lau EH, Wong JY, Leung KS, Wu JT, et al. Real-time tentative assessment of the epidemiological characteristics of novel coronavirus infections in Wuhan, China, as at 22 January 2020. Euro Surveill. 2020 Jan;25(3):2000044. doi: https://doi.org/10.2807/1560-7917.ES.2020.25.3.2000044
- 46. Roso-Llorach A, Serra-Picamal X, Cos FX, Pallejà-Millán M, Mateu L, Rosell A, et al. Evolving mortality and clinical outcomes of hospitalized subjects during successive COVID-19 waves in Catalonia, Spain. Glob Epidemiol. 2022 Dec;4:100071. doi: https://doi.org/10.1016/j.gloepi.2022.100071
- 47. Zuil M, Benítez ID, Cabo-Gambín R, Manzano Senra C, Moncusí-Moix A, Gort-Paniello C, et al. Clinical management and outcome differences between first and second waves among COVID-19 hospitalized patients: A regional prospective observational cohort. PLoS One. 2021 Oct;16(10):e0258918. doi: https://doi.org/10.1371/journal.pone.0258918
- 48. Bechman K, Yates M, Mann K, Nagra D, Smith LJ, Rutherford AI, et al. Inpatient COVID-19 mortality has reduced over time: results from an observational cohort. PLoS One. 2022 Jan;17(1):e0261142. doi: https://doi.org/10.1371/journal.pone.0261142
- 49. Oladunjoye O, Gallagher M, Wasser T, Oladunjoye A, Paladugu S, Donato A. Mortality due to COVID-19 infection: A comparison of first and second waves. J Community Hosp Intern Med Perspect. 2021 Nov;11(6):747–52. doi: https://doi.org/10.1080/20009666.2021.1978154
- 50. James N, Menzies M, Radchenko P. COVID-19 second wave mortality in Europe and the United States. Chaos. 2021 Mar;31(3):031105. doi: https://doi.org/10.1063/5.0041569
- 51. Ludwig M, Jacob J, Basedow F, Andersohn F, Walker J. Clinical outcomes and characteristics of patients hospitalized for Influenza or COVID-19 in Germany. Int J Infect Dis. 2021 Feb;103:316–22. doi: https://doi.org/10.1016/j.ijid.2020.11.204
- 52. Rodriguez-Nunez N, Gude F, Lama A, Rábade C, Varela A, Abelleira R, et al. Health indicators in hospitalized patients with SARS-CoV-2 pneumonia: a comparison between the first and second wave. Arch Bronconeumol. 2021;57(11):717–719. doi: https://doi.org/10.1016/j.arbr.2021.03.019
- 53. Di Fusco M, Shea KM, Lin J, Nguyen JL, Angulo FJ, Benigno M, et al. Health outcomes and economic burden of hospitalized COVID-19 patients in the United States. J Med Econ. 2021;24(1):308–17. doi: https://doi.org/10.1080/13696998.2021.1886109
- 54. Zeleke AJ, Moscato S, Miglio R, Chiari L. Length of stay analysis of COVID-19 hospitalizations using a count regression model and Quantile regression: a study in Bologna, Italy. Int J Environ Res Public Health. 2022 Feb;19(4):2224. doi: https://doi.org/10.3390/ijerph19042224
- 55. Sabbatini AK, Robicsek A, Chiu ST, Gluckman TJ. Excess mortality among patients hospitalized during the COVID‐19 pandemic. J Hosp Med. 2021 Oct;16(10):596–602. doi: https://doi.org/10.12788/jhm.3633
- 56. Dang A, Thakker R, Li S, Hommel E, Mehta HB, Goodwin JS. Hospitalizations and mortality from non–SARS-CoV-2 causes among Medicare beneficiaries at US hospitals during the SARS-CoV-2 pandemic. JAMA Netw Open. 2022 Mar;5(3):e221754. doi: https://doi.org/10.1001/jamanetworkopen.2022.1754
- 57. Birkmeyer JD, Barnato A, Birkmeyer N, Bessler R, Skinner J. The impact of the COVID-19 pandemic on hospital admissions in the United States: study examines trends in US hospital admissions during the COVID-19 pandemic. Health Aff (Millwood). 2020 Nov;39(11):2010–7. doi: https://doi.org/10.1377/hlthaff.2020.00980
- 58. Bartolomeo N, Giotta M, Trerotoli P. In-hospital mortality in non-COVID-19-related diseases before and during the pandemic: A regional retrospective study. Int J Environ Res Public Health. 2021 Oct;18(20):10886. doi: https://doi.org/10.3390/ijerph182010886
- 59. Huggins A, Husaini M, Wang F, Waken RJ, Epstein AM, Orav EJ, et al. Care Disruption During COVID-19: a National Survey of Hospital Leaders. J Gen Intern Med. 2023 Apr;38(5):1232–8. doi: https://doi.org/10.1007/s11606-022-08002-5
- 60. Moon RC, Brown H, Rosenthal N. Healthcare resource utilization of patients with COVID-19 visiting US hospitals. Value Health. 2022 May;25(5):751–60. doi: https://doi.org/10.1016/j.jval.2021.12.005
- 61. Isath A, Malik AH, Goel A, Gupta R, Shrivastav R, Bandyopadhyay D. Nationwide analysis of the outcomes and mortality of hospitalized COVID-19 patients. Curr Probl Cardiol. 2023 Feb;48(2):101440. doi: https://doi.org/10.1016/j.cpcardiol.2022.101440
- 62. Li X, Guan B, Su T, Liu W, Chen M, Bin Waleed K, et al. Impact of cardiovascular disease and cardiac injury on in-hospital mortality in patients with COVID-19: a systematic review and meta-analysis. Heart. 2020 Aug;106(15):1142–7. doi: https://doi.org/10.1136/heartjnl-2020-317062
- 63. Mason KE, Maudsley G, McHale P, Pennington A, Day J, Barr B. Age-Adjusted Associations Between Comorbidity and Outcomes of COVID-19: A Review of the Evidence From the Early Stages of the Pandemic. Front Public Health. 2021 Aug;9:584182. doi: https://doi.org/10.3389/fpubh.2021.584182
- 64. Hodgson K, Morris J, Bridson T, Govan B, Rush C, Ketheesan N. Immunological mechanisms contributing to the double burden of diabetes and intracellular bacterial infections. Immunology. 2015 Feb;144(2):171–85. doi: https://doi.org/10.1111/imm.12394
- 65. Yang C, Jin Z. An acute respiratory infection runs into the most common noncommunicable epidemic—COVID-19 and cardiovascular diseases. JAMA Cardiol. 2020 Jul;5(7):743–4. doi: https://doi.org/10.1001/jamacardio.2020.0934
- 66. Luzi L, Radaelli MG. Influenza and obesity: its odd relationship and the lessons for COVID-19 pandemic. Acta Diabetol. 2020 Jun;57(6):759–64. doi: https://doi.org/10.1007/s00592-020-01522-8
- 67. Kwok S, Adam S, Ho JH, Iqbal Z, Turkington P, Razvi S, et al. Obesity: A critical risk factor in the COVID-19 pandemic. Clin Obes. 2020 Dec;10(6):e12403. doi: https://doi.org/10.1111/cob.12403
- 68. Nagy É, Cseh V, Barcs I, Ludwig E. The Impact of Comorbidities and Obesity on the Severity and Outcome of COVID-19 in Hospitalized Patients-A Retrospective Study in a Hungarian Hospital. Int J Environ Res Public Health. 2023 Jan;20(2):1372. doi: https://doi.org/10.3390/ijerph20021372
- 69. Sawadogo W, Tsegaye M, Gizaw A, Adera T. Overweight and obesity as risk factors for COVID-19-associated hospitalisations and death: systematic review and meta-analysis. BMJ Nutr Prev Health. 2022 Jan;5(1):10–8. doi: https://doi.org/10.1136/bmjnph-2021-000375
- 70. Lehmann M, Peeters S, Streuter M, Nawrocki M, Kösters K, Kröger K. COVID 19 – Hospitalisierung in der ersten und zweiten Welle [COVID 19 – Hospital Admission in the First and Second Wave in Germany]. Dtsch Med Wochenschr. 2023; 148(4):e14–e20. German. doi: https://doi.org/10.1055/a-1951-0629