Skip to main content
Top
Published in: BMC Public Health 1/2013

Open Access 01-12-2013 | Research article

Validity and timeliness of syndromic influenza surveillance during the autumn/winter wave of A (H1N1) influenza 2009: results of emergency medical dispatch, ambulance and emergency department data from three European regions

Authors: Nicole Rosenkötter, Alexandra Ziemann, Luis Garcia-Castrillo Riesgo, Jean Bernard Gillet, Gernot Vergeiner, Thomas Krafft, Helmut Brand

Published in: BMC Public Health | Issue 1/2013

Login to get access

Abstract

Background

Emergency medical service (EMS) data, particularly from the emergency department (ED), is a common source of information for syndromic surveillance. However, the entire EMS chain, consists of both out-of-hospital and in-hospital services. Differences in validity and timeliness across these data sources so far have not been studied. Neither have the differences in validity and timeliness of this data from different European countries. In this paper we examine the validity and timeliness of the entire chain of EMS data sources from three European regions for common syndromic influenza surveillance during the A(H1N1) influenza pandemic in 2009.

Methods

We gathered local, regional, or national information on influenza-like illness (ILI) or respiratory syndrome from an Austrian Emergency Medical Dispatch Service (EMD-AT), an Austrian and Belgian ambulance services (EP-AT, EP-BE) and from a Belgian and Spanish emergency department (ED-BE, ED-ES). We examined the timeliness of the EMS data in identifying the beginning of the autumn/winter wave of pandemic A(H1N1) influenza as compared to the reference data. Additionally, we determined the sensitivity and specificity of an aberration detection algorithm (Poisson CUSUM) in EMS data sources for detecting the autumn/winter wave of the A(H1N1) influenza pandemic.

Results

The ED-ES data demonstrated the most favourable validity, followed by the ED-BE data. The beginning of the autumn/winter wave of pandemic A(H1N1) influenza was identified eight days in advance in ED-BE data. The EP data performed stronger in data sets for large catchment areas (EP-BE) and identified the beginning of the autumn/winter wave almost at the same time as the reference data (time lag +2 days). EMD data exhibited timely identification of the autumn/winter wave of A(H1N1) but demonstrated weak validity measures.

Conclusions

In this study ED data exhibited the most favourable performance in terms of validity and timeliness for syndromic influenza surveillance, along with EP data for large catchment areas. For the other data sources performance assessment delivered no clear results. The study shows that routinely collected data from EMS providers can augment and enhance public health surveillance of influenza by providing information during health crises in which such information must be both timely and readily obtainable.
Appendix
Available only for authorised users
Literature
1.
go back to reference Fleming DM, van der Velden J, Paget WJ: The evolution of influenza surveillance in Europe and prospects for the next 10 years. Vaccine. 2003, 21 (16): 1749-1753. 10.1016/S0264-410X(03)00066-5.CrossRefPubMed Fleming DM, van der Velden J, Paget WJ: The evolution of influenza surveillance in Europe and prospects for the next 10 years. Vaccine. 2003, 21 (16): 1749-1753. 10.1016/S0264-410X(03)00066-5.CrossRefPubMed
2.
go back to reference Paget J, Marquet R, Meijer A, van der Velden K: Influenza activity in Europe during eight seasons (1999–2007): an evaluation of the indicators used to measure activity and an assessment of the timing, length and course of peak activity (spread) across Europe. BMC Infect Dis. 2007, 7: 141-10.1186/1471-2334-7-141.CrossRefPubMedPubMedCentral Paget J, Marquet R, Meijer A, van der Velden K: Influenza activity in Europe during eight seasons (1999–2007): an evaluation of the indicators used to measure activity and an assessment of the timing, length and course of peak activity (spread) across Europe. BMC Infect Dis. 2007, 7: 141-10.1186/1471-2334-7-141.CrossRefPubMedPubMedCentral
4.
go back to reference Paquet C, Coulombier D, Kaiser R, Ciotti M: Epidemic intelligence: a new framework for strengthening disease surveillance in Europe. Euro Surveill. 2006, 11 (12): 212-214.PubMed Paquet C, Coulombier D, Kaiser R, Ciotti M: Epidemic intelligence: a new framework for strengthening disease surveillance in Europe. Euro Surveill. 2006, 11 (12): 212-214.PubMed
5.
go back to reference Triple S: Assessment of syndromic surveillance in Europe. Lancet. 2011, 378 (9806): 1833-1834. 10.1016/S0140-6736(11)60834-9.CrossRef Triple S: Assessment of syndromic surveillance in Europe. Lancet. 2011, 378 (9806): 1833-1834. 10.1016/S0140-6736(11)60834-9.CrossRef
6.
go back to reference Griffin BA, Jain AK, Davies-Cole J, Glymph C, Lum G, Washington SC, Stoto MA: Early detection of influenza outbreaks using the DC Department of Health’s syndromic surveillance system. BMC Public Health. 2009, 9: 483-10.1186/1471-2458-9-483.CrossRefPubMedPubMedCentral Griffin BA, Jain AK, Davies-Cole J, Glymph C, Lum G, Washington SC, Stoto MA: Early detection of influenza outbreaks using the DC Department of Health’s syndromic surveillance system. BMC Public Health. 2009, 9: 483-10.1186/1471-2458-9-483.CrossRefPubMedPubMedCentral
7.
go back to reference Zheng W, Aitken R, Muscatello DJ, Churches T: Potential for early warning of viral influenza activity in the community by monitoring clinical diagnoses of influenza in hospital emergency departments. BMC Public Health. 2007, 7: 250-10.1186/1471-2458-7-250.CrossRefPubMedPubMedCentral Zheng W, Aitken R, Muscatello DJ, Churches T: Potential for early warning of viral influenza activity in the community by monitoring clinical diagnoses of influenza in hospital emergency departments. BMC Public Health. 2007, 7: 250-10.1186/1471-2458-7-250.CrossRefPubMedPubMedCentral
8.
go back to reference Mostashari F, Fine A, Das D, Adams J, Layton M: Use of ambulance dispatch data as an early warning system for communitywide influenzalike illness. New York City. J Urban Health. 2003, 80 (2 Suppl 1): i43-49.PubMedPubMedCentral Mostashari F, Fine A, Das D, Adams J, Layton M: Use of ambulance dispatch data as an early warning system for communitywide influenzalike illness. New York City. J Urban Health. 2003, 80 (2 Suppl 1): i43-49.PubMedPubMedCentral
9.
go back to reference Bork KH, Klein BM, Molbak K, Trautner S, Pedersen UB, Heegaard E: Surveillance of ambulance dispatch data as a tool for early warning. Euro Surveill. 2006, 11 (12): 229-233.PubMed Bork KH, Klein BM, Molbak K, Trautner S, Pedersen UB, Heegaard E: Surveillance of ambulance dispatch data as a tool for early warning. Euro Surveill. 2006, 11 (12): 229-233.PubMed
10.
go back to reference Smith S, Smith GE, Olowokure B, Ibbotson S, Foord D, Maguire H, Pebody R, Charlett A, Hippisley-Cox J, Elliot AJ: Early spread of the 2009 influenza A(H1N1) pandemic in the United Kingdom--use of local syndromic data, May-August 2009. Euro Surveill. 2011, 16 (3): pii: 19771- Smith S, Smith GE, Olowokure B, Ibbotson S, Foord D, Maguire H, Pebody R, Charlett A, Hippisley-Cox J, Elliot AJ: Early spread of the 2009 influenza A(H1N1) pandemic in the United Kingdom--use of local syndromic data, May-August 2009. Euro Surveill. 2011, 16 (3): pii: 19771-
11.
go back to reference Kavanagh K, Robertson C, Murdoch H, Crooks G, McMenamin J: Syndromic surveillance of influenza-like illness in Scotland during the influenza A H1N1v pandemic and beyond. Journal of the Royal Statistics Society: Series A (Statistics in Society). 2012, 175 (4): 939-958. 10.1111/j.1467-985X.2012.01025.x.CrossRef Kavanagh K, Robertson C, Murdoch H, Crooks G, McMenamin J: Syndromic surveillance of influenza-like illness in Scotland during the influenza A H1N1v pandemic and beyond. Journal of the Royal Statistics Society: Series A (Statistics in Society). 2012, 175 (4): 939-958. 10.1111/j.1467-985X.2012.01025.x.CrossRef
12.
go back to reference Kara EO, Elliot AJ, Bagnall H, Foord DG, Pnaiser R, Osman H, Smith GE, Olowokure B: Absenteeism in schools during the 2009 influenza A(H1N1) pandemic: a useful tool for early detection of influenza activity in the community?. Epidemiol Infect. 2011, 140 (7): 1328-1336.CrossRefPubMed Kara EO, Elliot AJ, Bagnall H, Foord DG, Pnaiser R, Osman H, Smith GE, Olowokure B: Absenteeism in schools during the 2009 influenza A(H1N1) pandemic: a useful tool for early detection of influenza activity in the community?. Epidemiol Infect. 2011, 140 (7): 1328-1336.CrossRefPubMed
13.
go back to reference Schmidt WP, Pebody R, Mangtani P: School absence data for influenza surveillance: a pilot study in the United Kingdom. Euro Surveill. 2010, 15 (3): pii: 19467- Schmidt WP, Pebody R, Mangtani P: School absence data for influenza surveillance: a pilot study in the United Kingdom. Euro Surveill. 2010, 15 (3): pii: 19467-
14.
go back to reference Das D, Metzger K, Heffernan R, Balter S, Weiss D, Mostashari F: Monitoring over-the-counter medication sales for early detection of disease outbreaks–New York City. MMWR Morb Mortal Wkly Rep. 2005, 54 (Suppl): 41-46. Das D, Metzger K, Heffernan R, Balter S, Weiss D, Mostashari F: Monitoring over-the-counter medication sales for early detection of disease outbreaks–New York City. MMWR Morb Mortal Wkly Rep. 2005, 54 (Suppl): 41-46.
15.
go back to reference Linge JP, Steinberger R, Weber TP, Yangarber R, van der Goot E, Al Khudhairy DH, Stilianakis NI: Internet surveillance systems for early alerting of health threats. Euro Surveill. 2009, 14 (13): pii: 19162- Linge JP, Steinberger R, Weber TP, Yangarber R, van der Goot E, Al Khudhairy DH, Stilianakis NI: Internet surveillance systems for early alerting of health threats. Euro Surveill. 2009, 14 (13): pii: 19162-
16.
go back to reference Valdivia A, Lopez-Alcalde J, Vicente M, Pichiule M, Ruiz M, Ordobas M: Monitoring influenza activity in Europe with Google Flu Trends: comparison with the findings of sentinel physician networks - results for 2009–10. Euro Surveill. 2010, 15 (29): pii: 19621- Valdivia A, Lopez-Alcalde J, Vicente M, Pichiule M, Ruiz M, Ordobas M: Monitoring influenza activity in Europe with Google Flu Trends: comparison with the findings of sentinel physician networks - results for 2009–10. Euro Surveill. 2010, 15 (29): pii: 19621-
18.
go back to reference Fouillet A, Sala-Soler M, Conti S, Kanieff M, Rago G, Perrin J, Dupuy C, Krafft T, Ziemann A, Viso AC: Inventory of syndromic surveillance systems in Europe by the triple-S project. Emerging Health Threats Journal. 2011, 4: 10946-CrossRef Fouillet A, Sala-Soler M, Conti S, Kanieff M, Rago G, Perrin J, Dupuy C, Krafft T, Ziemann A, Viso AC: Inventory of syndromic surveillance systems in Europe by the triple-S project. Emerging Health Threats Journal. 2011, 4: 10946-CrossRef
19.
go back to reference Ziemann A, Krafft T, Rosenkötter N, Garcia-Castrillo Riesgo L, Vergeiner G, Fischer M, Lippert F, Krämer A, Pinheiro P, Brand H, et al: Syndromic surveillance: enhancing public health responsiveness to global change - a european perspective. IHDP Update. 2011, 1: 12-18. Ziemann A, Krafft T, Rosenkötter N, Garcia-Castrillo Riesgo L, Vergeiner G, Fischer M, Lippert F, Krämer A, Pinheiro P, Brand H, et al: Syndromic surveillance: enhancing public health responsiveness to global change - a european perspective. IHDP Update. 2011, 1: 12-18.
20.
go back to reference Krafft T, Garcia Castrillo-Riesgo L, Edwards S, Fischer M, Overton J, Robertson-Steel I, Konig A: European Emergency Data Project (EED Project): EMS data-based health surveillance system. Eur J Public Health. 2003, 13 (3 Suppl): 85-90.CrossRefPubMed Krafft T, Garcia Castrillo-Riesgo L, Edwards S, Fischer M, Overton J, Robertson-Steel I, Konig A: European Emergency Data Project (EED Project): EMS data-based health surveillance system. Eur J Public Health. 2003, 13 (3 Suppl): 85-90.CrossRefPubMed
21.
go back to reference Buehler JW, Hopkins RS, Overhage JM, Sosin DM, Tong V: Framework for evaluating public health surveillance systems for early detection of outbreaks: recommendations from the CDC Working Group. MMWR Recomm Rep. 2004, 53 (RR-5): 1-11.PubMed Buehler JW, Hopkins RS, Overhage JM, Sosin DM, Tong V: Framework for evaluating public health surveillance systems for early detection of outbreaks: recommendations from the CDC Working Group. MMWR Recomm Rep. 2004, 53 (RR-5): 1-11.PubMed
22.
go back to reference Amato-Gauci A, Zucs P, Snacken R, Ciancio B, Lopez V, Broberg E, Penttinen P, Nicoll A: Surveillance trends of the 2009 influenza A(H1N1) pandemic in Europe. Euro Surveill. 2011, 16 (26): pii: 19903- Amato-Gauci A, Zucs P, Snacken R, Ciancio B, Lopez V, Broberg E, Penttinen P, Nicoll A: Surveillance trends of the 2009 influenza A(H1N1) pandemic in Europe. Euro Surveill. 2011, 16 (26): pii: 19903-
23.
go back to reference European Centre for Disease Prevention and Control: The 2009 A(H1N1) pandemic in Europe. A review of the experience. 2010, Stockholm: ECDC European Centre for Disease Prevention and Control: The 2009 A(H1N1) pandemic in Europe. A review of the experience. 2010, Stockholm: ECDC
25.
go back to reference Hofmarcher MM, Rack H-M: Austria: health system review. Health Syst Transit. 2006, 8 (3): 1-275. Hofmarcher MM, Rack H-M: Austria: health system review. Health Syst Transit. 2006, 8 (3): 1-275.
26.
go back to reference Van Casteren V, Mertens K, Antoine J, Wanyama S, Thomas I, Bossuyt N: Clinical surveillance of the influenza a (H1N1) 2009 pandemic through the network of sentinel general practitioners. Archives of Public Health. 2010, 68 (2): 62-67. 10.1186/0778-7367-68-2-62.CrossRefPubMedCentral Van Casteren V, Mertens K, Antoine J, Wanyama S, Thomas I, Bossuyt N: Clinical surveillance of the influenza a (H1N1) 2009 pandemic through the network of sentinel general practitioners. Archives of Public Health. 2010, 68 (2): 62-67. 10.1186/0778-7367-68-2-62.CrossRefPubMedCentral
27.
go back to reference Schmidt D, Liu YL, Lachner P: Influenza in österreich, saison 2009/2010. Nationale Referenzzentrale für Influenza-Epidemiologie. 2011, Wien: Agentur für Gesundheit und Ernährungssicherheit Schmidt D, Liu YL, Lachner P: Influenza in österreich, saison 2009/2010. Nationale Referenzzentrale für Influenza-Epidemiologie. 2011, Wien: Agentur für Gesundheit und Ernährungssicherheit
29.
go back to reference Greenko J, Mostashari F, Fine A, Layton M: Clinical evaluation of the Emergency Medical Services (EMS) ambulance dispatch-based syndromic surveillance system. New York City. J Urban Health. 2003, 80 (2 Suppl 1): i50-56.PubMedPubMedCentral Greenko J, Mostashari F, Fine A, Layton M: Clinical evaluation of the Emergency Medical Services (EMS) ambulance dispatch-based syndromic surveillance system. New York City. J Urban Health. 2003, 80 (2 Suppl 1): i50-56.PubMedPubMedCentral
30.
go back to reference May LS, Griffin BA, Bauers NM, Jain A, Mitchum M, Sikka N, Carim M, Stoto MA: Emergency department chief complaint and diagnosis data to detect influenza-like illness with an electronic medical record. West J Emerg Med. 2010, 11 (1): 1-9.PubMedPubMedCentral May LS, Griffin BA, Bauers NM, Jain A, Mitchum M, Sikka N, Carim M, Stoto MA: Emergency department chief complaint and diagnosis data to detect influenza-like illness with an electronic medical record. West J Emerg Med. 2010, 11 (1): 1-9.PubMedPubMedCentral
31.
go back to reference Rosenkötter N, Kauhl B, Garcilla-Castrillo Riesgo L, Diaz FJL, Kraan J, Ziemann A, Schorbahn M, Krafft T, Brand H: Retrospective data analysis and simulation study as basis for an automated syndromic surveillance system - results from the SIDARTHa project. SIDARTHa. Bad Honnef. 2010, http://www.sidartha.eu/publications.html, Rosenkötter N, Kauhl B, Garcilla-Castrillo Riesgo L, Diaz FJL, Kraan J, Ziemann A, Schorbahn M, Krafft T, Brand H: Retrospective data analysis and simulation study as basis for an automated syndromic surveillance system - results from the SIDARTHa project. SIDARTHa. Bad Honnef. 2010, http://​www.​sidartha.​eu/​publications.​html,
32.
go back to reference Burkom H: Alerting algorithms for biosurveillance. Disease surveillance: a public health informatics approach. Edited by: Lombardo JS, Buckeridge DL. 2007, Hoboeken New Jersey: John Wiley & Sons Inc, 159-163. Burkom H: Alerting algorithms for biosurveillance. Disease surveillance: a public health informatics approach. Edited by: Lombardo JS, Buckeridge DL. 2007, Hoboeken New Jersey: John Wiley & Sons Inc, 159-163.
33.
go back to reference Lucas JM, Crosier RB: Fast initial response for CUSUM quality-control schemes: give your CUSUM a head start. Technometrics. 1982, 24 (3): 199-205. 10.1080/00401706.1982.10487759.CrossRef Lucas JM, Crosier RB: Fast initial response for CUSUM quality-control schemes: give your CUSUM a head start. Technometrics. 1982, 24 (3): 199-205. 10.1080/00401706.1982.10487759.CrossRef
34.
go back to reference Lucas JM: Counted data CUSUM’s. Technometrics. 1985, 27 (2): 129-144. 10.1080/00401706.1985.10488030.CrossRef Lucas JM: Counted data CUSUM’s. Technometrics. 1985, 27 (2): 129-144. 10.1080/00401706.1985.10488030.CrossRef
35.
go back to reference Dailey L, Watkins RE, Plant AJ: Timeliness of data sources used for influenza surveillance. J Am Med Inform Assoc. 2007, 14 (5): 626-631. 10.1197/jamia.M2328.CrossRefPubMedPubMedCentral Dailey L, Watkins RE, Plant AJ: Timeliness of data sources used for influenza surveillance. J Am Med Inform Assoc. 2007, 14 (5): 626-631. 10.1197/jamia.M2328.CrossRefPubMedPubMedCentral
36.
go back to reference SPSS: SPSS Trends, 10.0. 1999, Chicago: SPSS Inc. SPSS: SPSS Trends, 10.0. 1999, Chicago: SPSS Inc.
37.
go back to reference Cowling BJ, Wong IO, Ho LM, Riley S, Leung GM: Methods for monitoring influenza surveillance data. Int J Epidemiol. 2006, 35 (5): 1314-1321. 10.1093/ije/dyl162.CrossRefPubMed Cowling BJ, Wong IO, Ho LM, Riley S, Leung GM: Methods for monitoring influenza surveillance data. Int J Epidemiol. 2006, 35 (5): 1314-1321. 10.1093/ije/dyl162.CrossRefPubMed
38.
go back to reference Plagianos MG, Wu WY, McCullough C, Paladini M, Lurio J, Buck MD, Calman N, Soulakis N: Syndromic surveillance during pandemic (H1N1) 2009 outbreak, New York, New York. USA. Emerg Infect Dis. 2011, 17 (9): 1724-1726. 10.3201/eid1709.101357.CrossRefPubMedPubMedCentral Plagianos MG, Wu WY, McCullough C, Paladini M, Lurio J, Buck MD, Calman N, Soulakis N: Syndromic surveillance during pandemic (H1N1) 2009 outbreak, New York, New York. USA. Emerg Infect Dis. 2011, 17 (9): 1724-1726. 10.3201/eid1709.101357.CrossRefPubMedPubMedCentral
39.
go back to reference Schrell S, Ziemann A, Garcia-Castrillo Riesgo L, Rosenkotter N, Llorca J, Popa D, Krafft T, on Behalf of the SPC: Local implementation of a syndromic influenza surveillance system using emergency department data in Santander, Spain. J Public Health (Oxf). 2013, 5 (3): 397-403.CrossRef Schrell S, Ziemann A, Garcia-Castrillo Riesgo L, Rosenkotter N, Llorca J, Popa D, Krafft T, on Behalf of the SPC: Local implementation of a syndromic influenza surveillance system using emergency department data in Santander, Spain. J Public Health (Oxf). 2013, 5 (3): 397-403.CrossRef
40.
go back to reference Garcia-Armesto S, Abadia-Taira MB, Durán A, Hernández-Quevedo C, Bernal-Delgado E: Spain: health systems review. Health Syst Transit. 2010, 12 (4): 1-295.PubMed Garcia-Armesto S, Abadia-Taira MB, Durán A, Hernández-Quevedo C, Bernal-Delgado E: Spain: health systems review. Health Syst Transit. 2010, 12 (4): 1-295.PubMed
41.
go back to reference Gerkens S, Merkur S: Belgium: health system review. Health Syst Transit. 2010, 12 (5): 1-266.PubMed Gerkens S, Merkur S: Belgium: health system review. Health Syst Transit. 2010, 12 (5): 1-266.PubMed
42.
go back to reference Coory MD, Kelly H, Tippett V: Assessment of ambulance dispatch data for surveillance of influenza-like illness in Melbourne. Australia. Public Health. 2009, 123 (2): 163-168. 10.1016/j.puhe.2008.10.027.CrossRefPubMed Coory MD, Kelly H, Tippett V: Assessment of ambulance dispatch data for surveillance of influenza-like illness in Melbourne. Australia. Public Health. 2009, 123 (2): 163-168. 10.1016/j.puhe.2008.10.027.CrossRefPubMed
43.
go back to reference Hutwagner LC, Maloney EK, Bean NH, Slutsker L, Martin SM: Using laboratory-based surveillance data for prevention: an algorithm for detecting Salmonella outbreaks. Emerg Infect Dis. 1997, 3 (3): 395-400. 10.3201/eid0303.970322.CrossRefPubMedPubMedCentral Hutwagner LC, Maloney EK, Bean NH, Slutsker L, Martin SM: Using laboratory-based surveillance data for prevention: an algorithm for detecting Salmonella outbreaks. Emerg Infect Dis. 1997, 3 (3): 395-400. 10.3201/eid0303.970322.CrossRefPubMedPubMedCentral
44.
go back to reference Buckeridge DL: Outbreak detection through automated surveillance: a review of the determinants of detection. J Biomed Inform. 2007, 40 (4): 370-379. 10.1016/j.jbi.2006.09.003.CrossRefPubMed Buckeridge DL: Outbreak detection through automated surveillance: a review of the determinants of detection. J Biomed Inform. 2007, 40 (4): 370-379. 10.1016/j.jbi.2006.09.003.CrossRefPubMed
45.
go back to reference Craigmile PF, Kim N, Fernandez SA, Bonsu BK: Modeling and detection of respiratory-related outbreak signatures. BMC Med Inform Decis Mak. 2007, 7: 28-10.1186/1472-6947-7-28.CrossRefPubMedPubMedCentral Craigmile PF, Kim N, Fernandez SA, Bonsu BK: Modeling and detection of respiratory-related outbreak signatures. BMC Med Inform Decis Mak. 2007, 7: 28-10.1186/1472-6947-7-28.CrossRefPubMedPubMedCentral
46.
go back to reference Lemay R, Mawudeku A, Shi Y, Ruben M, Achonu C: Syndromic surveillance for influenzalike illness. Biosecur Bioterror. 2008, 6 (2): 161-170. 10.1089/bsp.2007.0056.CrossRefPubMed Lemay R, Mawudeku A, Shi Y, Ruben M, Achonu C: Syndromic surveillance for influenzalike illness. Biosecur Bioterror. 2008, 6 (2): 161-170. 10.1089/bsp.2007.0056.CrossRefPubMed
47.
Metadata
Title
Validity and timeliness of syndromic influenza surveillance during the autumn/winter wave of A (H1N1) influenza 2009: results of emergency medical dispatch, ambulance and emergency department data from three European regions
Authors
Nicole Rosenkötter
Alexandra Ziemann
Luis Garcia-Castrillo Riesgo
Jean Bernard Gillet
Gernot Vergeiner
Thomas Krafft
Helmut Brand
Publication date
01-12-2013
Publisher
BioMed Central
Published in
BMC Public Health / Issue 1/2013
Electronic ISSN: 1471-2458
DOI
https://doi.org/10.1186/1471-2458-13-905

Other articles of this Issue 1/2013

BMC Public Health 1/2013 Go to the issue