GPs' views in five European countries of interventions to promote prudent antibiotic use
Open accessAbstract
BACKGROUND: A variety of interventions have been developed to promote a more prudent use of antibiotics by implementing clinical guidelines. It is not yet clear which are most acceptable and feasible for implementation across a wide range of contexts. Previous research has been confined mainly to examining views of individual interventions in a national context. AIM: To explore GPs' views and experiences of strategies to promote a more prudent use of antibiotics, across five countries. DESIGN AND SETTING: Qualitative study using thematic and framework analysis in general practices in Belgium, France, Poland, Spain, and the UK. METHOD: Fifty-two semi-structured interviews explored GPs' views and experiences of strategies aimed at promoting a more prudent use of antibiotics. Interviews were carried out in person or over the telephone, transcribed verbatim, and translated into English where necessary for analysis. RESULTS: Themes were remarkably consistent across the countries. GPs had a preference for interventions that allowed discussion and comparison with local colleagues, which helped them to identify how their practice could improve. Other popular components of interventions included the use of near-patient tests to reduce diagnostic uncertainty, and the involvement of other health professionals to increase their responsibility for prescribing. CONCLUSION: The study findings could be used to inform future interventions to improve their acceptability to GPs. Consistency in views across countries indicates the potential for development of an intervention that could be implemented on a European scale.
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In 52 interviews with GPs from several European countries, GPs valued interventions that allowed discussion of prescribing practices between colleagues and the use of diagnostic tests to ensure appropriate prescribing.
“GPs valued interventions that allowed discussion of prescribing practices between colleagues and the use of diagnostic tests to ensure appropriate prescribing.”
From The Person-Based Approach to Intervention Development: Application to Digital Health-Related Behavior Change Interventions (2015) · cites this paper as [43]
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Cites
Using thematic analysis in psychology
Braun, V., & Clarke, V. (2006) · Qualitative Research in Psychology · doi:10.1191/1478088706qp063oa · Cited by 194,414 · see citing works
Qualitative data analysis for applied policy research
Ritchie, J., & Spencer, L. (2010) · Analyzing qualitative data · doi:10.4324/9780203413081_chapter_9 · Cited by 4,800 · see citing works
Outpatient antibiotic use in Europe and association with resistance: a cross-national database study
Goossens, H., Ferech, M., Vander Stichele, R., & Elseviers, M. (2005) · The Lancet · doi:10.1016/s0140-6736(05)17907-0 · Cited by 3,359 · see citing works
Costelloe, C., Metcalfe, C., Lovering, A., Mant, D., & Hay, A. D. (2010) · BMJ · doi:10.1136/bmj.c2096 · Cited by 1,981 · see citing works
Butler, C., Rollnick, S., Pill, R., Rapport, F., & Stott, N. C. H. (1998) · BMJ · doi:10.1136/bmj.317.7159.637 · Cited by 752 · see citing works
Interventions to improve antibiotic prescribing practices in ambulatory care
Arnold, S. R., & Straus, S. E. (2005) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd003539.pub2 · Cited by 716 · see citing works
Spinks, A., Glasziou, P., & Mar, C. D. (2013) · Cochrane Database of Systematic Reviews · doi:10.1002/14651858.cd000023.pub4 · Cited by 697 · see citing works
Wise, R., Hart, T., Cars, O., Streulens, M., Helmuth, R., Huovinen, P., & Sprenger, M. (1998) · BMJ · doi:10.1136/bmj.317.7159.609 · Cited by 613 · see citing works
European Surveillance of Antimicrobial Consumption (ESAC): outpatient antibiotic use in Europe
Ferech, M., Coenen, S., Malhotra‐Kumar, S., Dvorakova, K., Hendrickx, E., Suetens, C., & Goossens, H. (2006) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dkl188 · Cited by 598 · see citing works
Self-citationHuttner, B. D., Goossens, H., Verheij, T. J., & Harbarth, S. (2009) · The Lancet Infectious Diseases · doi:10.1016/s1473-3099(09)70305-6 · Cited by 573 · see citing works
Self-citationMalhotra‐Kumar, S., Lammens, C., Coenen, S., Herck, K. V., & Goossens, H. (2007) · The Lancet · doi:10.1016/s0140-6736(07)60235-9 · Cited by 541 · see citing works
Self-citationAntibiotics for acute bronchitis.
Lindbæk, M. (1998) · PubMed · Cited by 394 · see citing works
Clinical guidelines: Using clinical guidelines
Feder, G. S., Eccles, M., Grol, R. P. T. M., Griffiths, C., & Grimshaw, J. (1999) · BMJ · doi:10.1136/bmj.318.7185.728 · Cited by 393 · see citing works
Why do general practitioners prescribe antibiotics for sore throat? Grounded theory interview study
Kumar, S., Little, P. S., & Britten, N. (2003) · BMJ · doi:10.1136/bmj.326.7381.138 · Cited by 315 · see citing works
Self-citationThou shalt versus thou shalt not: a meta-synthesis of GPs' attitudes to clinical practice guidelines
Carlsen, B., Glenton, C., & Pope, C. J. (2007) · British Journal of General Practice · doi:10.3399/096016407782604820 · Cited by 270 · see citing works
Little, P. S., Rumsby, K., Kelly, J., Watson, L., Moore, M. V., Warner, G. T., Fahey, T. P., & Williamson, I. G. (2005) · JAMA · doi:10.1001/jama.293.24.3029 · Cited by 267 · see citing works
Self-citationCals, J., Schot, M. J. C., de Jong, S. A. M., Dinant, G., & Hopstaken, R. (2010) · The Annals of Family Medicine · doi:10.1370/afm.1090 · Cited by 211 · see citing works
Welschen, I., Kuyvenhoven, M. M., Hoes, A. W., & Verheij, T. J. (2004) · BMJ · doi:10.1136/bmj.38182.591238.eb · Cited by 196 · see citing works
Self-citationAntibiotics for sore throat (Review)
Mar, C. D., Glasziou, P., & Spinks, A. B. (2006) · e-publications@bond (Bond University) · Cited by 188 · see citing works
Rashidian, A., Eccles, M., & Russell, I. T. (2007) · Health Policy · doi:10.1016/j.healthpol.2007.07.011 · Cited by 184 · see citing works
General practitioners' perceptions of antimicrobial resistance: a qualitative study
Simpson, S. A., Wood, F., & Butler, C. C. (2006) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dkl467 · Cited by 172 · see citing works
Fairhurst, K., & Huby, G. Ø. (1998) · BMJ · doi:10.1136/bmj.317.7166.1130 · Cited by 141 · see citing works
Butler, C., Rollnick, S., Kinnersley, P., Jones, A. S., & Stott, N. C. H. (1998) · Europe PMC (PubMed Central) · Cited by 132 · see citing works
Wood, F., Simpson, S. A., & Butler, C. (2007) · Family Practice · doi:10.1093/fampra/cmm040 · Cited by 118 · see citing works
"What lies beneath it all?" – an interview study of GPs' attitudes to the use of guidelines
Carlsen, B., & Norheim, O. (2008) · BMC Health Services Research · doi:10.1186/1472-6963-8-218 · Cited by 92 · see citing works
Müller, A., Coenen, S., Monnet, D. L., Goossens, H., & ESAC project group (2007) · Weekly releases (1997–2007) · doi:10.2807/esw.12.41.03284-en · Cited by 91 · see citing works
Self-citationAntibiotics for coughing in general practice: a qualitative decision analysis
Coenen, S. (2000) · Family Practice · doi:10.1093/fampra/17.5.380 · Cited by 70 · see citing works
Self-citationWatkins, C. (2004) · Family Practice · doi:10.1093/fampra/cmh614 · Cited by 49 · see citing works
Cals, J., Butler, C., & Dinant, G. (2009) · Implementation Science · doi:10.1186/1748-5908-4-57 · Cited by 30 · see citing works
Hogenhuis, C. C., Grigoryan, L., Numans, M. E., & Verheij, T. J. (2010) · European Journal of General Practice · doi:10.3109/13814788.2010.505266 · Cited by 18 · see citing works
Self-citationGuidelines; from foe to friend? Comparative interviews with GPs in Norway and Denmark
Carlsen, B., & Kjellberg, P. K. (2010) · BMC Health Services Research · doi:10.1186/1472-6963-10-17 · Cited by 17 · see citing works
Effect of two interventions on reducing antibiotic prescription in pharyngitis in primary care
Llor, C., Cots, J. M., López‐Valcárcel, B. G., Alcántara, J. D. D., García, G., Izquierdo, J. A., Monedero, M. J., Ortega, J., Solas, V. P., Guerra, G., et al. (2010) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dkq416 · Cited by 13 · see citing works
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1 of the 33 references couldn’t be matched to a known paper.
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Yardley, L., Morrison, L., Bradbury, K., & Muller, I. (2015) · Journal of Medical Internet Research · doi:10.2196/jmir.4055 · Cited by 1,442 · see citing works
Self-citationTonkin-Crine, S. K., Yardley, L., & Little, P. S. (2011) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dkr279 · Cited by 224 · see citing works
Self-citationGualano, M. R., Gili, R., Scaioli, G., Bert, F., & Siliquini, R. (2014) · Pharmacoepidemiology and Drug Safety · doi:10.1002/pds.3716 · Cited by 219 · see citing works
Lucas, P. J., Cabral, C., Hay, A. D., & Horwood, J. P. (2015) · Scandinavian Journal of Primary Health Care · doi:10.3109/02813432.2015.1001942 · Cited by 202 · see citing works
McNulty, C. A. M., Nichols, T., French, D., Joshi, P., & Butler, C. (2013) · British Journal of General Practice · doi:10.3399/bjgp13x669149 · Cited by 178 · see citing works
Cabral, C., Lucas, P. J., Ingram, J. C., Hay, A. D., & Horwood, J. P. (2015) · Social Science & Medicine · doi:10.1016/j.socscimed.2015.05.027 · Cited by 165 · see citing works
Dempsey, P. P., Businger, A., Whaley, L. E., Gagne, J. J., & Linder, J. A. (2014) · BMC Family Practice · doi:10.1186/s12875-014-0194-5 · Cited by 138 · see citing works
on behalf of the GRACE/CHAMP INTRO team, Anthierens, S., Tonkin-Crine, S. K., Cals, J., Coenen, S., Yardley, L., Brookes‐Howell, L., Fernandez-Vandellos, P., Krawczyk, J., Godycki-Ćwirko, M., et al. (2014) · Journal of General Internal Medicine · doi:10.1007/s11606-014-3076-6 · Cited by 119 · see citing works
Self-citationSanchez, G. V., Roberts, R. M., Albert, A. P., Johnson, D. D., & Hicks, L. A. (2014) · Emerging infectious diseases · doi:10.3201/eid2012.140331 · Cited by 105 · see citing works
Yardley, L., Douglas, E., Anthierens, S., Tonkin-Crine, S., O’Reilly, G., Stuart, B., Geraghty, A. W. A., Arden-Close, E., van der Velden, A. W., Goosens, H., et al. (2013) · Implementation Science · doi:10.1186/1748-5908-8-134 · Cited by 87 · see citing works
Self-citationvan der Zande, M. M., Dembinsky, M., Aresi, G., & van Staa, T. P. (2019) · BMC Family Practice · doi:10.1186/s12875-019-1065-x · Cited by 84 · see citing works
Anthierens, S., Tonkin-Crine, S., Douglas, E., Fernandez-Vandellos, P., Krawczyk, J., Llor, C., Cals, J. W., Francis, N. A., Yardley, L., Coenen, S., et al. (2012) · BMC Family Practice · doi:10.1186/1471-2296-13-101 · Cited by 75 · see citing works
Self-citationBrookes‐Howell, L., Hood, K., Cooper, L., Little, P. S., Verheij, T. J., Coenen, S., Godycki-Ćwirko, M., Melbye, H., Borràs-Santos, A., Worby, P., et al. (2012) · BMJ Open · doi:10.1136/bmjopen-2011-000796 · Cited by 67 · see citing works
Self-citationAckerman, S., Gonzales, R., Stahl, M. S., & Metlay, J. P. (2013) · BMC Health Services Research · doi:10.1186/1472-6963-13-462 · Cited by 63 · see citing works
Ryves, R., Eyles, C., Moore, M. V., McDermott, L., Little, P. S., & Leydon, G. (2016) · BMJ Open · doi:10.1136/bmjopen-2016-011882 · Cited by 63 · see citing works
Self-citationInterventions to improve antimicrobial prescribing of doctors in training (IMPACT): a realist review
Papoutsi, C., Mattick, K. L., Pearson, M., Brennan, N., Briscoe, S., & Wong, G. (2018) · Health Services and Delivery Research · doi:10.3310/hsdr06100 · Cited by 59 · see citing works
Tonkin-Crine, S., Anthierens, S., Francis, N. A., Brugman, C., Fernandez-Vandellos, P., Krawczyk, J., Llor, C., Yardley, L., Coenen, S., Godycki-Cwirko, M., et al. (2014) · npj Primary Care Respiratory Medicine · doi:10.1038/npjpcrm.2014.26 · Cited by 59 · see citing works
Self-citationGermeni, E., Frost, J., Garside, R., Rogers, M., Valderas, J. M., & Britten, N. (2018) · British Journal of General Practice · doi:10.3399/bjgp18x697889 · Cited by 56 · see citing works
Santillo, M., Sivyer, K., Krusche, A., Mowbray, F., Jones, N., Peto, T., Walker, A. S., Llewelyn, M., Yardley, L., Lee, A., et al. (2019) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dkz333 · Cited by 44 · see citing works
Self-citationManagement of patients with sore throats in relation to guidelines: An interview study in Sweden
Hedin, K., Strandberg, E. L., Gröndal, H., Brorsson, A., Thulesius, H. O., & André, M. (2014) · Scandinavian Journal of Primary Health Care · doi:10.3109/02813432.2014.972046 · Cited by 40 · see citing works
Magin, P. J., Tapley, A., Morgan, S., Davis, J. S., McElduff, P., Yardley, L., Henderson, K. M., Dallas, A., McArthur, L., Mulquiney, K. J., et al. (2017) · Family Practice · doi:10.1093/fampra/cmx070 · Cited by 40 · see citing works
Self-citationBorek, A., Santillo, M., Wanat, M., Butler, C., & Tonkin-Crine, S. K. (2022) · JAC-Antimicrobial Resistance · doi:10.1093/jacamr/dlac007 · Cited by 34 · see citing works
Self-citationJohnson, M., Cross, L., Sandison, N., Stevenson, J., Monks, T., & Moore, M. V. (2018) · BMJ Open · doi:10.1136/bmjopen-2018-024558 · Cited by 27 · see citing works
Poß-Doering, R., Kamradt, M., Stürmlinger, A., Glassen, K., Kaufmann-Kolle, P., Andres, E., & Wensing, M. (2020) · Antimicrobial Resistance and Infection Control · doi:10.1186/s13756-019-0664-6 · Cited by 27 · see citing works
Borek, A., Wanat, M., Atkins, L., Sallis, A., Ashiru-Oredope, D. A. I., Beech, E., Butler, C., Chadborn, T., Hopkins, S., Jones, L. F., et al. (2020) · BMJ Open · doi:10.1136/bmjopen-2020-039284 · Cited by 25 · see citing works
Self-citationAntibiotic prescribing in patients with self-reported sore throat
Mehta, N., Schilder, A. G., Fragaszy, E., Evans, H. E. R., Dukes, O., Manikam, L., Little, P. S., Smith, S. C., & Hayward, A. C. (2016) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dkw497 · Cited by 22 · see citing works
Self-citationHayes, C. V., Mahon, B., Sides, E., Allison, R., Lecky, D. M., & McNulty, C. A. M. (2021) · Antibiotics · doi:10.3390/antibiotics10091113 · Cited by 20 · see citing works
Exploring runners’ perspectives of potential strategies for flow interventions
Goddard, S. G., Stevens, C. J., & Swann, C. (2022) · Journal of Applied Sport Psychology · doi:10.1080/10413200.2022.2046205 · Cited by 19 · see citing works
Hoste, M. E., Borek, A., Santillo, M., Roberts, N. W., Tonkin-Crine, S. K., & Anthierens, S. (2024) · Journal of Antimicrobial Chemotherapy · doi:10.1093/jac/dkae349 · Cited by 17 · see citing works
Self-citationTonkin-Crine, S. K., Yardley, L., Coenen, S., Fernandez-Vandellos, P., Krawczyk, J., Touboul-Lundgren, P., Verheij, T. J., & Little, P. S. (2012) · Family Practice · doi:10.1093/fampra/cms043 · Cited by 18 · see citing works
Self-citationRole of locum GPs in antibiotic prescribing and stewardship: a mixed-methods study
Borek, A., Pouwels, K. B., van Hecke, O., Robotham, J. V., Butler, C. C., & Tonkin-Crine, S. K. (2021) · British Journal of General Practice · doi:10.3399/bjgp.2021.0354 · Cited by 17 · see citing works
Self-citationAllison, R., Lecky, D. M., Beech, E., Costelloe, C., Ashiru-Oredope, D. A. I., Owens, R., & McNulty, C. A. M. (2020) · JAC-Antimicrobial Resistance · doi:10.1093/jacamr/dlaa020 · Cited by 15 · see citing works
Changing the antibiotic prescribing behaviour of clinicians in primary care
Tonkin-Crine, S. K., & Knox, K. (2015) · Canadian Medical Association Journal · doi:10.1503/cmaj.151103 · Cited by 12 · see citing works
Self-citationZhu, E., & Cao, Y. (2019) · Medicina · doi:10.3390/medicina55080455 · Cited by 8 · see citing works
Urbiztondo, I., de Oliveira, S. M., Hernández-Flores, N., Caballero, L., Suarez, M. A., Bjerrum, L., & Córdoba, G. (2018) · Antibiotics · doi:10.3390/antibiotics7030057 · Cited by 7 · see citing works
Ethical Issues in Designing Interventions for Behavioural Change
Jun, G. T., Carvalho, F., & Sinclair, N. (2018) · Proceedings of DRS · doi:10.21606/drs.2018.498 · Cited by 6 · see citing works
Lokes, K. P., Lychman, V. O., Steblovsky, D. V., Бондаренко, В. В., & Аветіков, Д. С. (2021) · World of Medicine and Biology · doi:10.26724/2079-8334-2021-3-77-97-101 · Cited by 6 · see citing works
What do Spaniards read about the prudent use of anti-microbial agents and what do they really do?
Mira, J. J., Navarro, I., Huttner, B. D., Ortíz, L., Pérez‐Jover, V., Ramón-Pardo, P., & Marín, J. R. (2013) · Psychology Health & Medicine · doi:10.1080/13548506.2013.793370 · Cited by 5 · see citing works
Infectious diseases in primary care; managing the interface between the person and the community
Coenen, S. (2012) · European Journal of General Practice · doi:10.3109/13814788.2012.680061 · Cited by 5 · see citing works
Self-citationHoffmann, K., Leifheit, A. K., Reichardt, B., & Maier, M. (2013) · Wiener klinische Wochenschrift · doi:10.1007/s00508-013-0323-5 · Cited by 4 · see citing works
Turner, P. J., Ukwatte, U., Smith, I., James, T. J., Stephenson, P., Tonkin-Crine, S. K., Głogowska, M., & Hayward, G. (2025) · British Journal of General Practice · doi:10.3399/bjgp25x741153 · Cited by 3 · see citing works
Self-citationDalmau, G. M., Pequeño-Saco, S., Abad, M. D. L. P., Borrell-Thió, E., Castellà, M. B., Alsina-Casalduero, M., Cuixart-Costa, L., Liroz-Navarro, M., Calderón-Gómez, C., Martí, J., et al. (2023) · BMC Family Practice · doi:10.1186/s12875-023-02123-4 · Cited by 3 · see citing works
Cooper, D., Stevens, C., Jamieson, C., Lee, M. X., Riley, R. A., Patel, B., Meadows, J., Kaur, P., Okolie, O. J., Hand, K. S. P., et al. (2025) · Antibiotics · doi:10.3390/antibiotics14020148 · Cited by 3 · see citing works
Turner, A., van Driel, M., Mitchell, B. L., Davis, J. S., Tapley, A., Holliday, E. G., Dizon, J., Glasziou, P., Bakhit, M., Mulquiney, K. J., et al. (2025) · Family Practice · doi:10.1093/fampra/cmaf005 · Cited by 3 · see citing works
GPs' views in five European countries of interventions to promote prudent antibiotic use
Byrne, P. J. (2011) · British Journal of General Practice · doi:10.3399/bjgp11x583100 · Cited by 3 · see citing works
Wanat, M., Hoste, M. E., Anastasaki, M., Böhmer, F., Colliers, A., Gkamaletsou, M., Löffler, C., Lionis, C. D., Malania, L., Shah, M., et al. (2024) · BJGP Open · doi:10.3399/bjgpo.2024.0139 · Cited by 2 · see citing works
Self-citationHoffmann, K., Reichardt, B., Zehetmayer, S., & Maier, M. (2012) · Wiener klinische Wochenschrift · doi:10.1007/s00508-012-0225-y · Cited by 2 · see citing works
Antybiotykoterapia w Polsce – zwyczaje preskrypcyjne a rekomendacje
Łoś-Rycharska, E., & Czerwionka‐Szaflarska, M. (2015) · Pediatria Polska · doi:10.1016/j.pepo.2015.09.002 · Cited by 2 · see citing works
Outpatient consumption of antibiotics in the City of Zagreb (2006-2010).
Golub, A., & Štimac, D. (2014) · PubMed
- Authors
- Tonkin-Crine, S., Yardley, L., Coenen, S., Fernandez-Vandellos, P., Krawczyk, J., Touboul, P., Verheij, T., & Little, P.
- Affiliations
- University of Southampton (GB)
- University of Antwerp (BE)
- Venue
- British Journal of General Practice
- Published
- 2011-05
- Volume
- 61
- Issue
- 586
- Pages
- e252-e261
- ISSN
- 0960-1643 (ISSN-L)
- 1478-5242
- PMC
- PMC3080230
- OpenAlex
- W2128535697
- Cited by
- 49
- References
- 33
- Citations by year
- 2025: 3 · 2024: 2 · 2023: 1 · 2022: 2 · 2021: 3 · 2020: 3 · 2019: 3 · 2018: 5 · 2017: 1 · 2016: 2 · 2015: 5 · 2014: 7 · 2013: 5 · 2012: 5
- FWCI
- 5.84
- Type
- journal article
- Language
- en
- Open access
- bronze
- doi.org
- Locations
- British Journal of General Practice (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- ePrints Soton (University of Southampton) (submittedVersion)
- Funders
- European Commission
- Topics
- Life Sciences › Immunology and Microbiology › Applied Microbiology and Biotechnology › Antibiotic Use and Resistance
- Health Sciences › Health Professions › General Health Professions › Healthcare cost, quality, practices
- Health Sciences › Health Professions › General Health Professions › Health Policy Implementation Science
- Keywords
- rational antibiotic use, antibiotic prescribing, clinical guidelines implementation, treatment acceptability, diagnostic uncertainty, cross-national comparison, general practice
- MeSH terms
- Acute Disease, Adult, Anti-Bacterial Agents, Attitude of Health Personnel, Europe, Feasibility Studies, Female, Humans, Male, Middle Aged, Practice Patterns, Physicians', Drug Prescriptions, Respiratory Tract Infections, Practice Guidelines as Topic, Qualitative Research, General Practice
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