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Updated: Jan 19, 2026

Population and Single-Cell Analysis of Antibiotic Persistence in Escherichia coli
Published on: March 24, 2023
The effect of primary care availability on antibiotic consumption in Hungary: a population based panel study using
Aniko Biro1, Peter Elek2,3
1Institute of Economics at the Centre for Economic and Regional Studies of the Hungarian Academy of Sciences, Budapest, Hungary Biro.Aniko@krtk.mta.hu.
Objective:
We analyse the effect of primary care availability on antibiotic consumption and on the quality of antibiotic prescribing behaviour.
Design:
Retrospective panel design, secondary analysis of settlement-level administrative panel data (n=2320 settlements, T=72 months).
Participants And Setting:
We analyse antibiotic consumption of the population of villages in Hungary, over years 2010 to 2015. We exploit the geographical and time variation in unfilled (mainly single-handed) general practices as a source of exogenous variation in the availability of primary care. We control for socioeconomic characteristics and settlement fixed effects in a panel regression framework.
Outcome Measures:
Antibiotic expenditures and days of therapy (DOT); consumption of narrow-spectrum and broad-spectrum antibiotics; consumption of Access, Watch and Reserve antibiotics according to the AWaRe categorisation; number of visits to the general practitioner (GP).
Results:
If the general practice of a village becomes unfilled, the number of GP visits decreases on average by 9.3% (95% CI 5.6% to 12.9%), antibiotics DOT decrease on average by 3.2% (95% CI 1.0% to 5.4%) and expenditures on antibiotics decrease on average by 2.5% (95% CI 0.3% to 4.7%). The negative effect on antibiotic consumption is stronger in settlements where secondary care is less available, and where antibiotics were previously overprescribed. The quality of prescribing behaviour measured by the relative changes in the narrow-spectrum vs broad-spectrum as well as the Access versus Watch and Reserve antibiotics deteriorates significantly as a consequence of worse primary care availability.
Conclusions:
Limited availability of primary care reduces the consumption of antibiotics and at the same time impairs the quality of prescriptions through a decrease of the number of doctor-patient encounters.
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