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1.
Soc Sci Med ; 349: 116910, 2024 May.
Article in English | MEDLINE | ID: mdl-38653186

ABSTRACT

Countries increasingly rely on competition among hospitals to improve health outcomes. However, there is limited empirical evidence on the effect of competition on health outcomes in Germany. We examined the effect of hospital competition on quality of care, which is assessed using health outcomes (risk-adjusted in-hospital and post-hospitalization mortality and cardiac-related readmissions), focusing on acute myocardial infarction (AMI) treatment. We obtained data on all hospital utilizations and mortality of 13.2% of the population from a large statutory health insurer and all AMI admission records from Diagnosis-Related Groups Statistic from 2015-19. We constructed the measures of hospital competition, which mitigates the possibility of endogeneity bias. The relationships between health outcomes and competition measures are estimated using linear probability models. Intense competition was associated with lower quality of care in terms of mortality and cardiac-related readmissions. Patients treated in hospitals facing high competition were 0.9 (1.2) percentage points more likely to die within 90 days (2 years) of admission, and 1.4 (1.6) percentage points more likely to be readmitted within 90 days (2 years) of discharge than patients treated in hospitals facing low competition. Our results indicate that hospital competition does not lead to better health outcomes for AMI patients in Germany. Therefore, additional measures are necessary to achieve quality improvement.


Subject(s)
Myocardial Infarction , Humans , Germany/epidemiology , Myocardial Infarction/mortality , Myocardial Infarction/therapy , Myocardial Infarction/epidemiology , Male , Female , Aged , Middle Aged , Hospitalization/statistics & numerical data , Patient Readmission/statistics & numerical data , Economic Competition/statistics & numerical data , Outcome Assessment, Health Care , Quality of Health Care/statistics & numerical data , Hospitals/statistics & numerical data , Hospital Mortality/trends , Aged, 80 and over
2.
Health Policy ; 141: 104990, 2024 Mar.
Article in English | MEDLINE | ID: mdl-38244342

ABSTRACT

CONTEXT: Across the member countries of the Organisation for Economic Co-Operation and Development, policy makers are searching for new ways to pay hospitals for inpatient care to move from volume to value. This paper offers an overview of the latest reforms and their evidence to date. METHODS: We reviewed reforms to DRG payment systems in 10 high-income countries: Australia, Austria, Canada (Ontario), Denmark, France, Germany, Norway, Poland, the United Kingdom (England), and the United States. FINDINGS: We identified four reform trends among the observed countries, them being (1) reductions in the overall share of inpatient payments based on DRGs, (2) add-on payments for rural hospitals or their exclusion from the DRG system, (3) episode-based payments, which use one joint price to pay providers for all services delivered along a patient pathway, and (4) financial incentives to shift the delivery of care to less costly settings. Some countries have combined some or all of these measures with financial adjustments for quality of care. These reforms demonstrate a shift away from activity and efficiency towards a diversified set of targets, and mirror efforts to slow the rise in health expenditures while improving quality of care. Where evaluations are available, the evidence indicates mixed success in improving quality of care and reducing costs and expenditures.


Subject(s)
Diagnosis-Related Groups , Inpatients , Humans , United States , Developed Countries , Health Expenditures , Ontario
4.
Health Aff (Millwood) ; 42(12): 1715-1725, 2023 Dec.
Article in English | MEDLINE | ID: mdl-38048506

ABSTRACT

Across the globe, populations with low socioeconomic status have borne a disproportionate burden of the COVID-19 pandemic. This article examines the relationship between two socioeconomic factors (education and income) and all-cause mortality and health care use to improve understanding of the impact of the pandemic on socioeconomic disparities in Germany, a high-income country with a universal health care system. We used mortality rates from the period 2011-21 and hospitalizations from the period 2014-21. We examined rates of all-cause mortality and all hospital admissions as well as admissions for respiratory, emergency, cancer surgery, elective, and ambulatory care-sensitive care. Although the use of some health care services was affected by the pandemic, our findings suggest that Germany endured COVID-19 without amplifying socioeconomic disparities in all-cause mortality and large segments of inpatient utilization.


Subject(s)
COVID-19 , Humans , Pandemics , Socioeconomic Disparities in Health , Socioeconomic Factors , Delivery of Health Care , Germany/epidemiology
5.
Health Aff (Millwood) ; 42(12): 1706-1714, 2023 Dec.
Article in English | MEDLINE | ID: mdl-38048510

ABSTRACT

During the COVID-19 pandemic, governments worldwide implemented nonpharmaceutical lockdown policies to mitigate the impact of the virus. The effectiveness of these policies depended on public support, and they came with serious consequences for the population. Given that people's perceptions can influence their support for lockdown policies, we aimed to elicit perceptions of policy stringency among people in Denmark, France, Germany, Italy, the Netherlands, Portugal, and the United Kingdom in early 2021 as part of the European Covid Survey. We examined the extent to which objective measures of policy stringency and other factors were associated with these perceptions, focusing on disadvantaged populations. We found that objective measures of stringency did not accurately capture the impact of lockdown policies on people. Moreover, we found that socioeconomically disadvantaged people perceived policies as stricter than did less disadvantaged people and that trust in information sources greatly influenced such perceptions. Our findings underscore the importance of understanding factors influencing policy perception to help policy makers develop more effective and equitable infection containment strategies.


Subject(s)
COVID-19 , Humans , COVID-19/prevention & control , COVID-19/epidemiology , Public Opinion , Trust , Pandemics/prevention & control , Communicable Disease Control , Europe/epidemiology , Policy , Social Class
6.
Eur J Health Econ ; 2023 Dec 05.
Article in English | MEDLINE | ID: mdl-38051399

ABSTRACT

Hospitals account for about 40% of all healthcare expenditure in high-income countries and play a central role in healthcare provision. The ways in which they are paid, therefore, has major implications for the care they provide. However, our knowledge about reforms that have been made to the various payment schemes and their country-level effects is surprisingly thin. This study examined the uniquely comprehensive introduction of diagnosis-related groups (DRGs) in Germany, where DRGs function as the sole pricing, billing, and budgeting system for hospitals and almost exclusively determine hospital revenue. The introduction of DRGs, therefore, completely overhauled the previous system based on per diem rates, offering a unique opportunity for analysis. Using aggregate data from the Organisation for Economic Co-operation and Development and recent advances in econometrics, we analyzed how hospital activity and efficiency changed in response to the reform. We found that DRGs in Germany significantly increased hospital activity by around 20%. In contrast to earlier studies, we found that DRGs have not necessarily shortened the average length of stay.

7.
Eur J Health Econ ; 2023 Jul 06.
Article in English | MEDLINE | ID: mdl-37410345

ABSTRACT

The COVID-19 pandemic considerably impacted the lives of European citizens. This study aims to provide a nuanced picture of well-being patterns during the pandemic across Europe with a special focus on relevant socio-economic sub-groups. This observational study uses data from a repeated, cross-sectional, representative population survey with nine waves of data from seven European countries from April 2020 to January 2022. The analysis sample contains a total of 25,062 individuals providing 64,303 observations. Well-being is measured using the ICECAP-A, a multi-dimensional instrument for approximating capability well-being. Average levels of ICECAP-A index values and sub-dimension scores were calculated across waves, countries, and relevant sub-groups. In a fixed effects regression framework, associations of capability well-being with COVID-19 incidence, mortality, and the stringency of the imposed lockdown measures were estimated. Denmark, the Netherlands, and France experienced a U-shaped pattern in well-being (lowest point in winter 2020/21), while well-being in the UK, Germany, Portugal, and Italy followed an M-shape, with increases after April 2020, a drop in winter 2020, a recovery in the summer of 2021, and a decline in winter 2021. However, observed average well-being reductions were generally small. The largest declines were found in the well-being dimensions attachment and enjoyment and among individuals with a younger age, a financially unstable situation, and lower health. COVID-19 mortality was consistently negatively associated with capability well-being and its sub-dimensions, while stringency and incidence rate were generally not significantly associated with well-being. Further investigation is needed to understand underlying mechanisms of presented patterns.

8.
Vaccine ; 41(36): 5304-5312, 2023 08 14.
Article in English | MEDLINE | ID: mdl-37460356

ABSTRACT

AIM: This paper investigates the prevalence and determinants of three main states of people's willingness to be vaccinated (WTBV) against COVID-19 - willing, unwilling and hesitant - and the occurrence and predictors of shifts between these states over time. Understanding the dynamics of vaccine intentions is crucial for developing targeted campaigns to increase uptake and emergency response preparedness. STUDY DESIGN: A panel survey consisting of 9 quarterly waves of data collected between April 2020 and January 2022. Baseline data included 24 952 adults from Germany, UK, Denmark, the Netherlands, France, Portugal, and Italy recruited from online panels to construct census-matched nationally representative samples. METHODS AND MEASURES: Self-reported COVID-19 vaccine intention was the main outcome. Multinomial logit random effects models were used to analyze the relationships of interest. All results reported as relative risk ratios (RRR). RESULTS: Hesitancy to get vaccinated was the most unstable vaccine intention, with on average 42% of ever hesitant respondents remaining in this state through future waves, followed by the 'unwilling' (53%) and 'willing (82%). Following COVID-19 news, trust in information from the government, GPs and the WHO, risk preferences, risk perceptions, and confidence in vaccines (or lack thereof) predicted vaccination intention reversals. Risk preferences acted both as an impediment and as a facilitator for the vaccine uptake depending on the initial vaccine intention. CONCLUSIONS AND RELEVANCE: This study revealed the dynamic nature of COVID-19 vaccine intentions and its predictors in 7 European countries. The findings provide insights to policymakers for designing more effective communication strategies, particularly targeted at hesitant and unwilling to vaccinate population groups, to increase vaccine uptake for future public health emergencies.


Subject(s)
COVID-19 , Adult , Humans , COVID-19/prevention & control , COVID-19 Vaccines , Vaccination Hesitancy , Europe/epidemiology , France , Intention , Vaccination
9.
Pharmacoeconomics ; 41(10): 1389-1402, 2023 10.
Article in English | MEDLINE | ID: mdl-37344725

ABSTRACT

INTRODUCTION: Given the initial shortage of vaccines to protect against coronavirus disease 2019 (COVID-19), many countries set up priority lists, implying that large parts of the population had to wait. We therefore elicited the willingness to pay (WTP) for access to two hypothetical COVID-19 vaccines. METHODS: Respondents were asked how much they would be willing to pay to get an immediate COVID-19 vaccination rather than waiting for one through the public system. We report data collected in January/February 2021 from the European COVID Survey (ECOS) comprising representative samples of the population in Denmark, France, Germany, Italy, Portugal, the Netherlands, and the UK (N = 7068). RESULTS: In total, 73% (68.5%) of respondents were willing to pay for immediate access to a 100% (60%) effective vaccine, ranging from 66.4% (59.4%) in the Netherlands to 83.3% (81.1%) in Portugal. We found a mean WTP of 54.36 euros (median 37 euros) for immediate access to the 100% effective COVID-19 vaccine and 43.83 euros (median 31 euros) for the 60% effective vaccine. The vaccines' effectiveness, respondents' age, country of residence, income, health state and well-being were significant determinants of WTP. Willingness to be vaccinated (WTV) was also strongly associated with WTP, with lower WTV being associated with lower WTP. A higher perceived risk of infection, higher health risk, more trust in the safety of vaccines, and higher expected waiting time for the free vaccination were all associated with a higher WTP. CONCLUSION: We find that most respondents would have been willing to pay for faster access to COVID vaccines (jumping the queue), suggesting welfare gains from quicker access to these vaccines. This is an important result in light of potential future outbreaks and vaccines.


Subject(s)
COVID-19 Vaccines , COVID-19 , Humans , COVID-19/prevention & control , Surveys and Questionnaires , Europe , Income , Vaccination
10.
Health Aff (Millwood) ; 42(4): 566-574, 2023 04.
Article in English | MEDLINE | ID: mdl-37011317

ABSTRACT

Hospital quality has been measured and made publicly available for decades in the US and for more than a decade in Germany, as part of an effort to help those countries achieve quality improvement. The German hospital market presents a unique opportunity to examine the relationship between public reporting and quality improvement in the absence of performance-linked payment incentives in a high-income country. We considered quality indicators from several important categories of health services provided in hospitals (hip, knee, obstetrics, neonatology, heart, neck artery surgery, pressure ulcers, and pneumonia), using structured hospital quality reports from the period 2012-19. Our findings support the idea that public reporting provides a quality benchmark and prevents the provision of very low quality health care services, suggesting that imposing financial punishment on low performers is not necessary and may hinder quality improvement and aggravate health disparities. Although hospitals' intrinsic motivation and market forces play roles in improving quality, they are not sufficient to maintain the quality of high-performing hospitals. Therefore, in addition to rewarding high-performing institutions, aligning quality incentives with the intrinsic professional values of clinical care may be useful in achieving quality improvement.


Subject(s)
Quality Improvement , Quality Indicators, Health Care , Humans , Hospitals , Benchmarking , Health Services
11.
Qual Life Res ; 32(6): 1631-1644, 2023 Jun.
Article in English | MEDLINE | ID: mdl-36739583

ABSTRACT

PURPOSE: To investigate health-related quality of life (HRQoL) over the course of the COVID-19 pandemic in seven European countries and its association with selected sociodemographic as well as COVID-19-related variables. METHODS: We used longitudinal data from nine quarterly waves collected between April 2020 and January 2022 (sample size per wave ranging from N = 7025 to 7300) of the European COvid Survey (ECOS), a representative survey of adults in Germany, United Kingdom, Denmark, Netherlands, France, Portugal and Italy. HRQoL was measured using the EQ-5D-5L. The association of self-reported COVID-19 infection, perceived health risk from COVID-19, selected sociodemographic variables and the COVID-19 stringency index with HRQoL was analyzed by logistic and linear fixed effects regressions. RESULTS: On average across all nine waves, the proportion of respondents reporting any problems in at least one of the EQ-5D dimensions ranged between 63.8% (Netherlands) and 71.0% (Denmark). Anxiety/depression was the most frequently affected EQ-5D dimension in four countries (Portugal: 52.0%; United Kingdom: 50.2%; Italy: 49.2%; France: 49.0%), whereas pain/discomfort ranked first in three countries (Denmark: 58.3%; Germany: 55.8%; Netherlands: 49.0%). On average across all nine waves, the EQ-VAS score ranged from 70.1 in the United Kingdom to 78.4 in Portugal. Moreover, the EQ-5D-5L index ranged from .82 in Denmark to .94 in France. The occurrence of COVID-19 infection, changes in the perceived risk to one's own health from COVID-19, the occurrence of income difficulties and an increase in the COVID-19 stringency index were associated with increased likelihood of problems in EQ-5D dimensions, reduced EQ-VAS score and reduced EQ-5D-5L index. CONCLUSIONS: Across seven European countries, we found large proportions of respondents reporting problems in HRQoL dimensions throughout the pandemic, especially for anxiety/depression. Various sociodemographic and COVID-19-related variables were associated with HRQoL in longitudinal analysis.


Subject(s)
COVID-19 , Quality of Life , Adult , Humans , Quality of Life/psychology , Pandemics , Health Status , COVID-19/epidemiology , Surveys and Questionnaires
12.
J Telemed Telecare ; 29(5): 365-373, 2023 Jun.
Article in English | MEDLINE | ID: mdl-33557666

ABSTRACT

INTRODUCTION: The aim of this study was to evaluate the effects of a non-invasive telemonitoring intervention on mortality, healthcare costs, and hospital and pharmaceutical utilisation in patients with chronic heart failure (CHF) of a large statutory health insurer in Germany. METHODS: In a retrospective observational cohort study using real-world data, we assessed differences between 635 patients who received a telemonitoring intervention versus 635 receiving usual care covering 36 months after intervention. We used propensity score matching on a set of 102 parameters collected in the 24-month pre-intervention period to correct for observed differences, as well as difference-in-difference (DiD) estimators to account for unobserved differences. We analysed the effect of the intervention for up to three years on (i) all-cause mortality; (ii) costs (i.e. inpatient stays, ambulatory care, pharmaceuticals, and medical aids and appliances); and (iii) healthcare utilisation (i.e. length and number of hospital stays, number of prescriptions). RESULTS: DiD estimates suggest lower inpatient costs of the telemonitoring group of up to €1160 (95% confidence interval (CI): -2253 to -69) in year three. Ambulatory care costs increased significantly in all three years up to €316 (95% CI: 1267 to 505) per year. Telemonitoring had a positive effect on survival (hazard ratio = 0.71; 95% CI: 0.51 to 0.99) and increased the number of prescriptions for diuretics. Effects were more prominent for patients with severe CHF. DISCUSSION: The study suggests that the telemonitoring intervention led to a significant decrease in mortality and a shift in costs from the inpatient to the ambulatory care sector 36 months after intervention.


Subject(s)
Heart Failure , Telemedicine , Humans , Retrospective Studies , Chronic Disease , Length of Stay , Health Care Costs , Heart Failure/therapy
13.
Eur J Health Econ ; 24(5): 785-802, 2023 Jul.
Article in English | MEDLINE | ID: mdl-36112269

ABSTRACT

OBJECTIVE: Development of an aggregate quality index to evaluate hospital performance in cardiovascular events treatment. METHODS: We applied a two-stage regression approach using an accelerated failure time model based on variance weights to estimate hospital quality over four cardiovascular interventions: elective coronary bypass graft, elective cardiac resynchronization therapy, and emergency treatment for acute myocardial infarction. Mortality and readmissions were used as outcomes. For the estimation we used data from a statutory health insurer in Germany from 2005 to 2016. RESULTS: The precision-based weights calculated in the first stage were higher for mortality than for readmissions. In general, teaching hospitals performed better in our ranking of hospital quality compared to non-teaching hospitals, as did private not-for-profit hospitals compared to hospitals with public or private for-profit ownership. DISCUSSION: The proposed approach is a new method to aggregate single hospital quality outcomes using objective, precision-based weights. Likelihood-based accelerated failure time models make use of existing data more efficiently compared to widely used models relying on dichotomized data. The main advantage of the variance-based weights approach is that the extent to which an indicator contributes to the aggregate index depends on the amount of its variance.


Subject(s)
Hospitals, Private , Myocardial Infarction , Humans , Likelihood Functions , Myocardial Infarction/therapy , Ownership , Germany , Hospitals, Public , Hospital Mortality
15.
Health Econ ; 31 Suppl 1: 1-9, 2022 09.
Article in English | MEDLINE | ID: mdl-36068719

ABSTRACT

The field of medical devices has attracted considerable interest from scholarly research in health economics in recent years. Medical devices are indispensable tools for quality health care delivery, but their assessment and appropriate use pose significant challenges to healthcare systems. More research is needed to overcome existing gaps associated with evaluation of digital technologies, address challenges in the use of real-world data in generating evidence for decision-making and to uncover drivers of variation in access to medical devices across countries. Furthermore, the translation of the results and recommendations stemming from research projects into health technology assessment practices needs to be strengthened. The European Union (EU) project COMED aimed to address these gaps by improving existing research and developing new research streams on the methods for evaluation and diffusion of medical devices. The project also intended to provide directly applicable policy advice and tools to inform decision-making, with the aim of impacting public health in the EU. This Health Economics Supplement, together with references of other published outputs of the project, is intended to be the main source for researchers and policy makers seeking information on the COMED project.


Subject(s)
Delivery of Health Care , Technology Assessment, Biomedical , Economics, Medical , Europe , European Union , Humans , Technology Assessment, Biomedical/methods
16.
Health Econ ; 31 Suppl 1: 157-178, 2022 09.
Article in English | MEDLINE | ID: mdl-36030527

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.


Subject(s)
Drug-Eluting Stents , Drug-Eluting Stents/adverse effects , Germany , Humans , Italy , Stents/adverse effects , Treatment Outcome
17.
Gesundheitswesen ; 84(11): 1059-1066, 2022 Nov.
Article in German | MEDLINE | ID: mdl-35738300

ABSTRACT

BACKGROUND: Nudges offer a wide range of options for protecting health in everyday life that supplements traditional public health measures. Against this background, we conducted initial investigations on the effectiveness and ethical aspects of different nudges for promoting self-management of patients with diabetes mellitus type 2 in the context of Disease Management Programs (DMPs). METHODS: The ethical assessment of the nudges was done within the systematic framework of Marckmann et al. (2015) for public health ethics. The existing evidence on the effectiveness of nudges was summarised by means of a narrative literature review. RESULTS: Target agreements with implementation plans, reminder, feedback reports, shared appointments of patients with physicians, peer mentoring, and behavior contracts are nudging interventions with moderate interference with personal rights and relatively unproblematic ethical requirements, which have demonstrated effectiveness in different contexts. Default enrollment for patient training courses, involvement of partners, confrontation with social norms, and shocking pictures may be effective as well; however, they interfere more deeply with the freedom and privacy of patients and, therefore, are bound to stronger ethical requirements and restrictions. The evidence base is still insufficient, especially for social support measures by relatives and peers. CONCLUSIONS: Nudging offers a wide range of targeted interventions for supporting self-management of patients with chronic diseases, the potential of which has not yet been fully realized. Particularly promising interventions should be tested in pilot studies for their acceptance, effectiveness and cost-effectiveness in the context of DMPs.


Subject(s)
Diabetes Mellitus, Type 2 , Self-Management , Humans , Germany , Choice Behavior , Chronic Disease , Diabetes Mellitus, Type 2/therapy
19.
PLoS One ; 17(5): e0267952, 2022.
Article in English | MEDLINE | ID: mdl-35551546

ABSTRACT

INTRODUCTION: Chronic obstructive pulmonary disease (COPD) affects more than 6 million people in Germany. Monitoring the vital parameters of COPD patients remotely through telemonitoring may help doctors and patients prevent and treat acute exacerbations of COPD, improving patients' quality of life and saving costs for the statutory health insurance system. OBJECTIVE: To evaluate the effects from October 2012 until December 2015 of a structured home telemonitoring program implemented by a statutory health insurer in Germany. METHODS: We conducted a retrospective cohort study using administrative data. After building a balanced control group using Entropy Balancing, we calculated difference-in-difference estimators to account for time-invariant heterogeneity. We estimated differences in mortality rates using Cox regression and conducted subgroup and sensitivity analyses to check the robustness of the base case results. We observed each patient in the program for up to 3 years depending on his or her time of enrolment. RESULTS: Among patients in the telemonitoring cohort, we observed significantly higher inpatient costs due to COPD (€524.2, p<0,05; €434.6, p<0.05) and outpatient costs (102.5, p<0.01; 78.8 p<0.05) during the first two years of the program. Additional cost categories were significantly increased during the first year of telemonitoring. We also observed a significantly higher number of drug prescriptions during all three years of the observation period (2.0500, p < 0.05; 0.7260, p < 0.05; 3.3170, p < 0.01) and a higher number of outpatient contacts during the first two years (0.945, p<0.01, 0.683, p<0.05). Furthermore, we found significantly improved survival rates for participants in the telemonitoring program (HR 0.68, p<0.001). CONCLUSION: On one hand, telemonitoring was associated with higher health care expenditures, especially in the first year of the program. For example, we were able to identify a statistically significant increase in inpatient costs due to COPD, outpatient contacts and drug prescriptions among individuals participating in the telemonitoring program. On the other hand, the telemonitoring program was accompanied by a survival benefit, which might be related to higher adherence rates, more intense treatment, or an improved understanding of COPD among these patients.


Subject(s)
Pulmonary Disease, Chronic Obstructive , Telemedicine , Female , Germany/epidemiology , Humans , Male , Quality of Life , Retrospective Studies , Telemedicine/methods
20.
Health Econ ; 31 Suppl 1: 135-156, 2022 09.
Article in English | MEDLINE | ID: mdl-35398955

ABSTRACT

Variation in healthcare utilization has been discussed extensively, with many studies showing that variation exists, but fewer studies investigating the underlying factors. In our study, we used a logistic multilevel-model at the patient, hospital, and regional levels to investigate (i) the levels to which variation could be attributed and (ii) the hospital and regional factors associated with treatment decisions. To do so, we used hospital discharge records for the years 2012-2016 in Germany and Italy and for 2014-2016 in the Netherlands combined with hospital and regional characteristics in nine case studies. We used a theoretical framework to categorize these case studies into effective, preference-sensitive, and supply-sensitive care. Our results suggest that most variation in the treatment decision can be attributed to the hospital level (e.g., case volume), whereas only a minor part is explained by regional characteristics. Italy had the highest share attributable to the regional level, whereas the Netherlands had the lowest. We observed less variation for procedures in the effective-care category compared to the preference- and supply-sensitive categories. Although our results were heterogeneous, we identified patterns in line with the theoretical framework for treatment categories, underlining the need to address variation differently depending on the category in question.


Subject(s)
Delivery of Health Care , Patient Discharge , Germany , Humans , Italy , Netherlands
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