ArticlePloS one2016
Short Term Survival after Admission for Heart Failure in Sweden: Applying Multilevel Analyses of Discriminatory Accuracy to Evaluate Institutional Performance.
Article in PloS one, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 12 papers.
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Who cites it
12 citing papers in PubMed.
- Comparing Hospital Efficiency: An Illustrative Study of Knee and Hip Replacement Surgeries in Spain.International journal of environmental research and public health · 2023Article
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- Hospital differences in mortality rates after hip fracture surgery in Denmark.Clinical epidemiology · 2019Article
- Albuminuria measurement in diabetic care: a multilevel analysis measuring the influence of accreditation on institutional performance.BMJ open quality · 2019Article
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- Chronic Obstructive Pulmonary Disease in Sweden: An intersectional multilevel analysis of individual heterogeneity and discriminatory accuracy.SSM - population health · 2018Article
- Quality and technical efficiency do not evolve hand in hand in Spanish hospitals: Observational study with administrative data.PloS one · 2018Observational
- Intermediate and advanced topics in multilevel logistic regression analysis.Statistics in medicine · 2017Article
- The median hazard ratio: a useful measure of variance and general contextual effects in multilevel survival analysis.Statistics in medicine · 2017Article
- Article
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4 authors.
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Abstract
backgroundHospital performance is frequently evaluated by analyzing differences between hospital averages in some quality indicators. The results are often expressed as quality charts of hospital variance (e.g., league tables, funnel plots). However, those analyses seldom consider patients heterogeneity around averages, which is of fundamental relevance for a correct evaluation. Therefore, we apply an innovative methodology based on measures of components of variance and discriminatory accuracy to analyze 30-day mortality after hospital discharge with a diagnosis of Heart Failure (HF) in Sweden.
methodsWe analyzed 36,943 patients aged 45-80 treated in 565 wards at 71 hospitals during 2007-2009. We applied single and multilevel logistic regression analyses to calculate the odds ratios and the area under the receiver-operating characteristic (AUC). We evaluated general hospital and ward effects by quantifying the intra-class correlation coefficient (ICC) and the increment in the AUC obtained by adding random effects in a multilevel regression analysis (MLRA). Finally, the Odds Ratios (ORs) for specific ward and hospital characteristics were interpreted jointly with the proportional change in variance (PCV) and the proportion of ORs in the opposite direction (POOR).
findingsOverall, the average 30-day mortality was 9%. Using only patient information on age and previous hospitalizations for different diseases we obtained an AUC = 0.727. This value was almost unchanged when adding sex, country of birth as well as hospitals and wards levels. Average mortality was higher in small wards and municipal hospitals but the POOR values were 15% and 16% respectively.
conclusionsSwedish wards and hospitals in general performed homogeneously well, resulting in a low 30-day mortality rate after HF. In our study, knowledge on a patient's previous hospitalizations was the best predictor of 30-day mortality, and this information did not improve by knowing the sex and country of birth of the patient or where the patient was treated.
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