Evidence map›Paper›PMID 34649526›Full record

ArticleBMC geriatrics2021

Predicting unplanned hospital visits in older home care recipients: a cross-country external validation study.

Jet H Klunder, Veronique Bordonis, Martijn W Heymans, Henriëtte G van der Roest, Anja Declercq, Jan H Smit, Vjenka Garms-Homolova, Pálmi V Jónsson, Harriet Finne-Soveri, Graziano Onder and 3 more

Abstract read
In one paragraph

Article in BMC geriatrics, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
  2. Predicting unplanned admissions to hospital in older adults using routinely recorded general practice data: development and validation of a prediction model.The British journal of general practice : the journal of the Royal College of General Practitioners · 2024
    Article
  3. Article
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Jet H KlunderDepartment of General Practice, Amsterdam University Medical Center, Vrije Universiteit, Amsterdam, The Netherlands. j.h.klunder@amsterdamumc.nl.
Veronique BordonisDepartment of General Practice, Amsterdam University Medical Center, Vrije Universiteit, Amsterdam, The Netherlands.
Martijn W HeymansDepartment of Epidemiology and Data Science, Amsterdam University Medical Center, Vrije Universiteit, Amsterdam, The Netherlands.
Henriëtte G van der RoestDepartment on Aging, Netherlands Institute of Mental Health and Addiction (Trimbos Institute), Utrecht, The Netherlands.
Anja DeclercqCenter for Care Research & Consultancy (LUCAS) & Center for Sociological Research (CESO), KU Leuven, Leuven, Belgium.
Jan H SmitDepartment of Psychiatry, Amsterdam Public Health Research Institute, Amsterdam University Medical Center, Vrije Universiteit, Amsterdam, The Netherlands.
Vjenka Garms-HomolovaDepartment of Economics and Law, HTW Berlin University of Applied Sciences, Berlin, Germany.
Pálmi V JónssonDepartment of Geriatrics, Landspitali University Hospital and Faculty of Medicine, University of Iceland, Reykjavík, Iceland.
Harriet Finne-SoveriDepartment of Wellbeing, National Institute for Health and Wellbeing, Helsinki, Finland.
Graziano OnderDepartment of Cardiovascular, Endocrine-Metabolic Diseases and Aging, Istituto Superiore di Sanità, Rome, Italy.
Karlijn J JolingDepartment of Medicine for Older People, Amsterdam University Medical Center, Vrije Universiteit, Amsterdam, The Netherlands.
Otto R MaarsinghDepartment of General Practice, Amsterdam University Medical Center, Vrije Universiteit, Amsterdam, The Netherlands.
Hein P J van HoutDepartment of General Practice, Amsterdam University Medical Center, Vrije Universiteit, Amsterdam, The Netherlands.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundAccurate identification of older persons at risk of unplanned hospital visits can facilitate preventive interventions. Several risk scores have been developed to identify older adults at risk of unplanned hospital visits. It is unclear whether risk scores developed in one country, perform as well in another. This study validates seven risk scores to predict unplanned hospital admissions and emergency department (ED) visits in older home care recipients from six countries.

methodsWe used the IBenC sample (n = 2446), a cohort of older home care recipients from six countries (Belgium, Finland, Germany, Iceland, Italy and The Netherlands) to validate four specific risk scores (DIVERT, CARS, EARLI and previous acute admissions) and three frailty indicators (CHESS, Fried Frailty Criteria and Frailty Index). Outcome measures were unplanned hospital admissions, ED visits or any unplanned hospital visits after 6 months. Missing data were handled by multiple imputation. Performance was determined by assessing calibration and discrimination (area under receiver operating characteristic curve (AUC)).

resultsRisk score performance varied across countries. In Iceland, for any unplanned hospital visits DIVERT and CARS reached a fair predictive value (AUC 0.74 [0.68-0.80] and AUC 0.74 [0.67-0.80]), respectively). In Finland, DIVERT had fair performance predicting ED visits (AUC 0.72 [0.67-0.77]) and any unplanned hospital visits (AUC 0.73 [0.67-0.77]). In other countries, AUCs did not exceed 0.70.

conclusionsGeographical validation of risk scores predicting unplanned hospital visits in home care recipients showed substantial variations of poor to fair performance across countries. Unplanned hospital visits seem considerably dependent on healthcare context. Therefore, risk scores should be validated regionally before applied to practice. Future studies should focus on identification of more discriminative predictors in order to develop more accurate risk scores.

Indexed as

FrailtyHome Care ServicesAgedAged, 80 and overEmergency Service, HospitalHospitalsHumansRisk FactorsEmergency department visitsGeographical validationHome careRisk prediction modelsUnplanned hospitalizations

Identifiers

PMID34649526
PMCPMC8515741

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.