Evidence map›Paper›PMID 35064571›Full record

ArticleJournal of the American Geriatrics Society2022

Predictors of 1-year drug-related admissions in older multimorbid hospitalized adults.

Carole E Aubert, Nicolas Rodondi, Seraina Netzer, Olivia Dalleur, Anne Spinewine, Clara Drenth-van Maanen, Wilma Knol, Denis O'Mahony, Drahomir Aujesky, Jacques Donzé

Open access · hybridAbstract readMulticenter Study
In one paragraph

Article in Journal of the American Geriatrics Society, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed, 1 pooled it
1.6field-weighted citation impact, top 20% of its field
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

10 citing papers in PubMed, 1 synthesis or guideline pooled it, 12 citations in OpenAlex.

  1. Pooled it
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  5. Criteria pharmacists use to refer patients to a post discharge pharmacist review clinic.Exploratory research in clinical and social pharmacy · 2025
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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

10 authors at 6 institutions in 5 countries.

Carole E AubertDepartment of General Internal Medicine, Bern University Hospital, Inselspital, University of Bern, Bern, Switzerland.ORCID 0000-0001-8325-8784
Nicolas RodondiDepartment of General Internal Medicine, Bern University Hospital, Inselspital, University of Bern, Bern, Switzerland.
Seraina NetzerDepartment of General Internal Medicine, Bern University Hospital, Inselspital, University of Bern, Bern, Switzerland.
Olivia DalleurClinical Pharmacy Research Group, Université Catholique de Louvain, Louvain Drug Research Institute, Brussels, Belgium.
Anne SpinewineClinical Pharmacy Research Group, Université Catholique de Louvain, Louvain Drug Research Institute, Brussels, Belgium.
Clara Drenth-van MaanenDepartment of Geriatric Medicine and Expertise Centre Pharmacotherapy in Old Persons, University Medical Centre Utrecht, University of Utrecht, Utrecht, The Netherlands.
Wilma KnolDepartment of Geriatric Medicine and Expertise Centre Pharmacotherapy in Old Persons, University Medical Centre Utrecht, University of Utrecht, Utrecht, The Netherlands.
Denis O'MahonyDepartment of Medicine (Geriatrics), University College Cork, Cork, Ireland.
Drahomir AujeskyDepartment of General Internal Medicine, Bern University Hospital, Inselspital, University of Bern, Bern, Switzerland.
Jacques DonzéDepartment of Internal Medicine, Hôpital neuchâtelois, Neuchâtel, Switzerland.
University of Bern · CHUtrecht University · NLBrigham and Women's Hospital · USCliniques Universitaires Saint-Luc · BEUCLouvain · BEUniversity College Cork · IE

Funding

Horizon 2020 Framework Programme 6342388Schweizerischer Nationalfonds zur Forderung der Wissenschaftlichen Forschung 320030_188549Schweizerischer Nationalfonds zur Forderung der Wissenschaftlichen Forschung P2LAP3_184042Swiss National Science FoundationSwiss State Secretariat for Education, Research and Innovation (SERI) 15.0137
6 · The paper itself

Abstract

backgroundIdentifying patients at high risk of drug-related hospital admission (DRA) may help to efficiently target preventive interventions. We developed a score to predict DRAs in older patients with multimorbidity and polypharmacy.

methodsWe used participants from the multicenter European OPERAM trial ("Optimising PharmacothERapy in the Mutlimorbid Elderly"). We assessed the association between easily identifiable predictors and 1-year DRAs by univariable logistic regression. Variables with p-value< 0.20 were taken forward to backward regression. We retained all variables with p < 0.05 in the model. We assessed the C-statistic, calibration (observed/predicted proportions), and overall accuracy (scaled Brier score, <0.25 indicating a useful model) of the score, and internally validated it by tenfold cross-validation.

resultsWithin 1 year, 435/1879 (23.2%) patients (mean age 79.4 years) had a DRA. The score included seven variables: previous hospitalizations, non-elective admission, hypertension, cirrhosis with portal hypertension, chronic kidney disease, diuretic, oral corticosteroid. The C-statistic was 0.64 (95% CI 0.61-0.67). Patients with <1 point had a 12.4% predicted and observed risk of DRA, while those with >3 points had a 40.4% predicted and 38.9% observed risk of DRA. The scaled Brier score was 0.05. Calibration showed an adequate match between predicted and observed proportions.

conclusionComorbidities related to drug metabolism, specific medications, non-elective admission, and a history of hospitalization, were associated with a higher risk of DRA. Awareness of these associations and the score we developed may help identify patients most likely to benefit from preventive interventions.

Indexed as

MultimorbidityPolypharmacyAgedHospitalizationHumansdrug-related admissionolder adultreadmissionscore

Identifiers

PMID35064571
PMCPMC9305949
OpenAlexW4206935494

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.