ArticleJournal of the American Geriatrics Society2022
Predictors of 1-year drug-related admissions in older multimorbid hospitalized adults.
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.
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Who cites it
10 citing papers in PubMed, 1 synthesis or guideline pooled it, 12 citations in OpenAlex.
- The effects of diuretic deprescribing in adult patients: A systematic review to inform an evidence-based diuretic deprescribing guideline.British journal of clinical pharmacology · 2025Pooled it
- Predicting anemia treatment outcomes in maintenance hemodialysis patients using multiple machine learning models.BMC medical informatics and decision making · 2026Article
- A nomogram for predicting the risk of bronchopulmonary dysplasia in preterm infants: a prospective multicenter study.Frontiers in pediatrics · 2026Article
- Less Is More: Optimized pharmacotherapy with improved coNtinuity of CarE in hospitaLized oLder peOple (LIMONCELLO): study protocol of a cluster randomized controlled trial.BMC geriatrics · 2025Article
- Criteria pharmacists use to refer patients to a post discharge pharmacist review clinic.Exploratory research in clinical and social pharmacy · 2025Article
- Association Between Hyponatremia and Mortality and Readmission in Multimorbid Older Adults-A Cohort Study.Journal of clinical medicine · 2025Article
- Development a predictive nomogram for spontaneous pleurodesis in patients with non-small cell lung cancer and malignant pleural effusion.Journal of thoracic disease · 2025Article
- The association between medication use and health-related quality of life in multimorbid older patients with polypharmacy.European geriatric medicine · 2024Article
- A nomogram to predict the risk of death during hospitalization in Chinese neonates with respiratory failure.Heliyon · 2024Article
- Predictors of 1-year drug-related admissions in older multimorbid hospitalized adults.Journal of the American Geriatrics Society · 2022Article
Corrections and comments
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Authors and funding
10 authors at 6 institutions in 5 countries.
Funding
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.
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