ArticleBMC geriatrics2023
Predicting mortality in patients diagnosed with advanced dementia presenting at an acute care hospital: the PROgnostic Model for Advanced DEmentia (PRO-MADE).
Article in BMC geriatrics, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers, 1 of them a synthesis that pooled it.
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Who cites it
9 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Determining six-month prognosis among people with dementia living in care homes: a systematic review of prognostic tools.Age and ageing · 2026Pooled it
- "Triggering the palliative intent"?: A qualitative implementation evaluation of a prognostication model for advanced dementia (PRO-MADE) in a geriatric tertiary care setting for the integration of early palliative care.BMC palliative care · 2026Article
- Serum vitamin B12 levels and 90-day outcomes in hospitalized patients with dementia: A cohort study.Medicine · 2026Article
- Differences in survival and healthcare utilization amongst nursing home residents with advanced dementia and frailty compared to other end-of-life conditions: a retrospective cohort study.BMC palliative care · 2025Article
- Prognostic predictors of mortality among individuals with advanced dementia residing in nursing homes: a prospective cohort study.BMC geriatrics · 2025Article
- Mortality and its predictors among people with dementia receiving psychiatric in-patient care.BJPsych open · 2025Article
- Implementing a transmural model of early palliative care in advanced dementia: the use of a hybrid effectiveness-implementation study design.BMC geriatrics · 2025Article
- Two-Year Mortality and Prognostic Factors in Sepsis: A Prospective Cohort Study of 714 Danish Emergency Department Patients.Clinical epidemiology · 2025Article
- In-Hospital Mortality in Patients with and without Dementia across Age Groups, Clinical Departments, and Primary Admission Diagnoses.Brain sciences · 2024Article
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8 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundChallenges in prognosticating patients diagnosed with advanced dementia (AD) hinders timely referrals to palliative care. We aim to develop and validate a prognostic model to predict one-year all-cause mortality (ACM) in patients with AD presenting at an acute care hospital.
methodsThis retrospective cohort study utilised administrative and clinical data from Tan Tock Seng Hospital (TTSH). Patients admitted to TTSH between 1st July 2016 and 31st October 2017 and identified to have AD were included. The primary outcome was ACM within one-year of AD diagnosis. Multivariable logistic regression was used. The PROgnostic Model for Advanced Dementia (PRO-MADE) was internally validated using a bootstrap resampling of 1000 replications and externally validated on a more recent cohort of AD patients. The model was evaluated for overall predictive accuracy (Nagelkerke's R
resultsA total of 1,077 patients with a mean age of 85 (SD: 7.7) years old were included, and 318 (29.5%) patients died within one-year of AD diagnosis. Predictors of one-year ACM were age > 85 years (OR:1.87; 95%CI:1.36 to 2.56), male gender (OR:1.62; 95%CI:1.18 to 2.22), presence of pneumonia (OR:1.75; 95%CI:1.25 to 2.45), pressure ulcers (OR:2.60; 95%CI:1.57 to 4.31), dysphagia (OR:1.53; 95%CI:1.11 to 2.11), Charlson Comorbidity Index ≥ 8 (OR:1.39; 95%CI:1.01 to 1.90), functional dependency in ≥ 4 activities of daily living (OR: 1.82; 95%CI:1.32 to 2.53), abnormal urea (OR:2.16; 95%CI:1.58 to 2.95) and abnormal albumin (OR:3.68; 95%CI:2.07 to 6.54) values. Internal validation results for optimism-adjusted Nagelkerke's R
conclusionThe PRO-MADE attained good discrimination and calibration properties. Used synergistically with a clinician's judgement, this model can identify AD patients who are at high-risk of one-year ACM to facilitate timely referrals to palliative care.
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