ArticleScientific reports2023
Frailty detection among primary care older patients through the Primary Care Frailty Index (PC-FI).
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers.
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Who cites it
30 citing papers in PubMed.
- Pragmatic cluster-randomised trial of a multidomain intervention to prevent hospital-acquired disability: the OPTIMAge-IT study protocol.BMC geriatrics · 2026Trial
- Protocol: a Comprehensive Approach to Reduce Elderly functional decline in Diabetes: the CARED study.BMC geriatrics · 2025Trial
- Association between clinical frailty and multidrug-resistant positive cultures in hospitalized older adults.Internal and emergency medicine · 2026Article
- Frailty may confound the association between MASLD and cardiovascular mortality in people with cardiometabolic risk factors.Cardiovascular diabetology · 2026Article
- Comparing geriatric assessment tools for predicting negative health outcomes in older adults.BMC medicine · 2026Article
- Association of the Primary Care Frailty Index with Postoperative Outcomes in Older Patients Undergoing Major Gastrointestinal Oncologic Surgery: A Retrospective Cohort Study.Journal of clinical medicine · 2026Article
- Recurrence or persistence of atrial fibrillation is associated with frailty and adverse outcomes: the SAGE-AF cohort study.BMC geriatrics · 2026Article
- FI-CGA and eFI-CGA in Frailty Care: a Scoping Review.Canadian geriatrics journal : CGJ · 2026Review
- Dietitians as System Builders: Advancing Equity, Sustainability and Health in Community Nutrition and Primary Care.Journal of human nutrition and dietetics : the official journal of the British Dietetic Association · 2026Article
- Regional and Socioeconomic Disparities in Frailty Across Tasmania: Evidence From Island Study Linking Ageing and Neurodegenerative Disease.Australasian journal on ageing · 2026Article
- The evolution toward integrated community health care for older people in Italy.Aging clinical and experimental research · 2025Review
- Italian intersocietal recommendations for restructuring the diagnostic-therapeutic pathway for the implementation and appropriate use of anti-amyloid monoclonal antibodies in Alzheimer's disease.Neurological sciences : official journal of the Italian Neurological Society and of the Italian Society of Clinical Neurophysiology · 2025Review
- Observational
- Factors associated with hospitalization from a geriatric short-stay unit (OBI-GER): a retrospective cohort study.Aging clinical and experimental research · 2025Article
- Effect of infections, DNA methylation and telomere length on frailty trajectories in hospitalized older patients: the INFRAGEN study protocol.BMC geriatrics · 2025Observational
- Can laboratory test-based frailty indices contribute to frailty screening in emergency departments?Age and ageing · 2025Article
- Frailty indices based on routinely collected data: a scoping review.The Journal of frailty & aging · 2025Article
- Frailty, comorbidity, and multimorbidity and their relation with medications adherence in primary care older adults.European geriatric medicine · 2025Observational
- Enhancing in-hospital mortality prediction in older patients with sepsis: the role of frailty indices and multidrug-resistance status in non-ICU wards-a proof-of-concept study.Aging clinical and experimental research · 2025Article
- Predictors of 15-year transitions across living and care settings in a population of Swedish older adults.Age and ageing · 2025Article
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Authors and funding
12 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
The prompt identification of frailty in primary care is the first step to offer personalized care to older individuals. We aimed to detect and quantify frailty among primary care older patients, by developing and validating a primary care frailty index (PC-FI) based on routinely collected health records and providing sex-specific frailty charts. The PC-FI was developed using data from 308,280 primary care patients ≥ 60 years old part of the Health Search Database (HSD) in Italy (baseline 2013-2019) and validated in the Swedish National Study on Aging and Care in Kungsholmen (SNAC-K; baseline 2001-2004), a well-characterized population-based cohort including 3363 individuals ≥ 60 years old. Potential health deficits part of the PC-FI were identified through ICD-9, ATC, and exemption codes and selected through an optimization algorithm (i.e., genetic algorithm), using all-cause mortality as the main outcome for the PC-FI development. The PC-FI association at 1, 3 and 5 years, and discriminative ability for mortality and hospitalization were tested in Cox models. The convergent validity with frailty-related measures was verified in SNAC-K. The following cut-offs were used to define absent, mild, moderate and severe frailty: < 0.07, 0.07-0.14, 0.14-0.21, and ≥ 0.21. Mean age of HSD and SNAC-K participants was 71.0 years (55.4% females). The PC-FI included 25 health deficits and showed an independent association with mortality (hazard ratio range 2.03-2.27; p < 0.05) and hospitalization (hazard ratio range 1.25-1.64; p < 0.05) and a fair-to-good discriminative ability (c-statistics range 0.74-0.84 for mortality and 0.59-0.69 for hospitalization). In HSD 34.2%, 10.9% and 3.8% were deemed mildly, moderately, and severely frail, respectively. In the SNAC-K cohort, the associations between PC-FI and mortality and hospitalization were stronger than in the HSD and PC-FI scores were associated with physical frailty (odds ratio 4.25 for each 0.1 increase; p < 0.05; area under the curve 0.84), poor physical performance, disability, injurious falls, and dementia. Almost 15% of primary care patients ≥ 60 years old are affected by moderate or severe frailty in Italy. We propose a reliable, automated, and easily implementable frailty index that can be used to screen the primary care population for frailty.
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