Identifying clusters of falls-related hospital admissions to inform population targets for prioritising falls prevention programmes
- Authors: Finch, Caroline , Stephan, Karen , Shee, Anna Wong , Hill, Keith , Haines, Terry , Clemson, Lindy , Day, Lesley
- Date: 2015
- Type: Text , Journal article
- Relation: Injury Prevention Vol. 21, no. 4 (2015), p. 254-259
- Relation: http://purl.org/au-research/grants/nhmrc/565900
- Relation: http://purl.org/au-research/grants/nhmrc/1058737
- Relation: http://purl.org/au-research/grants/nhmrc/546282
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- Description: Background: There has been limited research investigating the relationship between injurious falls and hospital resource use. The aims of this study were to identify clusters of community-dwelling older people in the general population who are at increased risk of being admitted to hospital following a fall and how those clusters differed in their use of hospital resources. Methods: Analysis of routinely collected hospital admissions data relating to 45 374 fall-related admissions in Victorian community-dwelling older adults aged ≥65 years that occurred during 2008/2009 to 2010/2011. Fall-related admission episodes were identified based on being admitted from a private residence to hospital with a principal diagnosis of injury (International Classification of Diseases (ICD)-10-AM codes S00 to T75) and having a first external cause of a fall (ICD-10-AM codes W00 to W19). A cluster analysis was performed to identify homogeneous groups using demographic details of patients and information on the presence of comorbidities. Hospital length of stay (LOS) was compared across clusters using competing risks regression. Results: Clusters based on area of residence, demographic factors (age, gender, marital status, country of birth) and the presence of comorbidities were identified. Clusters representing hospitalised fallers with comorbidities were associated with longer LOS compared with other cluster groups. Clusters delineated by demographic factors were also associated with increased LOS. Conclusions: All patients with comorbidity, and older women without comorbidities, stay in hospital longer following a fall and hence consume a disproportionate share of hospital resources. These findings have important implications for the targeting of falls prevention interventions for community-dwelling older people. © 2015, BMJ Publishing Group. All right reserved.
Implementing person-environment approaches to prevent falls: A qualitative inquiry in applying the Westmead approach to occupational therapy home visits
- Authors: Clemson, Lindy , Donaldson, Alex , Hill, Keith , Day, Lesley
- Date: 2014
- Type: Text , Journal article
- Relation: Australian Occupational Therapy Journal Vol. 61, no. 5 (2014), p. 325-334
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- Description: Background/aims: Despite evidence of the effectiveness of home safety interventions for preventing falls, there is limited uptake of such interventions within community services. Therefore, as part of a broader translational project, we explored issues underlying the implementation of an evidence-based home safety fall prevention intervention. Method: We conducted in-depth interviews with eight occupational therapists and two programme coordinators engaged to deliver a home safety fall prevention intervention. Six community health centres within two metropolitan regions of Melbourne, Australia participated. The RE-AIM framework and Diffusion of Innovations theory underpinned the interviews which examine the enablers and barriers to implementing a home safety fall prevention intervention and integrating it into routine community preventive practice. Analysis involved thematic and content analysis. Results: Investment in the home safety for fall prevention intervention was supported and valued by coordinators and therapists alike, and a number of themes emerged which influenced implementation of this intervention. These included issues of: compatibility with organisational processes, individual practitioner practices and skills, a prevention approach, and client expectations; relative advantage in terms of flexibility of the process, client engagement and regional capacity building; complexity of implementing the intervention; and observability related to the invisible nature of fall prevention outcomes. Conclusion: Implementation of this home safety fall prevention intervention was influenced by a range of interrelated organisational, practitioner and client related factors. The findings from this project provide insights into, and opportunities to increase the sustainable implementation of the home safety fall prevention intervention into practice.
The burden of hospitalised fall-related injury in community-dwelling older people in Victoria : A database study
- Authors: Vu, Trang , Day, Lesley , Finch, Caroline
- Date: 2014
- Type: Text , Journal article
- Relation: Australian and New Zealand Journal of Public Health Vol. 38, no. 2 (April 2014), p. 128-133
- Relation: http://purl.org/au-research/grants/nhmrc/565900
- Full Text: false
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- Description: Objective: To estimate the burden of hospitalised fall-related injury in community-dwelling older people in Victoria. Methods: We analysed fall-related, person-identifying hospital discharge data and patient-level hospital treatment costs for community-dwelling older people aged 65+ years from Victoria between 1 July 2005 and 30 June 2008, inclusive. Key outcomes of interest were length of stay (LOS)/episode, cumulative LOS (CLOS)/patient and inpatient costs. Results: The burden of hospitalised fall-related injury in community-dwelling older people aged 65+ years in Victoria was 284,781 hospital bed days in 2005-06, rising to 310,031 hospital bed days in 2007-08. Seventy-one per cent of episodes were multiday. One in 15 acute care episodes was a high LOS outlier and 14% of patients had ≥1 episode classified as high LOS outlier. The median CLOS/patient was nine days (interquartile range 2-27). The annual costs of inpatient care, in June 2009 prices, for fall-related injury in community-dwelling people aged 65+ years in Victoria rose from $213 million in 2005-06 to $237 million in 2007-08. The burden of hospitalised fall-related injury in community-dwelling older women, people aged 85+ years and those with comorbidity was considerable. Conclusions: The burden of hospitalised fall-related injury in community-dwelling older people aged 65+ years in Victoria is significantly more than previously projected. Importantly, this study identifies that women, patients with comorbidity and those aged 85+ years account for a considerable proportion of this burden. Implications: A corresponding increase in falls prevention effort is required to ensure that the burden is properly addressed.
Community-dwelling older people hospitalised for fall-related injury: characterising high length of stay users
- Authors: Vu, Trang , Finch, Caroline , Day, Lesley
- Date: 2012
- Type: Text , Journal article
- Relation: Injury Prevention Vol. 18, no. Supplement 1 (2012), p. A121
- Full Text: false
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- Description: Background: Nearly half to 60% of falls in community-dwelling older people aged 65+ years result in physical injuries and 20%–50% of these require medical attention, including emergency department visit and hospitalisation. Fallers who stay in hospital longer than would be expected based on the primary injury diagnosis create an excess financial burden on the health system and represent a priority target group for fall prevention. Objectives: To identify and characterise high-length-of-stay (HLOS) patients among community-dwelling older people aged 65+ years hospitalised for fall-related injury. Methods: We analysed hospital discharge data from Victoria, Australia, to identify and characterise HLOS patients among community-dwelling older people aged 65+ years hospitalised for fall-related injury. We defined an episode as HLOS if the length of stay (LOS) was more than three times the average LOS for a particular diagnosis-related group. Results: Between 2005/06 and 2007/08 6822 patients (14.2% of the study group of which 73.8% were women) had ≥1 episode classified as HLOS. The HLOS patients accounted for 19.9% of episodes and 39.9% of bed days. HLOS patients were similar to non-HLOS patients in terms of indigenous status, in-hospital mortality and ethnicity. However, HLOS patients were older, less likely to be married, less likely to have hospital insurance and more likely to have comorbidity than non-HLOS patients. Significance/Contribution to the Field: This study identifies priority groups for a targeted prevention approach.
Linked versus unlinked hospital discharge data on hip fractures for estimating incidence and comorbidity profiles
- Authors: Vu, Trang , Day, Lesley , Finch, Caroline
- Date: 2012
- Type: Text , Journal article
- Relation: BMC Medical Research Methodology Vol. 12, no. 113 (2012), p. 1-8
- Relation: http://purl.org/au-research/grants/nhmrc/565900
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- Description: Background: Studies comparing internally linked (person–identifying) and unlinked (episodes of care) hospital discharge data (HDD) on hip fractures have mainly focused on incidence overestimation by unlinked HDD, but little is known about the impact of overestimation on patient profiles such as comorbidity estimates. In view of the continuing use of unlinked HDD in hip fracture research and the desire to apply research results to hip fracture prevention, we concurrently assessed the accuracy of both incidence and comorbidity estimates derived from unlinked HDD compared to those estimated from internally linked HDD. Methods: We analysed unlinked and internally linked HDD between 01 July 2005 and 30 June 2008, inclusive, from Victoria, Australia to estimate the incidence of hospital admission for fall-related hip fracture in community-dwelling older people aged 65+ years and determine the prevalence of comorbidity in patients. Community-dwelling status was defined as living in private residence, supported residential facilities or special accommodation but not in nursing homes. We defined internally linked HDD as the reference standard and calculated measures of accuracy of fall-related hip fracture incidence by unlinked HDD using standard definitions. The extent to which comorbidity prevalence estimates by unlinked HDD differed from those by the reference standard was assessed in absolute terms. Results: The sensitivity and specificity of a standard approach for estimating fall-related hip fracture incidence using unlinked HDD (i.e. omitting records of in-hospital deaths, inter-hospital transfers and readmissions within 30 days of discharge) were 94.4% and 97.5%, respectively. The standard approach and its variants underestimated the prevalence of some comorbidities and altered their ranking. The use of more stringent selection criteria led to major improvements in all measures of accuracy as well as overall and specific comorbidity estimates. Conclusions: This study strongly supports the use of linked rather than unlinked HDD in injury research. In health systems where linked HDD are unavailable, current approaches for identifying incident hip fractures may be enhanced by incorporating additional evidence-based criteria.
A protocol for evidence-based targeting and evaluation of statewide strategies for preventing falls among community-dwelling older people in Victoria, Australia
- Authors: Day, Lesley , Finch, Caroline , Hill, Keith , Haines, Terry , Clemson, Lindy , Thomas, Margaret , Thompson, Catherine
- Date: 2011
- Type: Text , Journal article
- Relation: Injury Prevention Vol. 17, no. 2 (2011), p. 1-8
- Relation: http://purl.org/au-research/grants/nhmrc/565900
- Relation: http://purl.org/au-research/grants/nhmrc/546282
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- Description: Background: Falls are a significant threat to the safety, health and independence of older citizens. Despite the now substantial evidence about effective falls prevention interventions, translation into falls reductions has not yet been fully realised. While the hip fracture rate is decreasing, the number and rate of fall-related hospital admissions among older people is increasing. The challenge now is to deliver the most effective interventions efficiently at a population level, and for these interventions to be taken up by older people. Objective: To support the development, and evaluation of, effective falls prevention policy and practice in the state of Victoria, Australia. Methods: The RE-AIM model (Reach, Efficacy, Adoption, Implementation, Maintenance) was used to identify strategies for an effective programme. Research objectives were developed to support the strategies. These include: (1) identification of subgroups of older people most frequently admitted to hospital for falls; (2) examining the acceptability of established falls interventions; (3) identification of factors that encourage and support relevant lifestyle changes; (4) identifying opportunities to incorporate confirmed interventions in existing programmes and services; (5) developing guidelines for sustainability. The research results will subsequently guide strategy details for the falls prevention plan. RE-AIM will provide the framework for the evaluation structure. Outcome measures: Measures to monitor the implementation of the selected interventions will be determined for each intervention, based on the five key factors of the RE-AIM model. The overall effect of the falls prevention plan will be monitored by time series analysis of fall-related hospital admission rates for community-dwelling older people.
Modelling the population-level impact of tai-chi on falls and fall-related injury among community-dwelling older people
- Authors: Day, Lesley , Finch, Caroline , Harrison, James , Hoareau, Effie , Segal, Leonie , Ullah, Shahid
- Date: 2010
- Type: Text , Journal article
- Relation: Injury Prevention Vol. 16, no. 5 (2010), p. 321-326
- Relation: http://purl.org/au-research/grants/nhmrc/565900
- Full Text: false
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- Description: Objective: To model the population level impact of tai-chi on future rates of falls and fall-related injury in older people as a tool for policy development. Design: An epidemiological and economic model for estimating population-level effectiveness of tai-chi. Setting: Australia, 2009. Patients or subjects: Australian community-dwelling population aged 70+ years, ambulatory and without debilitating conditions or profound visual defects. Intervention: Group-based tai-chi, for 1 h twice weekly for 26 weeks, assuming no sustained effect beyond the intervention period. Main outcome measure: Total falls and fall-related hospitalisation prevented in 2009. Results: Population-wide tai-chi delivery would prevent an estimated 5440 falls and 109 fall-related hospitalisations, resulting in a 0.18% reduction in the fall related hospital admission rate for community-dwelling older people. The gross costs per fall and per fall-related hospital admission prevented were $ A4414 ((sic)3013) and $A220 712 ((sic)150 684), respectively. A total investment of $A24.01 million ((sic)16.39 million), equivalent to 4.2% of the cost of fall-related episodes of hospital care in 2003/4, would be required to provide tai-chi for 31 998 people and achieve this effect. Conclusions: Substantial investment in, and high population uptake of, tai-chi would be required to have a large effect on falls and fall-related hospitalisation rates. Although not accounted for in this study, investment in tai-chi is likely to be associated with additional significant health benefits beyond falls prevention. This approach could be applied to other interventions to assist selection of the most cost effective falls-prevention portfolio for Australia and other countries.
Statistical modelling for falls count data
- Authors: Ullah, Shahid , Finch, Caroline , Day, Lesley
- Date: 2010
- Type: Text , Journal article
- Relation: Accident Analysis and Prevention Vol. 42, no. 2 (2010), p. 384-392
- Relation: http://purl.org/au-research/grants/nhmrc/565900
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- Description: Falls and their injury outcomes have count distributions that are highly skewed toward the right with clumping at zero, posing analytical challenges. Different modelling approaches have been used in the published literature to describe falls count distributions, often without consideration of the underlying statistical and modelling assumptions. This paper compares the use of modified Poisson and negative binomial (NB) models as alternatives to Poisson (P) regression, for the analysis of fall outcome counts. Four different count-based regression models (P, NB, zero-inflated Poisson (ZIP), zero-inflated negative binomial (ZINB)) were each individually fitted to four separate fall count datasets from Australia, New Zealand and United States. The finite mixtures of P and NB regression models were also compared to the standard NB model. Both analytical (F, Vuong and bootstrap tests) and graphical approaches were used to select and compare models. Simulation studies assessed the size and power of each model fit. This study confirms that falls count distributions are over-dispersed, but not dispersed due to excess zero counts or heterogeneous population. Accordingly, the P model generally provided the poorest fit to all datasets. The fit improved significantly with NB and both zero-inflated models. The fit was also improved with the NB model, compared to finite mixtures of both P and NB regression models. Although there was little difference in fit between NB and ZINB models, in the interests of parsimony it is recommended that future studies involving modelling of falls count data routinely use the NB models in preference to the P or ZINB or finite mixture distribution. The fact that these conclusions apply across four separate datasets from four different samples of older people participating in studies of different methodology, adds strength to this general guiding principle. © 2009 Elsevier Ltd. All rights reserved.
Hospital admissions following presentations to emergency departments for a fracture in older people
- Authors: Boufous, Soufiane , Finch, Caroline , Close, Jacqueline , Day, Lesley , Lord, Stephen
- Date: 2007
- Type: Text , Journal article
- Relation: Injury Prevention Vol. 13, no. 3 (2007), p. 211-214
- Full Text: false
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- Description: The aim of this paper is to estimate the proportion of older people who are hospitalised following a presentation to an emergency department for hip, pelvic and wrist fractures. The findings indicate that hospitalisation data do not accurately reflect the incidence of low-trauma fractures, particularly wrist and pelvic fractures, in older people.
- Description: C1
- Description: 2003005768