Overcoming silos in health care systems through meso-level organisations - a case study of health reforms in New South Wales, Australia.

Fragmented care delivery is a barrier to improving health system performance worldwide. Investment in meso-level organisations is a potential strategy to improve health system integration, however, its effectiveness remains unclear. In this paper, we provide an overview of key international and Australian integrated care policies. We then describe Collaborative Commissioning - a novel health reform policy to integrate primary and hospital care sectors in New South Wales (NSW), Australia and provide a case study of a model focussed on older person's care. The policy is theorised to achieve greater integration through improved governance (local stakeholders identifying as part of one health system), service delivery (communities perceive new services as preferable to status quo) and incentives (efficiency gains are reinvested locally with progressively higher value care achieved). If effectively implemented at scale, Collaborative Commissioning has potential to improve health system performance in Australia and will be of relevance to similar reform initiatives in other countries.

Lumos: a statewide linkage programme in Australia integrating general practice data to guide system redesign.

Objective: With ageing of the Australian population, more people are living longer and experiencing chronic or complex health conditions. The challenge is to have information that supports the integration of services across the continuum of settings and providers, to deliver person-centred, seamless, efficient and effective healthcare. However, in Australia, data are typically siloed within health settings, precluding a comprehensive view of patient journeys. Here, we describe the establishment of the Lumos programme-the first statewide linked data asset across primary care and other settings in Australia and evaluate its representativeness to the census population. Methods and analysis: Records extracted from general practices throughout New South Wales (NSW), Australia's most populous state, were linked to patient records from acute and other settings. Innovative privacy and security technologies were employed to facilitate ongoing and regular updates. The marginal demographic distributions of the Lumos cohort were compared with the NSW census population by calculating multiple measures of representation to evaluate its generalisability. Results: The first Lumos programme data extraction linked 1.3 million patients' general practice records to other NSW health system data. This represented 16% of the NSW population. The demographic distribution of patients in Lumos was >95% aligned to that of the NSW population in the calculated measures of representativeness. Conclusion: The Lumos programme delivers an enduring, regularly updated data resource, providing unique insights about statewide, cross-setting healthcare utilisation. General practice patients represented in the Lumos data asset are representative of the NSW population overall. Lumos data can reliably be used to identify at-risk regions and groups, to guide the planning and design of health services and to monitor their impact throughout NSW.

The impact of integrated care for people with chronic conditions on hospital and emergency department utilization: a rapid review.

AIM: Integrated care commonly involves provision of comprehensive community-based care for people with chronic conditions. It is anticipated that implementation of integrated care, with a proactive approach to management of chronic conditions, will reduce reliance on hospital and emergency department (ED) services. The aim of this rapid review was to summarize the best available evidence on the impact of integrated care for patients with chronic conditions on hospital and ED utilization and investigate trends in outcomes over time. METHODS: Given the large body of literature available on this topic, this rapid review considered existing systematic reviews and meta-analyses that included adults with chronic conditions. Any model of integrated care that involved management of patients across the continuum of care, with the aim to provide more care in community settings, was considered for inclusion. A search of PubMed, CINAHL, Google Advanced, and websites of international healthcare provider organizations was conducted to locate relevant published and gray literature. RESULTS: A total of 13 systematic reviews were included. Overall, evidence suggests that integrated care may reduce the risk of hospitalization, with reviews including patients with diverse chronic conditions showing a 19% reduction. Integrated care appears effective in reducing readmissions for patients with heart failure, with an absolute risk reduction of 8% for first and 19% for subsequent rehospitalization. For ED presentations, evidence indicates that integrated care has no effect overall but may reduce ED visits for patients aged 65 years or more. For patients with chronic obstructive pulmonary disease, integrated care was associated with reductions in length of stay ranging from 2.5 to 4 days. Studies with shorter follow-up, from 3 to 12 months, in general appeared to show a greater impact of integrated care than studies with longer follow-up of 18 months or more. CONCLUSION: The evidence identified suggests integrated care generally reduces utilization of hospital services. In some instances, there were no differences observed between integrated care and usual care, but no included reviews reported increased utilization of these services. The impact of integrated care may be greater in the short-term, given the ultimate deterioration associated with advanced chronic disease which may negate any long-term benefits.

Impact Evaluation of a System-Wide Chronic Disease Management Program on Health Service Utilisation: A Propensity-Matched Cohort Study.

BACKGROUND: The New South Wales Health (NSW Health) Chronic Disease Management Program (CDMP) delivers interventions to adults at risk of hospitalisation for five target chronic conditions that respond well to ambulatory care: diabetes, hypertension, chronic obstructive pulmonary disease, congestive heart failure, and coronary artery disease. The intervention consists of two main components: (1) care coordination across sectors (acute, ambulatory, and community care from both public and private sectors) and clinical specialties, facilitated by program care coordinators, and (2) health coaching including management of lifestyle risk factors and medications and self-management. These components were broadly prescribed by the head office of NSW Health, which funded the program, and were implemented by regional health services (local health districts) in ways that best suited their own history, environment, workforce, and patient need. We used a propensity-matched cohort study to evaluate health service utilisation after enrolment in the CDMP. METHODS AND FINDINGS: The evaluation cohort included 41,303 CDMP participants enrolled between 1 January 2011 and 31 December 2013 who experienced at least one hospital admission or emergency department (ED) presentation for a target condition in the 12 mo preceding enrolment. Potential controls were selected from patients not enrolled in the CDMP but experiencing at least one hospital admission or ED presentation over the same period. Each CDMP patient in the evaluation cohort was matched to one control using 1:1 propensity score matching. The primary outcome was avoidable hospitalisations. Secondary outcomes included avoidable readmissions, avoidable bed days, unplanned hospitalisations, unplanned readmissions, unplanned bed days, ED presentations, and all-cause death. The primary analysis consisted of 30,057 CDMP participants and 30,057 matched controls with a median follow-up of 15 mo. Of those, 25,638 (85.3%) and 25,597 (85.2%) were alive by the end of follow-up in the CDMP and control groups, respectively. Baseline characteristics (including history of health service utilisation) were well balanced between the matched groups. In both groups, utilisation peaked just before the time of enrolment/matching, declined sharply immediately following enrolment, and then continued to decrease more gradually; however, after enrolment, avoidable and unplanned health service utilisation remained higher for CDMP participants compared to controls. The adjusted yearly rate of avoidable hospital admissions was 0.57 (95% CI 0.52 to 0.62) in the CDMP group versus 0.33 (95% CI 0.31 to 0.37) in the control group (adjusted rate ratio 1.70, 95% CI 1.62 to 1.79, p < 0.001). Significant increases in service utilisation were also observed for unplanned hospitalisations (1.42, 95% CI 1.37 to 1.47, p < 0.001) and ED presentations (1.37, 95% CI 1.32 to 1.42, p < 0.001) as well as avoidable (2.00, 95% CI 1.80 to 2.22, p < 0.001) and unplanned (1.51, 95% CI 1.40 to 1.62, p < 0.001) readmissions and avoidable (1.70, 95% CI 1.59 to 1.82, p < 0.001) and unplanned (1.43, 95% CI 1.36 to 1.49, p < 0.001) bed days. No evidence of a difference was seen for all-cause death (adjusted risk ratio 0.96, 95% CI 0.96 to 1.01, p = 0.10) or non-avoidable hospitalisations (all hospitalisations minus avoidable hospitalisations; adjusted rate ratio 1.03, 95% CI 0.97 to 1.10, p = 0.26). Despite the robustness of these results to sensitivity analyses, in the absence of a randomised control group, one cannot exclude the possibility of residual or unmeasured confounding that was not controlled for by the matching process and multivariable analyses. CONCLUSIONS: Participation in the CDMP was associated with an increase in avoidable hospital admissions compared to matched controls but no difference in the rate of other types of hospitalisation or death. A possible explanation is that the program identified conditions that required participants to be hospitalised. Service utilisation decreased sharply following its peak for both groups. This finding reflects the natural tendency for high-risk patients to show reductions in use following intense phases of service utilisation and highlights that, despite the additional complexity, a carefully selected control group is essential when assessing the effectiveness of interventions on hospital use.

Course of recovery for whiplash associated disorders in a compensation setting.

CONTEXT: The detailed course of recovery following compensable whiplash associated disorders (WAD) is not well understood. Some people recover within months and others report symptoms for extended periods. Recent research identified distinct recovery pathways. Identifying recovery pathways for people with this condition in compensable settings could assist clinical and claim management. STUDY OBJECTIVE: This study aimed to identify recovery trajectories based on disability, pain catastrophising and mental health and, secondly, to examine developmental linkages between the trajectories. STUDY DESIGN: A cohort of 246 people with compensable WAD were followed for 24 months after a motor vehicle related injury. OUTCOME MEASURES: Functional Rating Index (FRI), Pain Catastrophising Scale (PCS) and the SF36 Mental Component Score (SF 36 MCS). METHOD: Group-based trajectory analytical techniques were used to identify distinct post-injury profiles. Multinominal logistic regression modelling identified factors associated with membership of different trajectories. RESULTS: 246 people were enrolled a median of 72 days after injury. Three trajectories were identified for the measures used and their prevalences, respectively, were: for disability (FRI) they were mild (47%), moderate (31%), and severe (22%); for pain catastrophising (PCS) they were non-catastrophisers (55%), moderate-low catastrophisers (32%) and clinically significant catastrophisers (13%); and, for mental health (SF36 MCS) they were good mental health (40%), moderately low mental health (42%) and severely low mental health (18%). All groups showed no further recovery beyond 12 months after injury. The significant baseline predictors of the severe disability trajectory were: lower (that means worse) bodily pain scores (SF 36 BPS) (p≤0.01); high pain catastrophising (p≤0.01); and, self-reported fair or poor general health (p=0.03). Conditional probabilities for group membership showed that the three trajectories for both PCS and FRI were linked. Dual membership was high for the mild disability and mild pain catastrophising trajectories and, for the severe disability and clinically significant pain catastrophising trajectories. CONCLUSIONS: There is a strong and plausible association between severe disability, clinical levels of pain catastrophising and low mental health. Claimants can be identified at claim notification based on three estimated recovery trajectories. Claim and clinical interventions can be targeted to the profile within each recovery trajectory.

Associations with duration of compensation following whiplash sustained in a motor vehicle crash.

CONTEXT: Continued exposure to compensation systems has been reported as deleterious to the health of participants. Understanding the associations with time to claim closure could allow for targeted interventions aimed at minimising the time participants are exposed to the compensation system. STUDY OBJECTIVE: To identify the associations of extended time receiving compensation benefits with the aim of developing a prognostic model that predicts time to claim closure. STUDY DESIGN: Prospective cohort study in people with whiplash associated disorder. OUTCOME MEASURES: Time to claim closure, in a privately underwritten fault based third party traffic crash insurance scheme in New South Wales, Australia. METHOD: Cox proportional hazard regression modelling. RESULTS: Of the 246 participants, 25% remained in the compensation system longer than 24 months with 15% remaining longer than three years. Higher initial disability (Functional Rating Index≥25 at baseline) (HRR: 95% CI, 1.916: 1.324-2.774, p<0.001); and lower initial mental health as measured by SF-36 Mental Component Score (HRR: 95% CI, 0.973: 0.960-0.987, p<0.001) were significantly and independently associated with an increased time-to-claim closure. Shorter time to claim closure was associated with having no legal involvement (HRR: 95% CI, 1.911: 1.169-3.123, p=0.009); and, not having a prior claim for compensation (HRR: 95% CI, 1.523: 1.062-2.198, p=0.022). CONCLUSIONS: Health and insurance related factors are independently associated with time to claim closure. Both factors need to be considered by insurers in their assessment of complexity of claims. Interventions aimed at minimising the impact of these factors could reduce claimants' exposure to the compensation system. In turn insurers can potentially reduce claims duration and cost, while improving the health outcomes of claimants.

Associations with legal representation in a compensation setting 12 months after injury.

CONTEXT: Many people with Whiplash Associated Disorder (WAD) seek treatment though a compensation system where factors such as legal involvement have been reported as having a negative impact on recovery outcomes. OBJECTIVE: To compare those with and without legal involvement in their compensation claim, and identify associations with legal involvement at 12 months post injury; and longer term disability. STUDY DESIGN: Inception cohort study. PARTICIPANTS: 246 people with WAD compensation claim. OUTCOME MEASURES: Legal involvement and Functional Rating Index at 12 months post injury. METHODS: Participants were recruited from an insurance database. Baseline health (Functional Rating Index, Pain Catastrophising Scale and SF-36), socio-economic, work capacity, and claims data were collected within three months of injury and 12 months. Logistic regression models were used to identify associations with legal involvement at 12 months; and disability (FRI) at 12 months. RESULTS: At baseline 246 participants were enrolled into the study in a median 72 days post injury. At 12 months post injury 52 (25%) had engaged a lawyer. The significant independent associations with legal involvement at 12 months were higher levels of initial disability, work disability, speaking a language other than English at home and lower levels of mental health. Specifically, the odds of lawyer involvement at 12 months post injury was 4.9 times greater for those with work disability; 2.3 times greater for those who spoke a language other than English at home. In terms of health, they had poorer mental health and for every 10 unit increase in the baseline FRI score the odds of having lawyer involvement increased by 38%. DISABILITY: at 12 months (FRI) was significantly independently associated with, PCS-helplessness (p<0.001), age (p<0.001) and prior claim (p=0.001). CONCLUSION: This study suggests the people with lawyer involvement in their claim 12 months after injury have socio-economic disadvantage, have had a prior claim and a worse baseline health profile compared to those without a lawyer. Understanding this profile could allow for improved claims processes and targeted interventions to assist this group through any perceived complexities in the system and address the underlying reasons for lawyer participation within compensation schemes.

Identifying predictors of early non-recovery in a compensation setting: The Whiplash Outcome Study.

CONTEXT: People with Whiplash Associated Disorder (WAD) often experience pain and disability for extended periods of time. A large proportion of these people will seek treatment through a compensation process. Rarely is data related to people's health collected within the compensation process making it difficult to identify those that are at risk of delayed recovery and appropriately direct interventions. STUDY OBJECTIVE: To compare people with WAD who have recovered with those that have not, within 3 months of injury and identify potential predictors of poorer health and non-recovery to inform claim screening processes. STUDY DESIGN: Cross-sectional analysis of a cohort study. PARTICIPANTS: People who sustained a WAD and claimed compensation within an Australian Motor Accidents Compensation Scheme between November 2007 and June 2009. MEASURE OF RECOVERY: Functional Rating Index (FRI) score (25). HEALTH OUTCOME MEASURES: Short Form 36 (SF36), FRI, and the Pain Catastrophising Scale (PCS). METHODS: 246 people who had lodged a claim for compensation were enrolled in the Whiplash Outcome Study within 3 months of sustaining a WAD injury. Participants were assigned to a recovered or non recovered group and analysed for differences between the two groups. Multiple linear regression models were used to identify potential predictors of poorer health and non-recovery. RESULTS: Overall 23% of the study population had recovered within 3 months of sustaining a WAD, whilst only 9% had finalised their insurance claim. The recovered group had significantly better scores on all health outcome measures; SF36 Physical Component Score, SF36 Mental Component Score and the PCS(p < 0.001). The significant independent predictors of poorer health and non-recovery were helplessness(p < 0.001), older age (p < 0.001) and pre-injury work status being affected (p < 0.001) (r(2) = .624).Regardless of the health outcome measure used, helplessness was significantly associated with poorer reported health. CONCLUSION: Including additional information at claim notification, specifically the PCS and information on the effect the injury has on the working population could significantly improve claim screening processes, identifying those with poorer health and risk of non-recovery.

Surveillance of working conditions and the work environment: development of a national hazard surveillance tool in New Zealand.

OBJECTIVES: Changes to work and the impact of these changes on worker health and safety have been significant. A core surveillance data set is needed to understand the impact of working conditions and work environments. Yet, there is little harmony amongst international surveys and a critical lack of guidance identifying the best directions for surveillance efforts. This paper describes the establishment of an instrument suitable for use as a hazard surveillance tool for New Zealand workers. METHODS: An iterative process of critical review was undertaken to create a dimensional framework and select specific measures from existing instruments. Pilot testing to ascertain participant acceptability of the questions was undertaken. RESULTS: The final questionnaire includes measures of socio-demographic characteristics, occupational history, work organisation, physicochemical, ergonomic and psychosocial hazards. Outcome measures were also included. CONCLUSION: A robust New Zealand hazard surveillance questionnaire comprehensively covering the key measures of work organisation and work environments that impact upon worker health and safety outcomes was developed. Recommended measures of work organisation, work environment and health outcomes that should be captured in work environment surveillance are made.

Legislative change is associated with improved health status in people with whiplash.

STUDY DESIGN: Interrupted time series. OBJECTIVE: To assess whether a change in legislation improved health status and quality of life for people with whiplash. SUMMARY OF BACKGROUND DATA: Whiplash was the most prevalent injury in a compulsory, fault based, third party motor vehicle insurance scheme in New South Wales, Australia. Legislative change removed financial compensation for "pain and suffering" for whiplash, introduced clinical practice guidelines for its treatment; and changed regulations to permit earlier acceptance of compensation claims, and earlier access to treatment, for all types of injury. METHODS: Three independent groups of people with whiplash were identified from insurance data (before legislative change--the 1999 group and, after legislative change--the 2001 and 2003 groups). Health status was assessed 2 years after injury by a telephone interviewer blinded to the study hypotheses. The main outcome measure was disability, as assessed by the Functional Rating Index (FRI). Pain and health-related quality of life was also assessed. RESULTS: The mean FRI at 2 years after injury was 38.0% (SE, 1.9) for the 1999 group, 31.8% (SE, 2.1) for the 2001 group, and 30.1% (SE, 1.8) for the 2003 group (F = 5.0, P = 0.007). Improvement in secondary outcomes, including pain, also occurred. CONCLUSION: Health status of people with whiplash improved after legislative change. Design of compensation schemes should be undertaken with the understanding that the scheme structure may have substantial effects on the long-term health of injured people.

Implementing chronic disease self-management in community settings: lessons from Australian demonstration projects.

The evaluation of the Sharing Health Care Initiative addressed the translation of different models of chronic disease self-management into health and community service contexts in Australia. Across seven projects, four intervention models were adopted: (1) the Stanford Chronic Disease Self Management course; (2) generic disease management planning, training and support; (3) tailored disease management planning, training and support, and; (4) telephone coaching. Targeted recruitment through support groups and patient lists was most successful for reaching high-needs clients. Projects with well developed organisational structures and health system networks demonstrated more effective implementation. Engagement of GPs in recruitment and client support was limited. Future self-management programs will require flexible delivery methods in the primary health care setting, involving practice nurses or the equivalent. After 12 months there was little evidence of potential sustainability, although structures such as consumer resource centres and client support clubs were established in some locations. Only one project was able to use Medicare chronic disease-related items to integrate self-management support into routine general practice. Participants in all projects showed improvements in self-management practices, but those receiving Model 3, flexible and tailored support, and Model 4, telephone coaching, reported the greatest benefits.

Work-related bystander deaths in New Zealand: a significant hidden problem.

OBJECTIVES: To estimate the extent of bystander work-related traffic fatal injury for New Zealand as well as the contribution of all bystander events to the total burden of work-related fatal traffic injury and work-related fatal injury in general. METHODS: Potential cases were identified from national administrative databases. The circumstances of the deaths in each incident were reviewed directly from coronial files to determine work-relatedness. RESULTS: For 1985-1998 we identified 1447 people whose death was associated with another person's work activity on a public road and who were not working at the time. This compares with 241 "working" and 192 "commuting" deaths on a public road for the same period. Bystanders thus represented approximately 75% of the work-related fatal traffic crash injury problem. We estimate that (on average) approximately 115 bystanders were killed each year and this represents approximately 52% of the total work-related fatality problem. CONCLUSIONS: Work-related bystander deaths are a major contributor to work-related injury in New Zealand, the majority occurring in the context of road traffic crashes. These deaths deserve more attention than they have received to date.

Work-related fatal traffic crashes in New Zealand: 1985-1998.

AIM: To identify and describe all work-related traffic fatalities in New Zealand between 1985 and 1998 inclusive. METHODS: Potential cases were identified from databases held by three national agencies. The circumstances of the deaths in each fatal incident were reviewed directly from coronial files to determine work-relatedness. RESULTS: The rate of work-related fatal injury involving vehicles on a public road was 2.01 per 100,000 workers per year. The rate for worker deaths was 1.11 and that for commuting deaths was 0.89 per 100,000 workers per year. CONCLUSIONS: There is a substantial number of work-related crash fatalities each year and these represent a sizeable portion of the total burden of work-related fatalities.

Obtaining health information from farmers: interviews versus postal questionnaires in a New Zealand case study.

PURPOSE: To compare the effectiveness of interviewer-led and postal surveys in gathering adequate health data for occupational health programmes among farmers. METHODS: Two cross-sectional studies of farmers from southern New Zealand were conducted. Farms were randomly selected from the public land valuation roll and all farmers and farm workers invited to participate in the farmers' health study. First, 477 farms were invited to participate in an interviewer administered questionnaire and health check; and second, a further 432 farms were selected and invited to participate in a self-administered postal survey. Both groups completed the same questionnaire. RESULTS: The response for the interviewer-led and postal surveys was 65.4 % and 51.6 % respectively. The 2 groups differed demographically, with fewer young farm workers in the postal survey, but were similar in all areas of health information collected, except that men in the interviewer-led survey were significantly more likely to have a psychological disturbance than men in the postal survey (chi ( 2 ) =5.06, df=1, p=0.024). CONCLUSIONS: Despite the interviewer-led survey having a higher response rate, the postal survey produced similar health data, which is adequate for planning occupational health programmes for farmers. Extra effort should be made to recruit younger farm workers in future research.

The New Zealand child work-related fatal injury study: 1985-1998.

AIMS: To estimate the numbers and rates of work-related fatal injury for children under the age of 15 years. METHODS: Potential cases of work-related injury deaths of persons aged <15 years of age were identified from the national electronic mortality data-files for the period 1985-1998 inclusive. The circumstances of the death in each fatality incident were reviewed directly from coronial files to determine work-relatedness. RESULTS: A total of 87 workplace work-related fatalities were identified. The vast majority of children identified were fatally injured while a bystander to another person's work. Workplace bystander involvement was found to vary by age, with the majority of workers identified aged 10-14 years old. With a third of all fatalities, the agricultural industry was the most common industry for workplace work-related fatalities in children. In the period 1985-94, children <15 years of age were found to account for 46% of New Zealand's total workplace bystander deaths. CONCLUSIONS: Children contribute significantly to the overall burden of work-related fatal injury in New Zealand, especially as bystanders to other people's work. The high contribution to bystander deaths by children aged <15 years suggests that hazard control in certain work settings is lacking.

Assessing the classification of work-relatedness of fatal incidents: a comparison between Australia, New Zealand and the United States.

As part of a larger study comparing work-related fatal injury of workers in Australia, New Zealand and the United States, an assessment was made of the similarities and differences between the three countries in identifying fatal incidents as work-related or not. The researchers in each country independently classified 333 brief scenarios, describing a variety of fatal incidents, into one of nine categories related to work: worker, bystander, commuter, volunteer, student, suicide, other, unknown and none of the above. Complete agreement with the classification was moderate (62%), but agreement when classifying scenarios as working, not working or unknown was much higher (full agreement for 80% of scenarios; Kappa = 0.71). Only 5% of scenarios were classified differently by all three countries. Other main findings of the study were that there is variation between countries in the interpretation of what is and what is not work-related, and variation in the amount or type of information required to make a definitive classification. Common circumstances described in the scenarios for which there was some disagreement in classification included domestic violence incidents at work, volunteer workers, business trips, social functions connected to work, hobby farmers and some possible bystander incidents that occurred on farms or on the road. The results suggest that, even without the use of standard definitions, comparisons between the datasets of the countries involved in this study can be made with reasonable confidence. However, they also emphasise the importance of minimising ambiguity in the definitions used, and of understanding the manner in which the definitions are applied, when comparing results between studies.

A survey of forest workers in New Zealand. Do hours of work, rest, and recovery play a role in accidents and injury?

PROBLEM: A number of structural and organizational changes have occurred recently within the New Zealand Forestry Industry, with concerns being raised about the impact of these changes on the forestry worker in terms of fatigue, sleepiness, and compromised safety. This study explored the relationship of fatigue, and some of its key determinants, with accidents and injuries in a group of forestry industry workers in New Zealand. METHOD: A total of 367 forestry workers responded to a self-administered questionnaire. RESULTS: Fatigue was found to be commonly experienced at work in the forest, with 78% of workers reporting that they experienced fatigue at least "sometimes." This study found that certain groups of workers reported long working hours, reduced sleep, compromised recovery time, and intensely paced work. The results of logistic regression analysis showed that recent sleep, number of breaks taken during the workday, and specific job/tasks were independently associated with reporting of high fatigue levels at work. Near-miss injury events were significantly more common among those reporting a high level of fatigue at work. Accidents and lost-time injury were associated with length of time at work, ethnicity, and having had near-miss injury events. DISCUSSION: Together, these results suggest that fatigue and aspects of work organization, which are likely to be fatiguing, may be associated with compromised safety for forest workers. IMPACT ON INDUSTRY: With an already slim margin of error present in forest operations, an impairment due to increased fatigue may constitute a significant risk factor for accidents and injuries in this workforce. The results indicate the need for further examination of shift and workload management among forestry workers, as well as a role for improving industry awareness about the causes and consequences of fatigue.