Racial and ethnic disparities in benefits eligibility and spending among adults on the autism spectrum: A cohort study using the Medicare Medicaid Linked Enrollees Analytic Data Source.

BACKGROUND: Research on children and youth on the autism spectrum reveal racial and ethnic disparities in access to healthcare and utilization, but there is less research to understand how disparities persist as autistic adults age. We need to understand racial-ethnic inequities in obtaining eligibility for Medicare and/or Medicaid coverage, as well as inequities in spending for autistic enrollees under these public programs. METHODS: We conducted a cross-sectional cohort study of U.S. publicly-insured adults on the autism spectrum using 2012 Medicare-Medicaid Linked Enrollee Analytic Data Source (n = 172,071). We evaluated differences in race-ethnicity by eligibility (Medicare-only, Medicaid-only, Dual-Eligible) and spending. FINDINGS: The majority of white adults (49.87%) were full-dual eligible for both Medicare and Medicaid. In contrast, only 37.53% of Black, 34.65% Asian/Pacific Islander, and 35.94% of Hispanic beneficiaries were full-dual eligible for Medicare and Medicare, with most only eligible for state-funded Medicaid. Adjusted logistic models controlling for gender, intellectual disability status, costly chronic condition, rural status, county median income, and geographic region of residence revealed that Black beneficiaries were significantly less likely than white beneficiaries to be dual-eligible across all ages. Across these three beneficiary types, total spending exceeded $10 billion. Annual total expenditures median expenditures for full-dual and Medicaid-only eligible beneficiaries were higher among white beneficiaries as compared with Black beneficiaries. CONCLUSIONS: Public health insurance in the U.S. including Medicare and Medicaid aim to reduce inequities in access to healthcare that might exist due to disability, income, or old age. In contrast to these ideals, our study reveals that racial-ethnic minority autistic adults who were eligible for public insurance across all U.S. states in 2012 experience disparities in eligibility for specific programs and spending. We call for further evaluation of system supports that promote clear pathways to disability and public health insurance among those with lifelong developmental disabilities.

Disparities in Secure Messaging Uptake Between Patients and Physicians: Longitudinal Analysis of Two National Cross-Sectional Surveys.

BACKGROUND: Emails securely exchanged between patients and clinicians offer the promise of improved access to care and indirectly improved health outcomes. Yet research to date is mixed on who-among both patients and clinicians-is using secure messaging. OBJECTIVE: Using data from two large nationally representative cross-sectional surveys, this study aimed to compare the prevalence of secure messaging use among patients and their access to the functionality through their physicians, and to explore the clinical practice and physician characteristics and patient sociodemographic characteristics associated with the use of secure messaging. METHODS: We conducted regression analyses to identity statistical associations between self-reported secure messaging use and access, and the patient, practice, and physician characteristics from the National Health Interview Survey (NHIS) and the National Ambulatory Medical Care Survey (NAMCS). The NHIS data collected between 2013 and 2018, with approximately 150,000 adult individuals, were used to evaluate patient characteristics associated with email communication with clinicians. The NAMCS data included 7340 physicians who reported on secure messaging use between 2013 and 2016 and provided context on physician specialty, use of certified health information technology (IT), and practice size and ownership associated with secure messaging access and use. RESULTS: By 2016, two-thirds of ambulatory care visits were conducted by a physician who reported using secure messaging, up from 40.70% in 2013. The percentage of US residents who reported sending an email to their clinician, however, only increased from 7.22% to 16.67% between 2013 and 2018. We observed a strong positive association between certified health IT use and secure messaging use (odds ratio [OR] 11.46, 95% CI 7.55-17.39). Individuals who were black, had lower levels of education, had Medicaid or other public payer insurance, or those who were uninsured had reduced odds for using email to communicate with clinicians. No differences were observed in secure messaging use based on physician specialty, but significant differences were observed by practice size (OR 0.46, 95% CI 0.35-0.60 in solo practices vs nonsolo practices) and practice ownership (P<.001 for the different categories). CONCLUSIONS: This study is the first to use two large nationally representative surveys to produce longitudinal estimates on the access and use of patient-clinician email communication in the United States. The survey findings complement each other: one provides the patient perspective of their use and the other indicates potential patient access to secure messaging based on the use of the functionality by the physicians providing treatment. This study provides nationally representative data on the characteristics of patients and physicians who have access to and are using secure messaging. This information can be used to target interventions to promote adoption and use of secure messaging.

Needling Policy Makers and Sharpening the Debate: Do Syringe Exchange Programs Improve Health at the Population Level?

CONTEXT: In the midst of the current opioid epidemic, states have selected differing legislative routes implementing pathways to ensure access to clean needles and syringes. OBJECTIVE: To determine whether states that implemented laws supporting syringe exchange programs (SEPs) had reductions in transmission rates of hepatitis B, hepatitis C, and HIV infection compared with states without such laws. DESIGN AND SETTING: Utilizing a longitudinal panel design, we determined the legal status of SEPs in each state for years 1983-2016. Disease transmission rates for this period were estimated via a simple Poisson regression, with transmitted cases as the dependent variable, law categories as the predictor variables, and the log of state population as the exposure. The mean number of incident cases per state-year was also calculated. PARTICIPANTS: US states were utilized as the unit of analysis. RESULTS: Hepatitis B and hepatitis C mean transmission rate per 100 000 population declined in states with local ordinances/decriminalized statutes and legalized SEPs (hepatitis B: 71% and 81%, respectively, differences P < .001; hepatitis C: 8% and 38%, respectively, differences P < .001). Reductions in mean incident cases per state-year mirrored these findings. HIV infection among injection drug users yielded inconsistent results. CONCLUSIONS: Hepatitis B and hepatitis C transmission were reduced at the population level in states with SEP laws in a pattern reflecting the degree of legal intervention. HIV infection, based upon a smaller data set, showed a mixed impact. POLICY IMPLICATIONS: The results show promise that SEPs have population-level effects on disease transmission. States lacking SEPs should reconsider current policies.

Suicidal Ideation and Self-inflicted Injury in Medicare Enrolled Autistic Adults With and Without Co-occurring Intellectual Disability.

Suicidality is significantly more common in autistic adults than the general population, yet the factors that increase risk for suicidality among autistic adults remain largely unknown. We identified characteristics associated with suicidal ideation and suicide attempts/self-inflicted injury in a U.S. national sample of Medicare-enrolled autistic adults. We conducted a case-control study of autistic adults aged 18-59 years (n = 21,792). Younger age, white race, depression disorders, and psychiatric healthcare utilization were associated with increased odds of suicidal ideation and suicide attempts. Co-occurring intellectual disability was associated with significantly greater odds of a suicide attempt, but lower odds of suicidal ideation. Findings underscore the need for improved methods to identify ideation prior to attempt among adults with autism and intellectual disability.

Case Identification and Characterization of Autistic Young Adults in 2010 Medicare Fee-for-Service Claims.

Background: Medicare is a public insurer for whom many autistic adults are eligible in the United States, but little is known about autistic beneficiaries who are covered. A challenge in using claim data is identification of autism spectrum disorder (ASD) cases to ensure accurate characterization. Some work suggests that relying on one claim could identify probable ASD, although other works indicate that two claims are necessary for case identification. The purpose of the current study was to describe the sample of Medicare young adult beneficiaries, and determine whether using a 1+ versus 2+ claim case identification resulted in similar interpretation of sample demographic characteristics and primary care utilization patterns in Medicare professional service claims. Methods: We used Medicare Limited Data Sets (2008-2010) claims. After ASD case identification using ICD-9-CM (299.xx), 527 unique beneficiaries in the last claim year of 2010 professional service file were identified as having at least one claim of ASD. Of these, 69% (n = 364) had two or more claims. Proportions and zero-inflated negative binomial regression were used to examine differences in demographic characteristics and primary care utilization and costs for the 1+ and 2+ samples. Results: Medicare claims contain a sample of autistic adults with expected demographics identified in historic prevalence cohorts. No differences in age, gender, race/ethnicity, Hispanic status, or dual-eligibility months or Adjusted Clinical Groups (ACG)® concurrent risk scores were identified between the 1+ and 2+ samples. No difference was found in the overall estimation of primary care use or costs between the 1+ and 2+ samples based on Zellner's seemingly unrelated regression methods. Conclusions: This study is the first to describe a national sample of Medicare-insured autistic adults. We found that using a 1+ case identification results in a sample that is demographically similar to a 2+ claim sample, and produces similar estimates of utilization as a 2+ claim sample.

Prevalence of Multiple Chronic Conditions Among Older Adults in Florida and the United States: Comparative Analysis of the OneFlorida Data Trust and National Inpatient Sample.

BACKGROUND: Older patients with multiple chronic conditions are often faced with increased health care needs and subsequent higher medical costs, posing significant financial burden to patients, their caregivers, and the health care system. The increasing adoption of electronic health record systems and the proliferation of clinical data offer new opportunities for prevalence studies and for population health assessment. The last few years have witnessed an increasing number of clinical research networks focused on building large collections of clinical data from electronic health records and claims to make it easier and less costly to conduct clinical research. OBJECTIVE: The aim of this study was to compare the prevalence of common chronic conditions and multiple chronic conditions in older adults between Florida and the United States using data from the OneFlorida Clinical Research Consortium and the Healthcare Cost and Utilization Project (HCUP) National Inpatient Sample (NIS). METHODS: We first analyzed the basic demographic characteristics of the older adults in 3 datasets-the 2013 OneFlorida data, the 2013 HCUP NIS data, and the combined 2012 to 2016 OneFlorida data. Then we analyzed the prevalence of each of the 25 chronic conditions in each of the 3 datasets. We stratified the analysis of older adults with hypertension, the most prevalent condition. Additionally, we examined trends (ie, overall trends and then by age, race, and gender) in the prevalence of discharge records representing multiple chronic conditions over time for the OneFlorida (2012-2016) and HCUP NIS cohorts (2003-2013). RESULTS: The rankings of the top 10 prevalent conditions are the same across the OneFlorida and HCUP NIS datasets. The most prevalent multiple chronic conditions of 2 conditions among the 3 datasets were-hyperlipidemia and hypertension; hypertension and ischemic heart disease; diabetes and hypertension; chronic kidney disease and hypertension; anemia and hypertension; and hyperlipidemia and ischemic heart disease. We observed increasing trends in multiple chronic conditions in both data sources. CONCLUSIONS: The results showed that chronic conditions and multiple chronic conditions are prevalent in older adults across Florida and the United States. Even though slight differences were observed, the similar estimates of prevalence of chronic conditions and multiple chronic conditions across OneFlorida and HCUP NIS suggested that clinical research data networks such as OneFlorida, built from heterogeneous data sources, can provide rich data resources for conducting large-scale secondary data analyses.

Therapy access among children with autism spectrum disorder, cerebral palsy, and attention-deficit-hyperactivity disorder: a population-based study.

AIM: This study examined cross-sectional population-based rates in reported need and unmet need for occupational, physical, and speech therapy services in children with autism spectrum disorder (ASD) compared with children with attention-deficit-hyperactivity disorder (ADHD) and cerebral palsy (CP). METHOD: The 2005-2006 and 2009-2010 (USA) National Survey of Children with Special Health Care data sets were used to compare therapy need and unmet need among children younger than 18 years with ASD (n=5178), ADHD (n=20 566), and CP (n=1183). Bivariate approaches and multivariate logistic regression using imputed data were used to identify associations between child and family characteristics, and access to therapy services. RESULTS: After adjusting for other variables, children with ASD had a significantly greater likelihood of having an unmet therapy need compared with children with ADHD (odds ratio [OR] 1.66, 95% confidence interval [CI] 1.36-2.03), but a similar unmet need as children with CP (OR 1.30, 95% CI 0.97-1.74). Factors associated with unmet need included survey year, younger child age, no health insurance, and increased functional and behavioral difficulties. INTERPRETATION: Children in our sample had greater unmet therapy needs in 2009 than in 2005. Caregiver-reported reasons for unmet need included cost and school resources. Research examining future trends in therapy access are warranted for children with ASD and CP. WHAT THIS PAPER ADDS: Children with complex diagnoses of autism spectrum disorder and cerebral palsy had reported unmet need for therapy services. High costs of therapy were the primary reported reason contributing to reduced access among children.

Differences in Perceived Need for Medical, Therapeutic, and Family Support Services Among Children With ASD.

OBJECTIVE: Identifying racial and ethnic differences in perceived need for treatment among families of children with autism spectrum disorder (ASD) will improve understanding of disparities in care seeking. We described racial and ethnic differences in perceived need for services that children with ASD and their families frequently use. METHODS: We conducted bivariate analyses of racial and ethnic categories and perceived need for 6 common services used by children with ASD as found in the 2005 to 2006 (n = 2123) and the 2009 to 2010 (n = 3055) National Survey of Children With Special Health Care Needs data sets. Multivariate logistic regressions within concatenated data sets were conducted to examine associations between racial and ethnic category and perceived service needs while controlling for predisposing, enabling, and child factors. RESULTS: Compared with caregivers of white non-Hispanic children with ASD, caregivers of Hispanic children reported less need for prescription medications in adjusted multivariate analyses. Caregivers of black non-Hispanic children with ASD reported less need for prescription medications and for child and family mental health services than caregivers of white non-Hispanic children. Both English-speaking Hispanic caregivers and black non-Hispanic caregivers reported greater need for occupational, speech, and physical therapy than white non-Hispanic caregivers. No racial or ethnic differences were found in perceived need for specialty medical care or respite care. CONCLUSIONS: Caregivers of children with ASD from different racial and ethnic backgrounds may differentially perceive need for different types of care. Their perceptions may in turn affect how they prioritize and seek care, independent of their child's specific needs.

Unmet Need for Therapy Among Children with Autism Spectrum Disorder: Results from the 2005-2006 and 2009-2010 National Survey of Children with Special Health Care Needs.

OBJECTIVES: We examined population-based trends in unmet need for therapy service in children with autism spectrum disorder (ASD) compared to other children with special health care needs (CSHCN), and identified factors associated with unmet need for therapy. METHODS: A pooled cross-sectional comparison of the 2005-2006 and 2009-2010 waves of the National Survey for Children with Special Health Care Needs (NS-CSHCN) was used. Weighted bivariate analyses were used to compare children ages 3-17 years with ASD (n = 5113) to other CSHCN (n = 71,294) on unmet need for therapy services. Survey weighted multivariate models were used to examine child, family, and contextual characteristics associated with unmet need. RESULTS: A greater percentage of children with ASD across both surveys were reported to need therapy than other children with CSHCN. Among children with a reported need, children with ASD were 1.4 times more likely to report an unmet need for therapy compared to other CSHCN (OR 1.42, 95 % CI 1.18-1.71). Variables significantly associated with unmet need for therapy services included not receiving a well-child visit in the past year (OR 5.81, CI 3.83-8.81), surveyed in 2009 (OR 1.42, CI 1.18-1.71), child being female (OR 1.27, CI 1.05-1.53), uninsured (OR 1.72, CI 1.15-2.56), and having greater functional limitation (OR 2.44, CI 1.80-3.34). CONCLUSIONS FOR PRACTICE: Children with ASD require supportive services such as occupational, physical, and speech therapy but are less likely to receive such services than other CSHCN. Receiving a well-child visit in the past year was strongly associated with receipt of needed therapy services.

Evaluating Emergency Department Asthma Management Practices in Florida Hospitals.

OBJECTIVE: To assess gaps in emergency department (ED) asthma management at Florida hospitals. DESIGN: Survey instrument with open- and closed-ended questions. Topics included availability of specific asthma management modalities, compliance with national guidelines, employment of specialized asthma care personnel, and efforts toward performance improvement. SETTING: Emergency departments at 10 large hospitals in the state of Florida. PARTICIPANTS: Clinical care providers and health administrators from participating hospitals. MAIN OUTCOME MEASURES: Compliance with national asthma care guideline standards, provision of specific recommended treatment modalities and resources, employment of specialized asthma care personnel, and engagement in performance improvement efforts. RESULTS: Our results suggest inconsistency among sampled Florida hospitals' adherence to national standards for treatment of asthma in EDs. Several hospitals were refining their emergency care protocols to incorporate guideline recommendations. Despite a lack of formal ED protocols in some hospitals, adherence to national guidelines for emergency care nonetheless remained robust for patient education and medication prescribing, but it was weaker for formal care planning and medical follow-up. CONCLUSIONS: Identified deficiencies in emergency asthma care present a number of opportunities for strategic mitigation of identified gaps. We conclude with suggestions to help Florida hospitals achieve success with ED asthma care reform. Team-based learning activities may offer an optimal strategy for sharing and implementing best practices.

Delivery system characteristics and their association with quality and costs of care: implications for accountable care organizations.

BACKGROUND: Implementation of accountable care organizations (ACOs) is currently underway, but there is limited empirical evidence on the merits of the ACO model. PURPOSE: The aim was to study the associations between delivery system characteristics and ACO competencies, including centralization strategies to manage organizations, hospital integration with physicians and outpatient facilities, health information technology, infrastructure to monitor community health and report quality, and risk-adjusted 30-day all-cause mortality and case-mixed-adjusted inpatient costs for the Medicare population. METHODOLOGY: Panel data (2006-2009) were assembled from Florida and multiple sources: inpatient hospital discharge, vital statistics, the American Hospital Association, the Healthcare Information and Management Systems Society, and other databases. We applied a panel study design, controlling for hospital and market characteristics. PRINCIPAL FINDINGS: Hospitals that were in centralized health systems or became more centralized over the study period had significantly larger reductions in mortality compared with hospitals that remained freestanding. Surprisingly, tightly integrated hospital-physician arrangements were associated with increased mortality; as such, hospitals may wish to proceed cautiously when developing specific types of alignment with local physician organizations. We observed no statistically significant differences in the growth rate of costs across hospitals in any of the health systems studied relative to freestanding hospitals. Although we observed quality improvement in some organizational types, these outcome improvements were not coupled with the additional desired objective of lower cost growth. This implies that additional changes not present during our study period, potentially changes in provider payment approaches, are essential for achieving the ACO objectives of higher quality of care at lower costs. PRACTICE IMPLICATIONS: Provider organizations implementing ACOs should consider centralizing service delivery as a viable strategy to improve quality of care, although the strategy did not result in lower cost growth.

Examination of hospital characteristics and patient quality outcomes using four inpatient quality indicators and 30-day all-cause mortality.

The study objective was to examine hospital mortality outcomes and structure using 2008 patient-level discharges from general community hospitals. Discharges from Florida administrative files were merged to the state mortality registry. A cross-sectional analysis of inpatient mortality was conducted using Inpatient Quality Indicators (IQIs) for acute myocardial infarction (AMI), congestive heart failure (CHF), stroke, pneumonia, and all-payer 30-day postdischarge mortality. Structural characteristics included bed size, volume, ownership, teaching status, and system affiliation. Outcomes were risk adjusted using 3M APR-DRG. Volume was inversely correlated with AMI, CHF, stroke, and 30-day mortality. Similarities and differences in the direction and magnitude of the relationship of structural characteristics to 30-day postdischarge and IQI mortality measures were observed. Hospital volume was inversely correlated with inpatient mortality outcomes. Other hospital characteristics were associated with some mortality outcomes. Further study is needed to understand the relationship between 30-day postdischarge mortality and hospital quality.

Characteristics of all, occasional, and frequent emergency department visits due to ambulatory care-sensitive conditions in Florida.

We studied characteristics of all, occasional, and frequent emergency department (ED) visits due to ambulatory care-sensitive conditions (ACSCs). We used a cross-sectional, split-sample design with multivariate logistic regressions using encounter-level, all-payer ED data from all Florida hospitals for the year of 2005. We evaluated associations of key patient characteristics, characteristics of ED utilization, and availability of primary care physicians in the area, with ED visits for ACSCs. We concluded that factors associated with ED use for ACSCs were similar for occasional and frequent ED users. Therefore, universal strategies for reduction of ED overutilization by increasing access to, timeliness, and quality of primary care for all patients likely to experience ACSCs should be used.

Nursing home safety: does financial performance matter?

OBJECTIVES: This study examines the relationship between financial performance and selected safety measures of nursing homes in the State of Florida. METHODS: We used descriptive analysis on a total sample of 1,197. Safety information was from the Online Survey, Certification and Reporting (OSCAR) data of 2003 to 2005, while the financial performance measures were from the Medicare cost reports of 2002 to 2004. Finally, we examined the most frequently cited deficiencies as well as the relationship between financial performance and quality indicators. RESULTS: Nursing homes in the bottom quartile of financial performance perform poorly on most resident-safety measures of care; however, nursing homes in the top two financial categories also experienced a higher number of deficiencies. Nursing homes in the next to lowest quartile of financial performance category best perform on most of these safety measures. CONCLUSIONS: The results reinforce the need to monitor nursing home quality and resident safety in US nursing homes, especially among facilities with poor overall financial performance.

Malpractice paid losses and financial performance of nursing homes.

BACKGROUND: Florida's nursing home industry has experienced significant financial pressure over the past decade. One of the primary reasons is the dramatic increase in litigation activity for nursing home providers claiming negligent care and abuse. Although anecdotal reports indicate a higher cost because of malpractice in nursing facilities, few studies have examined the extent of malpractice paid losses and their effect on the financial performance of nursing homes. PURPOSE: The purpose of this study was to examine the impact of malpractice paid losses on the financial performance of nursing homes. METHODOLOGY/APPROACH: Medicare Cost Report data and Online Survey, Certification, and Reporting data for Florida skilled nursing facilities over the 6-year period from 2001 to 2006 were used to calculate the malpractice paid losses and the financial performance indicators as well as the nursing home organizational and market factors. Descriptive analysis and multivariate regression analysis were used to examine the effect of paid loss on financial performance. FINDINGS: The paid loss for malpractice claims was strongly associated with financial performance. Nursing facilities with malpractice paid losses had consistently lower total margins over the study period. The threat of nursing home litigation may create an incentive for nursing homes to improve quality of care; however, large paid claims can also force nursing homes into a financial situation where the organization no longer has the resources to improve quality. PRACTICE IMPLICATIONS: Nursing home managers must assess their malpractice litigation risk and identify tactics to mitigate these risks to better provide a safe and secure environment for the older persons. In addition, this research offers support for local, state, and federal policymakers to revisit the issue of malpractice litigation and the nursing home industry through its insight on the relationship of nursing home margins and litigation.

Primary care service areas: a new tool for the evaluation of primary care services.

OBJECTIVE: To develop and characterize utilization-based service areas for the United States which reflect the travel of Medicare beneficiaries to primary care clinicians. DATA SOURCE/STUDY SETTING: The 1996-1997 Part B and 1996 Outpatient File primary care claims for fee-for-service Medicare beneficiaries aged 65 and older. The 1995 Medicaid claims from six states (1995) and commercial claims from Blue Cross Blue Shield of Michigan (1996). STUDY DESIGN: A patient origin study was conducted to assign 1999 U.S. zip codes to Primary Care Service Areas on the basis of the plurality of beneficiaries' preference for primary care clinicians. Adjustments were made to establish geographic contiguity and minimum population and service localization. Generality of areas to younger populations was tested with Medicaid and commercial claims. DATA COLLECTION/EXTRACTION METHODS: Part B primary care claims were selected on the basis of provider specialty, place of service, and CPT code. Selection of Outpatient File claims used provider number, type of facility/service, and revenue center codes. PRINCIPAL FINDINGS: The study delineated 6,102 Primary Care Service Areas with a median population of 17,276 (range 1,005-1,253,240). Overall, 63 percent of the Medicare beneficiaries sought the plurality of their primary care from within area clinicians. Service localization compared to Medicaid (six states) and commercial primary care utilization (Michigan) was comparable but not identical. CONCLUSIONS: Primary Care Service Areas are a new tool for the measurement of primary care resources, utilization, and associated outcomes. Policymakers at all jurisdictional levels as well as researchers will have a standardized system of geographical units through which to assess access to, supply, use, organization, and financing of primary care services.

Sole hospital commitment to health promotion and disease prevention (HPDP) services: does ownership matter?

Hospitals have been increasingly involved in health promotion and disease prevention (HPDP) in the last two decades. Concurrent with this trend, environmental changes and market pressures have resulted in more hospital consolidations and conversions from not-for-profit (NFP) to for-profit (FP) organizations. The emergence of a large number of sole community hospitals has attracted the attention of policy-makers and community stakeholders because sole community hospitals have more power in the local market and may discontinue unprofitable services to pursue profit maximization. This may be especially true when the sole hospital is a FP organization. On the other hand, sole community hospitals are confronted with a variety of expectations to offer community-oriented services that promote community population health, regardless of ownership. There is relatively little literature that has attempted to examine the behavior of sole community hospitals. This study depicts the profile of sole hospitals' involvement in HPDP services and estimates the possible influence of community constituencies on hospitals with respect to their providing community-oriented services. The results indicate that typically, when there is only one hospital in the community, hospital ownership has no significant influence on hospital HPDP services than their NPD counterparts. Implications for policy-makers and health care leaders are also discussed.