Skip Navigation LinksHome > December 2013 - Volume 55 - Issue > From Worker Health to Citizen Health: Moving Upstream
Journal of Occupational & Environmental Medicine:
doi: 10.1097/JOM.0000000000000033
Reviews

From Worker Health to Citizen Health: Moving Upstream

Sepulveda, Martin-Jose MD

Free Access
Article Outline
Collapse Box

Author Information

From the Health Systems and Policy Research—Watson Laboratory, IBM Corporation, Southbury, Conn.

Address correspondence to: Martin-J. Sepulveda, MD, IBM Corporation, 150 Kettletown Road, Southbury, CT 06488 (mjs851@us.ibm.com).

Conflict of interest: None.

Sources of funding: None.

Other sources of support: None.

Collapse Box

Abstract

New rapid growth economies, urbanization, health systems crises, and “big data” are causing fundamental changes in social structures and systems, including health. These forces for change have significant consequences for occupational and environmental medicine and will challenge the specialty to think beyond workers and workplaces as the principal locus of innovation for health and performance. These trends are placing great emphasis on upstream strategies for addressing the complex systems dynamics of the social determinants of health. The need to engage systems in communities for healthier workforces is a shift in orientation from worker and workplace centric to citizen and community centric. This change for occupational and environmental medicine requires extending systems approaches in the workplace to communities that are systems of systems and that require different skills, data, tools, and partnerships.

Occupational and environmental medicine is based on a population health and environmental paradigm of using data for understanding patterns and distributions and for predicting exposures, risks, and outcomes. During the last century, major changes in materials (eg, chemicals, radiation), people (eg, demographics, skills), processes (eg, assembly line, automation), laws (eg, child labor, work hours, safety), and science and technologies (eg, electrification, transportation, communications, and computing) altered the nature of work on multiple occasions.1,2 These transformations expanded the opportunity for occupational and environmental medicine to perform new services with added value to workers and employers beyond providing acute medical care for workplace injuries and diseases (Fig. 1). New services included improved approaches to prevention of occupational morbidity and mortality such as training, exposure monitoring and control, risk assessment, screening, wellness and behavioral health interventions, disability management, and rigorous health and safety management systems. More recently, longitudinal data collection on occupational and environmental exposures, economic and population health data, and analytics are identifying new opportunities to support prevention, environmentally sustainable operations, and returns on investments in health and safety.3

Figure 1
Figure 1
Image Tools

The purpose of this commentary is to explore a subset of major disruptive forces for change and discuss how these may influence the practice of occupational and environmental medicine and perhaps shift its focus from worker and workplace to citizen and community. The forces for societal change discussed are the rapid economic development in emerging economies, health care delivery system transformations, noncommunicable diseases, and massive data generation (big data) along with advances in information and communication technologies (Fig. 1). These forces will likely cause the next shift in occupational and environmental medicine's opportunity for value creation, here defined as healthier environments, better health, higher productivity, and competitive labor costs. Although the physician is the prime focus of the commentary, other health and safety professionals will be affected in a similar fashion.

Back to Top | Article Outline

DISRUPTIVE FORCES

Disruptive forces are affecting society and health through complex interactions and are challenging health systems and health care professionals at an unprecedented scale and speed.

Back to Top | Article Outline
Rapid Growth Economies

One such force is global economic development. Rapid economic growth has shifted from high-income countries such as the United States and Germany to middle-income countries such as China, India, and South Africa.4,5 This has caused major changes in the market focus for global and domestic corporations including the sizes and locations of their operations in these middle-income countries. Rapid-growth middle-income countries present complicated admixtures of low-income country (eg, Chad, Cambodia, and Bangladesh) and high-income country health and environmental and safety challenges. For example, middle-income countries share many of the following health problems with low-income countries: poor access to basic medical care and essential drugs, effective communicable disease control, adequacy of essential public health services related to water, hygiene, sanitation, maternal and child health, unsafe sex, and indoor smoke from solid fuels. Problems of high-income countries are now also beginning to appear in middle-income countries. These often include violence, tobacco, alcohol and substance abuse, behavioral health, noncommunicable diseases, and environmental contamination from toxic discharges. A decade ago, occupational and environmental professionals in a limited number of industries such as textile, energy, and petrochemicals were challenged by occupational and public health threats in low- and middle-income countries. Today these are priorities for occupational and environmental medicine professionals in all major industries ranging from agriculture and construction to information technology and telecommunications because all are present in middle-income country markets.

Back to Top | Article Outline
Urbanization

Changes in the distribution of the world's population between rural and urban are also causing major disruptions in society and in health, creating additional opportunities for value from occupational and environmental medicine services. Urbanization is reshaping societies worldwide. Today more than half the world's population lives in cities, and each week approximately 1.5 million more people are added to the urban population.6 It is projected that between 2011 and 2050, the global urban population will grow from 52% to 67% of the world's population. This massive urban growth will be driven primarily from increases in less-developed regions (from 47% to 64%) than from increases in the developed world (78% to 86%).7 Urbanization is advantageous for economic development by increasing paid labor opportunities and by concentrating people for more efficient services delivery such as education, health care, and transportation. Often, however, poor urban planning, limited resources, corruption, and other factors create urban conditions for slums, air pollution and excessive noise, poor built environments (eg, walkability), low nutritional value food sources, violence and crime, drug trafficking, and sexual exploitation and disease transmission.8 These urbanization hazards can impede economic development in cities and produce major adverse impacts on the health, productivity, and costs of employed populations. Examples of such impacts include absenteeism, presenteeism, reduced flexibility due to transport or public safety, density-related communicable disease transmission, or rates of high-cost chronic conditions such as human immunodeficiency virus, hypertension, diabetes, and depression.

Back to Top | Article Outline
Noncommunicable Diseases

Noncommunicable diseases are adversely impacting eco-nomies, governments, and the private sector. These conditions are challenging existing systems and structures for health care delivery, wellness, and care management as well as economic development.9 Noncommunicable diseases accounted for 63% of global mortality in 2008, affecting 36 million individuals, of which 25% or 9 million were in the working ages less than 60 years.10 Noncommunicable diseases cause 86% of healthy years of life lost in high-income countries, 65% in middle-income countries, and 35% in low-income countries due to its impact on premature death and disability (DALY—disability-adjusted life years).11 Although DALY from noncommunicable diseases will grow only 2.3% in high-income countries between 2008 and 2030, it will increase during this period by 17% in middle-income countries and 49% in low-income countries.11

The cost of noncommunicable diseases is staggering. In the United States, noncommunicable diseases account for more than three quarters of all national health expenditures, which are expected to increase from 17.8% of gross domestic product (USD$2.76 trillion) in 2013 to 19.6% of gross domestic product (USD$4.53 trillion) by 2021.12 Annual executive survey data in the private sector reveal that half of executive leaders perceive noncommunicable diseases as a direct threat to their bottom line in the next 5 years and a bigger business threat than communicable diseases including human immunodeficiency virus/acquired immunodeficiency syndrome, tuberculosis, and malaria.8

Noncommunicable diseases are known to be related to addressable risk factors including tobacco use, physical inactivity, low nutritional diets, obesity, excess alcohol consumption, and exposure to environmental pollution. Many of these risk factors and others have been shown in two landmark occupational and environmental medicine studies to account for 22% to 25% of total health care expenditures in the companies studied.13,14 Currently, occupational and environmental medicine workforce strategies to mitigate these noncommunicable diseases risks are employee-focused programs and services. Although this approach can be cost beneficial when high-quality wellness and health promotion interventions are delivered, the long-term maintenance of healthy behavior, improved health status, and cost control are unknown with this approach alone.15 The challenge of durable risk modification is related to the determinants of risk for noncommunicable diseases, which are outcomes of complex interactions involving people in socioenvironmental systems of which the workplace is only one subsystem. Education, food sources, housing, the built environment, social networks and families, the media, and other subsystems interact continuously to influence healthy or unhealthy behaviors. Noncommunicable diseases challenge occupational and environmental medicine to redesign strategies for prevention and care management around communities to help impact the root determinants of risk.

Back to Top | Article Outline
Health Care Delivery System Transformation

Health care delivery system crises of cost, access, equity, and quality are causing significant changes in the organization, technology, financing, and delivery of care. This transformation will affect occupational and environmental medicine strategies for healthy workforces as well as occupational and environmental medicine skills and job functions. In the United States, changes to the organization of health services are well under way to shift from episodic fragmented medical care to comprehensive and coordinated care with outcomes-based payment. “Medical homes” for primary care and “accountable care organizations” are two examples of current initiatives to accomplish this shift. In primary care “medical homes,” physician-led teams are organized to provide enhanced access, comprehensiveness, coordination, and person-centered care.16 Accountable care organizations are organizations of integrated health care providers (including primary care, specialist, and facilities) that receive specified payments with performance objectives and assume all health care and financial responsibilities for their patient populations.17 These concepts of a single accountable locus for comprehensive care suggest that occupational health, wellness, fitness for duty, and work accommodation services will need to coordinate with or be integrated into these models. This change may be accelerated by the pursuit of employers for greater cost-efficiency by having one provider for all health-related services. Occupational and environmental physicians will be challenged by the need to engage these new models of care in productive ways, including supporting these new systems of care with an appropriate level of occupational and environmental health competency.18

Middle- and low-income countries are also undergoing health systems transformations to improve health equity, cost-efficiency, and service delivery. Primary care is a key delivery system priority in these countries and is increasingly being viewed as the means for providing basic occupational health services, which are generally unavailable to large proportions of working populations.19 Training for community health workers, medical technicians, nurses, and general practitioners is a major challenge for occupational and environmental medicine in these countries. New models of service delivery that extend the reach of available resources and creative uses of mobile and other low-cost technologies for health are required to address these occupational and environmental medicine needs.

Back to Top | Article Outline
Retail and On-Site Clinics

Retail and on-site medical clinics are proliferating in the United States and are additional sources of care delivery system changes that will impact occupational and environmental medicine service models. Retail clinics located in pharmacies, large grocery stores, and other retailers grew from approximately 250 in 2006 to more than 1400 in 2013 and are projected to grow to 4000 by 2015.20 These clinics began as sources of simple, protocol-driven nonurgent care such as vaccinations and upper respiratory tract infections but are expanding to include wellness, care management, and an array of primary care and other medical services for employers such as fitness for duty and periodic examinations. This trend is being fueled by employer needs to control health care costs and improve worker productivity.21

There are few comprehensive data on the number of on-site clinics, but one survey of 72 companies by World At Work reported that 25% of respondents representing more than a dozen industries had on-site clinics.22 In a separate larger survey of on-site clinics, 66% offered occupational health services, 56% performed ergonomic assessments, and 55% performed US Occupational Safety and Health Administration required testing.21 Occupational and environmental medicine services are only partially integrated into on-site clinics today but the potential exists for this to accelerate. Most on-site clinics are third party vendor arrangements that offer flexibility to employers for scaling up or down without incurring costs of adding or reducing employees. These outsourced clinics have the potential for integration of routine health, safety, and environmental services, which are often outsourced to environmental or site services companies.

Back to Top | Article Outline
Big Data
Scale of Data Generation

The quantity, variety, and speed of data generation today are unprecedented and growing at exponential rates. This is often referred to as “big data” because these exceed the capacity of existing information management systems to handle them. In 2010, it was estimated that the daily rate of global data generation was approximately 2.5 exabytes (2.518 bytes) of information and growing at 40% or more per year. For purposes of comparison, one exabyte is more than four thousand times the information stored in the Library of Congress.23 These data changes have been fueled by the pervasive instrumentation and interconnection of our world resulting from the enormous growth of networked sensors (fixed, mobile, and aerial), mobile devices and unstructured data from text, social media, images, video, voice, and multimedia. For example, in 2011, the United Nations reported that there were 86 mobile cellular phone subscriptions per 100 global inhabitants, 15.7 per 100 inhabitants with active cellular broadband subscriptions, and 34 per 100 households with home Internet access.24 More than 30 million networked sensor nodes are now present in the transportation, automotive, industrial, utilities, and retail sectors and are increasing at a rate of more than 30% a year.23 Today, Twitter generates more than 7 terabytes of data per day and FaceBook more than 10 terabytes per day.25

Back to Top | Article Outline
Value From Big Data

The generation of massive quantities of diverse forms of data, together with new technologies to aggregate, integrate, and analyze these data, is transforming every sector of society and will transform public health and occupational and environmental medicine. Value domains being exploited in industries include improving operational efficiency such as with radio frequency identification tracking of product movement for automated supply chain management. Other major areas for data and analytics that enabled value creation include labor productivity, effectiveness of product and service marketing and delivery, and accelerating discovery and innovation. The rapid ingestion, transformation, and integration of multisource data are coupled to advanced analytics to pursue improved quality and reliability, lower unit cost, accelerate research and development, transform processes, and create new business models. Use cases (practical applications of big data use to achieve specific user prioritized goals) are abundant in many industries such as (1) real-time fraud detection in the banking and insurance industries using pattern recognition, (2) modeling and simulation for risk management in enterprise functions from supply chain to facilities management optimization, and (3) real-time product performance monitoring for quality improvement using embedded sensor, geospatial, video, and other data.

Back to Top | Article Outline
Health Data

The health care delivery system and public health, including occupational and environmental medicine, are repositories of large quantities of heterogeneous data. For example, data in medical images, pathology specimens, surgical videos, telemetry, text in records, and social and Web-based exchanges are high-density data sources in health care delivery. In public health, large volumes of data are captured from vital statistics, surveys, biometric screening, biological, toxicological, and environmental testing, inspections, and numerous programs. In occupational and environmental medicine, similar types of data are collected or used as well as fixed and mobile sensor data from equipment, effluents, accidents, medical monitoring, and industrial hygiene and safety surveillance. Data challenges for occupational and environmental medicine related to the aggregation and analysis of integrated sets of occupational, medical, and environmental data will be overcome as these technologies become available and affordable for practitioners and researchers.

Back to Top | Article Outline
The Opportunity

Big data in health care and public health are capable of being accessed with new communication and information technologies that are better able to collect, curate, analyze, and share them. This provides a transformative opportunity for generating information and creating knowledge with increased speed, collaboration, and personalization. In public health, for example, surveillance intelligence, which is essential for prevention, protection, and assessment of health, could be vastly improved in currency (eg, real time), quality, and speed of dissemination by rapid coupling of existing public health and medical data to (1) geospatial sensor data from mobile and aerial devices, (2) observation, intent, and sentiment data from social networking, and (3) Internet traffic patterns. The value of such real-time insights from the aggregation of these varied and high frequency data flows has been demonstrated. For example, very strong correlations have been found between content-usage patterns with Twitter tweets and Google searches for infectious disease outbreaks and responses to natural disasters.26 Open data initiatives such as those by state and federal are another good example. These freely accessible data repositories facilitate gathering and integrating multisectoral data from communities and are extremely valuable for population health and environmental assessments or research, particularly with regard to social determinants of health and environmental exposures.

In the health care delivery system, multisource data are increasingly being used for outcomes improvement. Approaches to therapeutics and care management are being redefined by combining large clinical data repositories with administrative data sets and sensor data to personalize care plans. New insights are being generated from these data using advanced quantitative methods such as patient similarity analytics that identifies cohorts of similar individuals based on large numbers of clinical and nonclinical feature vectors or indicators.27 For example, Optum Health (a United Health Care business) and the Mayo Clinic formed Optum Labs in 2013. This new collaborative enterprise provides infrastructure and tools for the health care industry, academic institutions, and other organizations to aggregate information for large-scale analytics to improve patient care, cost, and quality.28

Back to Top | Article Outline
Some Dependencies

Realizing the full potential of big data in health has many dependencies such as data skills requirements. For occupational and environmental medicine as for other disciplines, the need to develop professionals who understand data and have moderately advanced analytical skills will become acute. These skills are required for using such data for program design and evaluation, impact assessments, and new models for services delivery, operational efficiency, and research. There exist additional challenges to achieving broad-based value from big data. Some examples include greater standardization of protocols for the transmission and sharing of data with different formats, compliance with existing and evolving privacy and security requirements, and the development of sustainable business models that fund freely accessible big data infrastructure.

Back to Top | Article Outline

FROM WORKER HEALTH TO CITIZEN HEALTH

Moving Upstream

This commentary has explored a subset of major forces that are causing fundamental transformations in many societal sectors. The demographic shift to urban centers, the burden of noncommunicable diseases, challenges in rapid economic growth countries, changes in health care delivery systems, and the rapid pace of data generation and use were selected because their effect on occupational and environmental medicine is likely to be significant and sustained. All are contributing to changes in the health status and productive capacity of people before they enter the workforce and as workers. All are also challenging the ability of worker-focused interventions to further advance prevention at all levels. Advancing the health of workers will increasingly involve moving upstream of the workplace to involve multiple community sectors that, together with the workplace, nurture human resilience and vitality and contain the “real” causes of death and disability.29

Back to Top | Article Outline
How to Move Upstream

Moving upstream requires extending the systems approach that has been applied successfully inside the workplace to the broader ecosystem in which workers live and interact. Participation and leadership are needed in the development of strategies and interventions directed at shared pathways that impact social, environmental, and physical conditions in communities. New analytic methods and use of new forms and varieties of data will be essential to identify with greater confidence and precision where the best opportunities exist for intervention and what the next best choice for action is at given points in time.

We need to create the same strong and effective partnerships with multisectoral leaders and communities that we have for safety and health at work with management, government, workers, unions, and suppliers. Forging and sustaining these complicated partnerships, however, will be significantly more challenging. Unlike partnerships created in the pursuit of healthy workplaces and safe products, community public–private partnerships involve relatively autonomous parties, the need for compromise in strategies and tactics, demanding leadership and governance requirements, and challenging liability, funding, and other requirements. But these challenges can be overcome when motivated by shared significant hardship and when objectives are aligned, communication and accountability are clear, and collaborative ways of working are established.30 Effective community public–private partnerships have addressed various community-wide needs ranging from infrastructure development to natural disasters, terrorism preparedness, infectious disease pandemics, and deaths from motor vehicle accidents.31,32

Employers have been deeply engaged historically in community improvement and crisis preparedness and are now increasingly becoming active participants in community health and environmental improvement partnerships. An early example is the Mid-America Coalition on Health Care in the Kansas City/Missouri area.33 It began as an employer coalition focused on health care costs and outcomes of employees and their families and has since expanded to include diverse health stakeholders and broader initiatives in depression, cardiovascular disease, nutrition, fitness, and tobacco. Other partnerships have pursued a range of community health priorities ranging from water fluoridation and oral health to obesity, walkable communities, schools, chronic diseases, and access to primary care and medical homes.34

Back to Top | Article Outline
Community Partnerships

The role of social determinants in the health of populations including workers has been recognized for many years in the public health community,29,35 but sustained and effective multisectoral partnerships for addressing these have been limited. Nevertheless, the threat to national economies and economic development from health care cost, equity, and access issues has garnered the attention of government and private sector leaders in an unprecedented fashion.36 Government and private sector leaders now recognize that noncommunicable diseases, including cardiovascular, respiratory, cancer, diabetes, and injuries, are driving health care cost increases and disease burdens, are rooted in interactions among multiple sectors, and require community-based approaches for mitigating these impacts. Examples of such initiatives include the Million Hearts campaign sponsored by the US Department of Health and Human Services, the City of Philadelphia's campaign to reduce smoking and childhood obesity, and the Ripple Foundation's new ReThink Health initiative.

The Million Hearts Campaign involves extensive public–private partnerships to improve health care delivery system performance related to improved aspirin use, blood pressure control, cholesterol disorders control, and smoking reduction (“ABCS”).37 The campaign targets health care providers and outpatient health care facilities and uses reporting, measurements, and communication to promote engagement and change. Health insurers, pharmacy chains, and health care delivery systems are prominent employer partners in the campaign.

The “Get Healthy Philly” initiative of the City of Philadelphia is a multisectoral initiative designed to reduce smoking, increase physical activity, improve nutritious food consumption, and reduce rates of childhood obesity. Extensive collaboration is occurring in this initiative between diverse community sectors including the business community, city government agencies, community groups, health care payers and providers, the school system, and the media. Targets for improving the healthiness of the community in support of easy, healthy behaviors include changes to the physical environment (walkability, bike ability, parks, and recreation), school nutrition, retail food outlet stocks of fruits and vegetables, restaurant industry and food preparation, and tobacco control policies.38

The Ripple Foundation's mission is to bring innovation and systems thinking to major challenges in health and its main initiative is ReThink Health.39 ReThink Health supports multisectoral collaboration strengthening leadership and the use of evidence-based approaches to stewardship of community resources along with training and tools for using systems science and taking action. In 2011, it began the Healthy Columbia, South Carolina campaign in zip code 29203 to improve access to primary care, reduce emergency department visits, and improve the health of the population. This region is characterized by high rates of uninsurance, hypertension, overweight, and diabetes and high rates of emergency department visits. The initiative has recruited strong participation and leadership from health care providers, private sector insurers and employers, the City of Columbia, South Carolina, the South Carolina Health Department and Environmental Control, and faith-based and other community organizations. Early priorities have included successfully recruiting and training leaders, engaging community members and initiating work to develop community-based wellness activities, health literacy interventions, and planning for improving access to primary care.

Back to Top | Article Outline
Citizen Health: A New Paradigm

The view of worker health as an outcome of more than the workplace has roots in our specialty of occupational and environmental medicine as alluded to by Jean Spencer Felton, MD, one of the most revered occupational medicine teachers and historians, when he wrote more than 50 years ago: “No patient-employee, when seen in the industrial dispensary or in the office of the consulting surgeon, can be viewed as the possessor of a single clinical entity unrelated to the life events which he experiences every day, day after day, in a continuum.”40 Social, environmental, and physical interactions outside the work environment are key to the initial development of healthy behaviors and to long-term health behavior change.29 This suggests a need for a new paradigm for advancing the health of working people from workplace and worker-focused to community- and citizen-focused (Fig. 1). Citizen-centered health is a concept that has been used to frame the approach to healthy behavior that is dependent on changes to social and environmental enablers and inhibitors to “...bring about a way of life—at home, work, and school—that makes it easier for members of a community to adopt and maintain healthful practices.”41

Workers as citizens challenge occupational and environmental professionals to extend further the boundaries and partnerships for better health of working populations by engaging communities. Achieving better health for greater productivity and lower health-related cost is dependent on the creation of healthier community environments and not just excellence in workplace health, wellness, and safety programs.

Back to Top | Article Outline

REFERENCES

1. Spenser FJ. 200 years of occupational medicine in the U.S. J Occup Med. 1976;18:809–817.

2. Institute of Medicine. Integrating Employee Health: A Model Program for NASA. Washington, DC: National Academies Press; 2005. Available at: http://www.nap.edu/catalog.php?record_id=11290. Accessed April 17, 2013.

3. World Health Organization. Preventing disease through healthy environments towards an estimate of the environmental burden of disease. Available at: http://www.who.int/quantifying_ehimpacts/publications/preventingdisease.pdf. Published 2006. Accessed April 20, 2013.

4. World Bank. Country and lending groups. Available at: http://data.worldbank.org/about/country-classifications/countrand-lending-groups. Accessed April 20, 2013.

5. Bisson P, Kirkland R, Stephenson E. The Great rebalancing. McKinsey. Available at: http://www.mckinsey.com/insights/globalization/the_great_rebalancing. Published June 2010. Accessed April 20, 2013.

6. World Health Organization. World urbanization prospects. Available at: http://esa.un.org/unpd/wup/pdf/WUP2011_Highlights.pdf. 2011 Revision. Accessed April 20, 2013.

7. Heilig G. World urbanization prospects. 2011 Revision. Presentation at the Center for Strategic and International Studies (CSIS); June 7, 2012; Washington, DC. Available at: http://esa.un.org/wpp/ppt/CSIS/WUP_2011_CSIS_4.pdf. Accessed April 20, 2013.

8. World Economic Forum. Harvard School of Public Health. The global economic burden of non-communicable diseases. Available at: http://www3.weforum.org/docs/WEF_Harvard_HE_GlobalEconocBurdenNonCommunicableDiseases_2011.pdf. Published 2011. Accessed April 20, 2013.

9. World Health Organization. Global status report on noncommunicable diseases. Available at: http://www.who.int/nmh/publications/ncd_report2010/en/. Published 2010. Accessed April 20, 2013.

10. Nikolic IA, Stanciole AE, Zaydman M. Chronic Emergency: Why NCDs Matter. Washington, DC: World Bank; 2011. Available at: http://siteresources.worldbank.org/HEALTHNUTRITIONANDPOPULATION/Resources/281627-1095698140167/ChronicEmergencyWhyNCDsMatter.pdf. Accessed April 20, 2013.

11. Keehan SP, Cuckler GA, Sisko AM, et al. National health expenditure projections: modest annual growth until coverage expands and economic growth accelerates. Health Aff. 2012;31:1–13.

12. Centers for Disease Control and Prevention. Chronic Diseases: The Power to Prevent, the Call to Control. Washington, DC: Department of Health and Human Services; 2009. Available at: http://www.cdc.gov/chronicdisease/resources/publications/aag/pdf/chronic.pdf. Accessed April 20, 2013.

13. Goetzel RZ, Pei XF, Tabrizi MJ, et al. Ten modifiable health risk factors are linked to more than one-fifth of employer-employee health care spending. Health Aff. 2012;31:2474–2484.

14. Goetzel RZ, Anderson DR, Whitmer RW, Ozminkowski RJ, Dunn RL, Wasserman J. The relationship between modifiable health risks and health care expenditures. An analysis of the multi-employer HERO health risk and cost database. J Occup Environ Med. 1998;40:843–854.

15. Baicker K, Cutler D, Song Z. Workplace wellness programs can generate savings. Health Aff. 2010;29:304–311.

16. Robert Graham Center. American Academy Family Physicians. The patient-centered medical home: history, seven core features, evidence and transformational change. Available at: http://www.aafp.org/online/etc/medialib/aafp_org/documents/aout/pcmh.Par.0001.File.dat/PCMH.pdf. Published 2007. Accessed April 20, 2013.

17. Medicare Payment Advisory Committee. Accountable care organizations. Available at: http://www.medpac.gov/chapters/Jun09_Ch02.pdf. Accessed April 20, 2013.

18. McLellan RK, Sherman B, Loeppke RR, et al. Optimizing health care delivery by integrating workplaces, homes, and communities. J Occup Environ Med. 2012;54:504–512.

19. Hague Conference, World Health Organization. Scaling up access to essential interventions and basic services for occupational health through integrated primary health care. Available at: http://www.slideshare.net/who2012/the-hague-conferencebackground-document-2-13604291. Accessed April 20, 2013.

20. Merchant Medicine. Available at: http://www.merchantmedicine.com/home.cfm. Accessed April 20, 2013.

21. Towers Watson. On-site health center. Survey report. Available at: http://www.towerswatson.com/en/Insights/IC-Types/SurveyResearch-Results/2012/07/Onsite-Health-Center-Survey-2012. Published 2012. Accessed April 20, 2013.

22. WorldAtWork. Quick survey. On-site clinics. Available at: http://www.worldatwork.org/waw/adimLink?id=49195. Published 2011. Accessed April 20, 2013.

23. McKinsey Global Institute. Big data: the next frontier for innovation, competition, and productivity. Available at: http://www.mckinsey.com/insights/business_technology/big_data_the_next_frontier_for_innovation. Published 2011. Accessed April 20, 2013.

24. International telecommunications Union. Measuring the information society. Available at: http://www.itu.int/dms_pub/itu-d/opb/ind/D-IND-ICTOI-2012SUM-PDF-E.pdf. Accessed April 20, 2013.

25. IBM. Understanding big data. Available at: http://www-01.ibm.com/software/data/infosphere/hadoop. Accessed April 20, 2013.

26. United Nations. Global pulse. Big data for development: challenges and opportunities. Available at: http://www.unglobalpulse.org/sites/default/files/BigDataforDevelopment-UNGlobalPulseJune2012.pdf.

27. Sun J, Wang F, Hu J, Ebadollahi J. Supervised patient similarity measure of heterogeneous. SIGKDD Explorations. 2012;14:16–24. Available at: http://www.kdd.org/sites/default/files/issues/V14-01-03-Sun.pdf. Accessed July 26 2013.

28. Optum, Mayo Clinic Partner to Launch Optum Labs: an open, collaborative research and innovation facility focused on better care for patients. Available at: http://www.unitedhealthgroup.com/newsroom/news.aspx?id=4fa05ad3-127a-432d-8dfb-6109f7accdaf. Accessed July 26, 2013.

29. McGuiness WH, Foege WH. Actual causes of death in the United States. JAMA. 1993;270:2207–2212.

30. The National Association of State Chief Information Officers. Key to collaboration: building effective public–private partnerships. Available at: http://www.nascio.org/publications/documents/nascio-keys%20to%20collaboration.pdf. Accessed July 26, 2013.

31. Federal Emergency Management Agency. Building resilience through public private partnerships. Prog Rep. Available at: http://www.fema.gov/txt/privatesector/ca_ppp.txt. Published 2012. Accessed July 26, 2013.

32. Centers for Disease Control and Prevention. Ten great public health achievements—United States, 1900–1999. MMWR Morb Mortal Wkly Rep. 1999;48:241–243.

33. National Business Coalition on Health. National Leadership Council. Building healthy communities: should employers care? Available at: http://www.nbch.org/NBCH/files/ccLibraryFiles/Filename/000000000798/NHLC%20White%20Paper%20July%202009%20V2.pdf. Published 2009.

34. Webber A, Mercure S. Improving population health: the business community imperative. Prev Chronic Dis 2010;7:A121. Available at: http://www.cdc.gov/pcd/issues/2010/nov/10_0086.htm. Accessed July 26 2013.

35. Marmot MG, Bell R. Action on health disparities in the United States: commission on social determinants of health. JAMA. 2009;301:1169–1171.

36. World Economic Forum. McKinsey Institute. Sustainable health systems visions, strategies, critical uncertainties and scenarios. Available at: http://www3.weforum.org/docs/WEF_SustainableHealthSystems_Report_2013.pdf. Published 2013. Accessed April 20, 2013.

37. Frieden TR, Berwick DM. The “Million Hearts” initiative preventing heart attacks and strokes. N Engl J Med. 2011;365:e27.

38. City of Philadelphia. GetHealthyPhilly. Available at: http://www.phila.gov/gethealthyphilly. Accessed April 20, 2013.

39. Ripple Foundation. Columbia South Carolina. Available at: http://rippelfoundation.org/rethink-health/action/regions/columbia-south-carolina/. Accessed July 30, 2013.

40. Spencer Felton J. Evaluation of the whole man. J Occup Med. 1961;579–585.

41. Woolf SH, Dekker MM, Rothenberg Byrne F, Miller WD. Citizen centered health promotion building collaborations to facilitate healthy living. Am J Prev Med. 2011;40:S38–S47.

Copyright © 2013 by the American College of Occupational and Environmental Medicine

Login

Article Tools

Images

Share