Syndemics Prevention Network Syndemics, System Science, and the Prospect of Navigating Health Futures Bobby Milstein Syndemics Prevention Network Centers for Disease Control and Prevention [email protected]http://www.cdc.gov/syndemics Coordinating Center for Health Promotion Centers for Disease Control and Prevention October 29, 2007
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Syndemics
Prevention Network
Syndemics, System Science, and the Prospect of
Navigating Health Futures
Bobby Milstein
Syndemics Prevention NetworkCenters for Disease Control and Prevention
• Places schools, communities, healthcare settings, global
• Sciences surveillance, prevention research, evaluation, social epidemiology, communications, economics, GIS, genomics, syndemics, well-being, quality of life
• National initiatives REACH, STEPS, WISEWOMAN, MS Delta, VERB
CoCHP Coordinates Many of Our Highest Priorities
Syndemics
Prevention Network
Imperatives for Protecting Health
Gerberding JL. Protecting health: the new research imperative. Journal of the American Medical Association 2005;294(11):1403-1406.
Typical Current State“Static view of problems that are studied in isolation”
Proposed Future State“Dynamic systems and syndemic approaches”
“Currently, application of complex systems theories or syndemic science to health protection challenges is in its infancy.”
-- Julie Gerberding
Syndemics
Prevention Network
“Public health is probably the most successful system of science and
technology combined, as well as social policy, that has ever been devised…It is, I think, a paradigmatic model for how you do concerned, humane, directed science.”
-- Richard Rhodes
Rhodes R. Limiting human violence: an emerging scientific challenge. Sarewitz D, editor. Living With the Genie: Governing Science and Technology in the 21st Century; New York, NY: Center for Science, Policy, and Outcomes; 2002.
One Observer’s View
How is it directed?
How are innovators approaching the challenge of assuring more healthful and
equitable conditions?
Syndemics
Prevention Network
“The Healthy Hawaii Initiative is the only long-term, statewide program to implement a
social ecological approach to reduce obesity, increase physical activity, and
improve nutrition.”
Partnership for Prevention. Innovation in prevention awards announced. Washington, DC; October 26, 2006. <http://www.prevent.org/content/view/120/144/>.
Model VenturesHealthy Hawaii Initiative
-2%
0%
2%
4%
6%
8%
10%
Hawaii US
Percentage Change in Health IndicatorsHawaii and US, 1998-2003
Leisure TimeActivity
5+ Fruit/Vegper Day
Overweight/Obese Adults
Syndemics
Prevention Network
A Navigational View of Public Health Work
Thompson N. Reflections on voyaging and home. Polynesian Voyaging Society, 2001. Accessed July 18 at <http://leahi.kcc.hawaii.edu/org/pvs/malama/voyaginghome.html>.
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Where we want to go?
How do we prepare to get there?
Where do you want your children to live?
Where you do want to live?
Syndemics
Prevention Network
A Navigational View of Public Health Work
"How do you know," I asked, "that in twenty years those
things that you consider special are still going to be here?"
At first they all raised their hands but when they really
digested the question every single one of them put their
hands down. In the end, there was not a single hand up.
No one could answer that question. It was the most
uncomfortable moment of silence that I can remember…
That was the defining moment for me. I recognized that I
have to participate in answering that question otherwise I
am not taking responsibility for the place I love and the
people I love.”
-- Nainoa Thompson
Thompson N. Reflections on voyaging and home. Polynesian Voyaging Society, 2001. Accessed July 18 at <http://leahi.kcc.hawaii.edu/org/pvs/malama/voyaginghome.html>.
Syndemics
Prevention Network
A Navigational View of Public Health Work
"How do you know," I asked, "that in twenty years those
things that you consider special are still going to be here?"
At first they all raised their hands but when they really
digested the question every single one of them put their
hands down. In the end, there was not a single hand up.
No one could answer that question. It was the most
uncomfortable moment of silence that I can remember…
That was the defining moment for me. I recognized
that I have to participate in answering that question
otherwise I am not taking responsibility for the place I
love and the people I love.”
-- Nainoa Thompson
Thompson N. Reflections on voyaging and home. Polynesian Voyaging Society, 2001. Accessed July 18 at <http://leahi.kcc.hawaii.edu/org/pvs/malama/voyaginghome.html>.
Syndemics
Prevention Network
Innovation, Pragmatism, and the Promise of “What If…” Thinking
Shook J. The pragmatism cybrary. 2006. Available at <http://www.pragmatism.org/>.
Addams J. Democracy and social ethics. Urbana, IL: University of Illinois Press, 2002.
West C. The American evasion of philosophy: a genealogy of pragmatism. Madison, WI: University of Wisconsin Press, 1989.
"Grant an idea or belief to be true…what concrete difference will its being true make in anyone's actual life?
-- William James
Pragmatism• Begins with a response to a perplexity or injustice
in the world• Learning through action and reflection• Asks, “How does this work make a difference?”
Positivism • Begins with a theory about the world• Learning through observation and falsification• Asks, “Is this theory true?”
These are conceptual, methodological, and moral orientations, which shape how we think, how we act, how we learn, and what we value
Syndemics
Prevention Network
Seeing Syndemics
A syndemic orientation clarifies the dynamic and democratic character
of public health work
Milstein B. Spotlight on syndemics. Centers for Disease Control and Prevention, 2001. <http://www.cdc.gov/syndemics>
“You think you understand two because you understand one and one. But you must also understand ‘and’.”
-- Sufi Saying
• Studying innovations in public health work, with emphasis on transformations in concepts, methods, and moral orientations
• The word syndemic signals special concern for many kinds of relationships:
– mutually reinforcing health problems
– health status and living conditions
– synergy/fragmentation in the health protection system (e.g., by issues, sectors, organizations, professionals and other citizens)
Health
LivingConditions
Power toAct
“Health Policy”
“Social Policy”
“Citizen-ship”
• It is one of a few approaches that explicitly includes within it our power to respond, along with an understanding of its changing pressures, constraints, and consequences
Syndemics
Prevention Network
Exploring the Dynamic and Democratic Characterof Public Health Work
PUBLIC HEALTH WORK
InnovativeHealth
Ventures
UNDERSTANDING CHANGESystems Science
• What causes population health problems?
• How are efforts to protect the public’s health organized?
• How and when do health systems change (or resist change)?
SETTING DIRECTIONPublic Health
What are health leaderstrying to accomplish?
GOVERNING MOVEMENTSocial Navigation
Directing Change
Charting Progress
• Who does the work?• By what means?• According to whose values?
• How are conditions changing?• In which directions?
Syndemics
Prevention Network
Changing (and Accumulating) Views of Population Health
What Accounts for Poor Population Health?
• God’s will
• Humors, miasma, ether
• Poor living conditions, immorality (e.g., sanitation)
• Single disease, single cause (e.g., germ theory)
• Single disease, multiple causes (e.g., heart disease)
• Dynamic feedback among afflictions, living conditions, and public strength (e.g., syndemic orientation)
1880
1950
1960
1980
2000
1840
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world [Doctoral Dissertation]. Cincinnati, OH: Union Institute & University; 2006.
Richardson GP. Feedback thought in social science and systems theory. Philadelphia, PA: University of Pennsylvania Press, 1991.
Syndemics
Prevention Network
Epi·demic
• The term epidemic is an ancient word signifying a kind of relationship wherein something is put upon the people
• Epidemiology first appeared just over a century ago (in 1873), in the title of J.P. Parkin's book "Epidemiology, or the Remote Cause of Epidemic Diseases“
• Ever since then, the conditions that cause health problems have increasingly become matters of public concern and public work
Elliot G. Twentieth century book of the dead. New York,: C. Scribner, 1972.
Martin PM, Martin-Granel E. 2,500-year evolution of the term epidemic. Emerging Infectious Diseases 2006. Available from http://www.cdc.gov/ncidod/EID/vol12no06/05-1263.htm
National Institutes of Health. A Short History of the National Institutes of Health. Bethesda, MD: 2006. Available from http://history.nih.gov/exhibits/history/
Parkin J. Epidemiology; or the remote cause of epidemic diseases in the animal and the vegetable creation. London: J and A Churchill, 1873.
A representation of the cholera epidemic of the nineteenth century.Source: NIH
“The pioneers of public health did not change nature, or men, but adjusted the active relationship of men to certain aspects of nature so that the relationship became one of watchful and healthy respect.”
-- Gil Elliot
Syndemics
Prevention Network
Syn·demic
• The term syndemic, first used in 1992, strips away the idea that illnesses originate from extraordinary or supernatural forces and places the responsibility for affliction squarely within the public arena
• It acknowledges relationships and signals a commitment to studying population health as a fragile, dynamic state requiring continual effort to maintain and one that is imperiled when social and physical forces operate in harmful ways
Confounding
Connecting*
Synergism
Syndemic
Events
System
Co-occurring
* Includes several forms of connection or inter-connection such as synergy, intertwining, intersecting, and overlapping
Syndemics
Prevention Network
Time Series Models
Describe trends
Multivariate Stat Models
Identify historical trend drivers and correlates
Patterns
Structure
Events
Increasing:
• Depth of causal theory
• Robustness for longer-term projection
• Value for developing policy insights
• Degrees of uncertainty
• Leverage for change
Increasing:
• Depth of causal theory
• Robustness for longer-term projection
• Value for developing policy insights
• Degrees of uncertainty
• Leverage for changeDynamic Simulation Models
Anticipate new trends, learn about policy consequences,
and set justifiable goals
Tools for Policy Planning & Evaluation
Syndemics
Prevention Network
• PossibleWhat may happen?
• PlausibleWhat could happen?
• ProbableWhat will likely happen?
• PreferableWhat do we want to have happen?
Bezold C, Hancock T. An overview of the health futures field. Geneva: WHO Health Futures Consultation; 1983 July 19-23.
“Most organizations plan around what is most likely. In so doing they reinforce what is, even though they want something very different.”
-- Clement Bezold
Seeing Beyond the Probable
Syndemics
Prevention Network
Re-Directing the Course of ChangeQuestions of Social Navigation
Prevalence of Diagnosed Diabetes, United States
0
10
20
30
40
1980 1990 2000 2010 2020 2030 2040 2050
Mill
ion
pe
op
le
HistoricalData
Markov Model Constants• Incidence rates (%/yr)• Death rates (%/yr)• Diagnosed fractions(Based on year 2000 data, per demographic segment)
Honeycutt A, Boyle J, Broglio K, Thompson T, Hoerger T, Geiss L, Narayan K. A dynamic markov model for forecasting diabetes prevalence in the United States through 2050. Health Care Management Science 2003;6:155-164.
Jones AP, Homer JB, Murphy DL, Essien JDK, Milstein B, Seville DA. Understanding diabetes population dynamics through simulation modeling and experimentation. American Journal of Public Health 2006;96(3):488-494.
Markov Forecasting Model
Trend is not destiny
How?
Why?
Where?
Who?
What?
Syndemics
Prevention Network
Broad Dynamics of the Health Protection Enterprise
Prevalence of Vulnerability, Risk, or Disease
Time
HealthProtection
Efforts
-
B
Responsesto Growth
Resources &Resistance
-B
Obstacles
Broader Benefits& Supporters
R
ReinforcersPotentialThreats
To understand and govern health trajectories over time, our concepts and methods for policy analysis must encompass the
basic features of this dynamic and democratic system
To understand and govern health trajectories over time, our concepts and methods for policy analysis must encompass the
basic features of this dynamic and democratic system
Size of the Safer, Healthier
Population-
Prevalence of Vulnerability,
Risk, or Disease
B
Taking the Toll
0%
100%
R
Drivers ofGrowth
Values for Health & Equity
Syndemics
Prevention Network
There Have Been Remarkable Successes in Redirecting the Course of Change
600
500
400
200
100
501950 1960 1970 1980 1990 1995
Ag
e-a
dju
ste
d D
eath
Rat
e p
er 1
00,
000
Po
pu
lati
on
1955 1965 1975 1985
300
700
Peak Rate
Rate if trend continued
Year
Actual and Expected Death Rates for Coronary Heart Disease, 1950–1998
Marks JS. The burden of chronic disease and the future of public health. CDC Information Sharing Meeting. Atlanta, GA: National Center for Chronic Disease Prevention and Health Promotion; 2003.
Centers for Disease Control and Prevention. Achievements in public health, 1900-1999: decline in deaths from heart disease and stroke -- United States, 1900-1999. MMWR 1999;48(30):649-656. Available at <http://www.cdc.gov/mmwr/preview/mmwrhtml/mm4830a1.htm>
Actual Rate
Overall Decline is Linked to…
• Reduced smoking
• Changes in diet
• Better diagnosis and treatment
• More heath services utilization
Overall Decline is Linked to…
• Reduced smoking
• Changes in diet
• Better diagnosis and treatment
• More heath services utilization
684,000 fewer deaths in 1998 alone
684,000 fewer deaths in 1998 alone
Syndemics
Prevention Network
Fewer Deaths Mean More People Living with Illness and its Associated Burden and Costs
0
4
8
12
16
200420001996199219881984198019761972196819641960
Consumer price index (CPI-U) relative to 1960
Healthcare
Total economy
Consumer Price Indices for Healthcare and the General Economy United States, 1960-2004 (1960=1)
American Bankruptcy Institute. Bankruptcy filing statistics: non-business filings. Alexandria, VA: American Bankruptcy Institute; October, 2007. <http://www.abiworld.org/AM/TemplateRedirect.cfm?template=/CM/ContentDisplay.cfm&ContentID=48428>.
Himmelstein DU, Warren E, Thorne D, Woolhandler S. Illness and injury as contributors to bankruptcy. Health Affairs 2005:hlthaff.w5.63. Available at http://content.healthaffairs.org/cgi/content/abstract/hlthaff.w5.63v1
Fox M. Half of Bankruptcy Due to Medical Bills -- U.S. Study: Reuters; February 2, 2005.
Total Personal Bankruptcy Filings, United States, 1994-2006
Healthcare Cost is Also the Leading Driver of Personal Bankruptcy
61% of the filers surveyed failed to seek needed medical treatments
61% of the filers surveyed failed to seek needed medical treatments
Centers for Disease Control and Prevention. Health-related quality of life: prevalence data. National Center for Chronic Disease Prevention and Health Promotion, 2007. Accessed October 23, 2007 at <http://apps.nccd.cdc.gov/HRQOL/index.asp>.
Zack MM, Moriarty DG, Stroup DF, Ford ES, Mokdad AH. Worsening trends in adult health-related quality of life and self-rated health–United States, 1993-2001. Public Health Reports 2004;119(5):493-505.
Average Number of Adult Unhealthy Days per Month, United States, 1993-2006
Worsening Trend in Summary Measures of Population Health
Syndemics
Prevention Network
Entrenched Inequities
Syndemics
Prevention Network
Murray CJ, Kulkarni SC, Michaud C, Tomijima N, Bulzacchelli MT, Iandiorio TJ, Ezzati M. Eight Americas: investigating mortality disparities across races, counties, and race-counties in the United States. PLoS Med 2006;3(9). Available at <http://medicine.plosjournals.org/archive/1549-1676/3/9/pdf/10.1371_journal.pmed.0030260-L.pdf>
Entrenched Inequities
Life Expectancy at Birth in the Eight Americas (1982-2001)
Syndemics
Prevention Network
A Complementary Science of Relationships
• Efforts to Reduce Population Health ProblemsProblem, problem solver, response
• Efforts to Organize a System that Assures Healthful Conditions for All Dynamic interaction among multiple problems, problem solvers, and responses
Institute of Medicine. The future of public health. Washington, DC: National Academy Press, 1988.
Institute of Medicine. The future of the public's health in the 21th century. Washington, DC: National Academy Press, 2002.
Bammer G. Integration and implementation sciences: building a new specialisation. Cambridge, MA: The Hauser Center for Nonprofit Organizations, Harvard University 2003.
True innovation occurs when things are put together for the first time that had been separate.
– Arthur Koestler
Syndemics
Prevention Network
“The macroscope filters details and amplifies that which links things together. It is not used
to make things larger or smaller but to observe what is at once
too great, too slow, and too complex for our eyes.”
Rosnay J. The macroscope: a book on the systems approach. Principia Cybernetica, 1997. <http://pespmc1.vub.ac.be/MACRBOOK.html
-- Joèl de Rosnay
Looking Through the Macroscope
Syndemics
Prevention Network
Wickelgren I. How the brain 'sees' borders. Science 1992;256(5063):1520-1521.
How Many Triangles Do You See?
Syndemics
Prevention Network
Boundary Judgments(System of Reference)
Observations(Facts)
Evaluations(Values)
Ulrich W. Boundary critique. In: Daellenbach HG, Flood RL, editors. The Informed Student Guide to Management Science. London: Thomson; 2002. p. 41-42. <http://www.geocities.com/csh_home/downloads/ulrich_2002a.pdf>.
Ulrich W. Reflective practice in the civil society: the contribution of critically systemic thinking. Reflective Practice 2000;1(2):247-268. http://www.geocities.com/csh_home/downloads/ulrich_2000a.pdf
Boundary CritiqueCreating a new theory is not like destroying an old barn and erecting a skyscraper in its
place. It is rather like climbing a mountain, gaining new and wider views, discovering unexpected connections between our starting point and its rich environment.
-- Albert Einstein
Syndemics
Prevention Network
The Weight of Boundary Judgments
Forrester JW. Counterintuitive behavior of social systems. Technology Review 1971;73(3):53-68.
Meadows DH. Leverage points: places to intervene in a system. Sustainability Institute, 1999. Available at <http://www.sustainabilityinstitute.org/pubs/Leverage_Points.pdf>.
Richardson GP. Feedback thought in social science and systems theory. Philadelphia, PA: University of Pennsylvania Press, 1991.
Sterman JD. Business dynamics: systems thinking and modeling for a complex world. Boston, MA: Irwin McGraw-Hill, 2000.
Syndemics
Prevention Network
Implications for Policy Planning and Evaluation
Insights from the Overview Effect
• Maintain a particular analytic distance
• Not too close to the details, but not too far as be insensitive to internal pressures
• Potential to anticipate temporal patterns (e.g., better before worse)
• Structure determines behavior
• Potential to avoid scapegoating or lionizing
Richardson GP. Feedback thought in social science and systems theory. Philadelphia, PA: University of Pennsylvania Press, 1991.
Richmond B. Systems thinking: critical thinking skills for the 1990s and beyond. System Dynamics Review 1993;9(2):113-134. Available at <http://www.clexchange.org/ftp/documents/whyk12sd/Y_1993-05STCriticalThinking.pdf>.
White F. The overview effect: space exploration and human evolution. 2nd ed. Reston VA: American Institute of Aeronautics and Astronautics, 1998.
Syndemics
Prevention Network
Centers for Disease Control and Prevention. 150th anniversary of John Snow and the pump handle. MMWR 2004;53(34):783. Available at <http://www.cdc.gov/mmwr/preview/mmwrhtml/mm5334a1.htm>
Summers J. Soho: a history of London's most colourful neighborhood. Bloomsbury, London, 1989. p. 117.
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Broad Street, One Year Later
John Snow Heroic Success or Cautionary Tale?
“No improvements at all had been made...open cesspools are still to be seen...we have all the materials for a fresh epidemic...the water-butts were in deep cellars, close to the undrained cesspool...The overcrowding appears to increase."
Syndemics
Prevention Network
Galea S. Macrosocial determination of population health: the example of urbanization. NCEH/ATSDR Director's Science Seminar Series; Atlanta, GA: Centers for Disease Control and Prevention; February 7, 2007.
John Snow Heroic Success or Cautionary Tale?
Syndemics
Prevention Network
What Do These Observations Having in Common?
Sterman JD. Learning from evidence in a complex world. American Journal of Public Health 2006;96(3):505-514.
Forrester JW. Counterintuitive behavior of social systems. Technology Review 1971;73(3):53-68.
• Low tar and low nicotine cigarettesLead to greater carcinogen intake
• Fad dietsProduce diet failure and weight gain
• Road building to ease congestion Attracts development, increases traffic, delays, pollution, and urban sprawl
• Forest fire suppressionBuilds deadwood fueling larger, hotter, more dangerous fires
• War on drugs Raises price and attracts supply
• Suppressing dissent Inspires radicalization and extremism
Syndemics
Prevention Network
Policy Resistance is…
“The tendency for interventions to be delayed, diluted, or defeated
by the response of the system to the intervention itself.”
Meadows DH, Richardson J, Bruckmann G. Groping in the Dark: The First Decade of Global Modelling. Wiley: New York, 1985.
-- Meadows, Richardson & Bruckmann
Defining Keywords
Syndemics
Prevention Network
Systems Archetype
“Fixes that Fail”
Kim DH. Systems archetypes at a glance. Cambridge, MA: Pegasus Communications, Inc., 1994.
Fix
+
ProblemSymptom
-
UnintendedConsequence
+
Delay
+
-B
+R
Characteristic Behavior:
Better before Worse
Syndemics
Prevention Network
“Fixes that Fail” in Public Health Vocabulary
The Risk of Targeted Interventions
+
HealthProblem -
-
Exclusions
+
+
TargetedResponseB
Delay+R
What issues tend to be excluded?
Syndemics
Prevention Network
Some Categories of Exclusions
Conceptual
Social
Organizational
Political
Disarray
Disorientation
Disparity & Disconnection
Together, these forces may seriously undermine the effectiveness of health protection policy
Syndemics
Prevention Network
Seeking High-Leverage Policies
Wall painting in the Stanzino delle Matematiche in the Galleria degli Uffizi (Florence, Italy). Painted by Giulio Parigi in the years 1599-1600.
“Give me a firm place to stand and I will move the earth.”
-- Archimedes
Meadows DH. Leverage points: places to intervene in a system. Sustainability Institute, 1999. Available at <http://www.sustainabilityinstitute.org/pubs/Leverage_Points.pdf>.
Syndemics
Prevention Network
Syndemic Orientation
Expanding Public Health Science“Public health imagination involves using science to expand the
boundaries of what is possible.”
-- Michael Resnick
EpidemicOrientation
Problems Among
People inPlaces
Over Time
BoundaryCritique
Governing Dynamics
Ca
us
al
Ma
pp
ing
Plausible Futures
DynamicModeling
Navigational Freedoms
De
mo
cra
tic
Pu
bli
c W
ork
Syndemics
Prevention Network
Time 100: the people who shape our world. Time Magazine 2004 April 26.
Gerberding JL. Health protectionomics: a new science of people, policy, and politics. Public Health Grand Rounds; Washington, DC: George Washington University School of Public Health and Health Services; September 19, 2007. Available at <http://www.kaisernetwork.org/health_cast/hcast_index.cfm?display=detail&hc=2349>
Centers for Disease Control and Prevention. Health system transformation: Office of Strategy and Innovation; September 28, 2007. <http://intradev.cdc.gov/od/osi/policy/healthSystems_overview.htm>.
Working Harder to AchieveHealth Protection…Health Equity
Syndemics
Prevention Network
The Dynamics of Upstream and Downstream: Why is So Hard for the Health System to Work Upstream?
Upstream Prevention and Protection-----------------------------------Total 3%
Downstream Care and Management--------------------------------Total 97%
Centers for Medicaid and Medicare Services. National health expenditures. Centers for Medicaid and Medicare Services, 2006. <http://www.cms.hhs.gov/NationalHealthExpendData/>.
Levi J, Trust for America's Health. Shortchanging America's health 2006: a state-by-state look at how federal public health dollars are spent. Washington, DC: Trust for America's Health, 2006.
Milstein B, Homer J. The dynamics of upstream and downstream: why is so hard for the health system to work upstream, and what can be done about it? CDC Futures Health Systems Work Group; Atlanta, GA; December 3, 2003.
Jackson DJ, Valdesseri R, CDC Health Systems Work Group. Health systems work group report. Atlanta, GA: Centers for Disease Control and Prevention, Office of Strategy and Innovation; January 6, 2004. <http://intranet.cdc.gov/od/futures/wrkgroup/stage_i/hswg.htm>
Syndemics
Prevention Network
Milstein B, Homer J. The dynamics of upstream and downstream: why is so hard for the health system to work upstream, and what can be done about it? CDC Futures Health Systems Workgroup; Atlanta, GA; 2003.
TertiaryPrevention
SecondaryPrevention
PrimaryPrevention
TargetedProtection
Society's HealthResponse
Demand forresponse
PublicWork
SaferHealthierPeople Becoming
vulnerable
Becoming saferand healthier
VulnerablePeople Becoming
afflicted
Afflictedwithout
Complications Developingcomplications
Afflicted withComplications
Dying fromcomplications
Health System Dynamics
Adverse LivingConditions
GeneralProtection
Milstein B, Homer J. The dynamics of upstream and downstream: why is so hard for the health system to work upstream, and what can be done about it? CDC Futures Health Systems Work Group; Atlanta, GA; December 3, 2003.
Gerberding JL. CDC's futures initiative. Atlanta, GA: Public Health Training Network; April 12, 2004.
Gerberding JL. FY 2008 CDC Congressional Budget Hearing. Testimony before the Committee on Appropriations, Subcommittee on Labor, Health and Human Services, Education and Related Agencies, United States House of Representatives; Washington, DC; March 9, 2007.
Homer JB, Hirsch GB. System dynamics modeling for public health: background and opportunities. American Journal of Public Health 2006;96(3):452-458.
“One major task that CDC is intending to address is balancing this portfolio of our health system so that there is much greater emphasis placed on health protection, on making sure that we invest the same kind of intense resources into keeping people
healthier or helping them return to a state of health and low vulnerability as we do to disease care and end of life care."
-- Julie Gerberding
Syndemics
Prevention Network
Prerequisite Conditions for Health
World Health Organization. Ottawa charter for health promotion. International Conference on Health Promotion: The Move Towards a New Public Health, November 17-21, 1986 Ottawa, Ontario, Canada, 1986. Available at <http://www.who.int/hpr/archive/docs/ottawa.html>.
Endorsed at five world conferences on health promotion (1986-2000)
Peace
Shelter
Education
Food
Income
Stable eco-system
Sustainable resources
Social justice and equity
Syndemics
Prevention Network
Seeing Conditions as Freedoms
• Adverse living conditions are circumstances that inhibit people's freedom to be safe and healthy and develop their full potential
• They include, at a minimum, any deviation from prerequisite conditions for life and human dignity (e.g., physical extremes, violence, deprivation, disconnection)
• Phenomena like hunger, homelessness, joblessness, illiteracy, war, environmental decay, and various forms of injustice, including racism, are all examples of adverse living conditions
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Milstein B, Homer J. System dynamics modeling work in progress: the dynamics of upstream and downstream. Syndemics Prevention Network, Centers for Disease Control and Prevention. Atlanta, GA. Available at http://www.cdc.gov/syndemics
• Leaders and institutions• Foresight and precaution• The meaning of work• Mutual accountability• Plurality• Democracy• Freedom• Etc…
Healthy Public Policy & Public Work
DEMOCRATIC SELF-GOVERNANCE
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Syndemics
Prevention Network
Understanding Health as Public Work
SaferHealthierPeople
VulnerablePeople
Afflictedwithout
Complications
Afflicted withComplicationsBecoming
vulnerable
Becoming saferand healthier
Becomingafflicted
Developingcomplications
Dying fromcomplications
Adverse LivingConditions
Society's HealthResponse
Demand forresponse
GeneralProtection
TargetedProtection
PrimaryPrevention
SecondaryPrevention
TertiaryPrevention
-
Public Work-
Vulnerable andAfflicted People
Fraction of Adversity,Vulnerability and AfflictionBorne by Disadvantaged
Sub-Groups (Inequity)
-
PublicStrength
Citizen Involvementin Public Life
Social Division
Syndemics
Prevention Network
Refining the Hypothesis
Incorporating Public vs. Professional Concern
Syndemics
Prevention Network
Health System DynamicsIncorporating Public vs. Professional Concern
Safer,Healthier
Population
VulnerablePopulation
Becomingvulnerable
Becoming nolonger vulnerable
Afflictedwithout
ComplicationsBecomingafflicted
Afflicted withComplications
Developingcomplications
Dying fromComplications
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Milstein B, Homer J. Health system dynamics: mapping the drivers of population health, vulnerability, and affliction. Atlanta, GA: Syndemics Prevention Network; June 27 (work in progress), 2006.
Syndemics
Prevention Network
Health System Dynamics Incorporating Public vs. Professional Concern
Safer,Healthier
Population
VulnerablePopulation
Becomingvulnerable
Becoming nolonger vulnerable
Afflictedwithout
ComplicationsBecomingafflicted
Afflicted withComplications
Developingcomplications
Dying fromComplications
Downstreamwork
Professionalconcern
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Milstein B, Homer J. Health system dynamics: mapping the drivers of population health, vulnerability, and affliction. Atlanta, GA: Syndemics Prevention Network; June 27 (work in progress), 2006.
Syndemics
Prevention Network
Health System Dynamics Incorporating Public vs. Professional Concern
Safer,Healthier
Population
VulnerablePopulation
Becomingvulnerable
Becoming nolonger vulnerable
Afflictedwithout
ComplicationsBecomingafflicted
Afflicted withComplications
Developingcomplications
Dying fromComplications
Effect onprogression
-
Effect oncomplications
-
TertiaryPrevention
SecondaryPrevention
Downstreamwork
Professionalconcern
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Milstein B, Homer J. Health system dynamics: mapping the drivers of population health, vulnerability, and affliction. Atlanta, GA: Syndemics Prevention Network; June 27 (work in progress), 2006.
Syndemics
Prevention Network
Health System Dynamics Incorporating Public vs. Professional Concern
Safer,Healthier
Population
VulnerablePopulation
Becomingvulnerable
Becoming nolonger vulnerable
Afflictedwithout
ComplicationsBecomingafflicted
Afflicted withComplications
Developingcomplications
Dying fromComplications
Effect onprogression
-
Effect oncomplications
-
TertiaryPrevention
SecondaryPrevention
Vulnerable andAfflicted Population
Upstreamwork
Downstreamwork
Professionalconcern
Publicconcern
Publicwork
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Milstein B, Homer J. Health system dynamics: mapping the drivers of population health, vulnerability, and affliction. Atlanta, GA: Syndemics Prevention Network; June 27 (work in progress), 2006.
Syndemics
Prevention Network
Health System Dynamics Incorporating Public vs. Professional Concern
Safer,Healthier
Population
VulnerablePopulation
Becomingvulnerable
Becoming nolonger vulnerable
Afflictedwithout
ComplicationsBecomingafflicted
Afflicted withComplications
Developingcomplications
Dying fromComplications
Effect onincidence
-
Effect onprogression
-
Effect oncomplications
-
Effect on livingconditions
Effect onvulnerabilityreduction
GeneralProtection
TargetedProtection
TertiaryPrevention
SecondaryPrevention
PrimaryPrevention
Vulnerable andAfflicted Population
Upstreamwork
Downstreamwork
Professionalconcern
Publicconcern
AdverseLiving
Conditions
-
-
Publicwork
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Milstein B, Homer J. Health system dynamics: mapping the drivers of population health, vulnerability, and affliction. Atlanta, GA: Syndemics Prevention Network; June 27 (work in progress), 2006.
Syndemics
Prevention Network
Health System Dynamics Incorporating Public vs. Professional Concern
Safer,Healthier
Population
VulnerablePopulation
Becomingvulnerable
Becoming nolonger vulnerable
Afflictedwithout
ComplicationsBecomingafflicted
Afflicted withComplications
Developingcomplications
Dying fromComplications
Effect onincidence
-
Effect onprogression
-
Effect oncomplications
-
Effect on livingconditions
Effect onvulnerabilityreduction
GeneralProtection
TargetedProtection
TertiaryPrevention
SecondaryPrevention
PrimaryPrevention
Vulnerable andAfflicted Population
Upstreamwork
Downstreamwork
Professionalconcern
Publicconcern
AdverseLiving
Conditions
-
PublicStrength
SocialDisparity
-
Citizen Involvementand Organizing
SocialDivision
-
Publicwork
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Milstein B, Homer J. Health system dynamics: mapping the drivers of population health, vulnerability, and affliction. Atlanta, GA: Syndemics Prevention Network; June 27 (work in progress), 2006.
Syndemics
Prevention Network
Health System Dynamics Incorporating Public vs. Professional Concern
Safer,Healthier
Population
VulnerablePopulation
Becomingvulnerable
Becoming nolonger vulnerable
Afflictedwithout
ComplicationsBecomingafflicted
Afflicted withComplications
Developingcomplications
Dying fromComplications
Effect onincidence
-
Effect onprogression
-
Effect oncomplications
-
Effect on livingconditions
Effect onvulnerabilityreduction
GeneralProtection
TargetedProtection
TertiaryPrevention
SecondaryPrevention
PrimaryPrevention
Vulnerable andAfflicted Population
Upstreamwork
Downstreamwork
Professionalconcern
Publicconcern
AdverseLiving
Conditions
-
PublicStrength
SocialDisparity
-
Citizen Involvementand Organizing
SocialDivision
-
Publicwork
Institutional/organizationalemphasis on disease rather
than vulnerability
-
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Milstein B, Homer J. Health system dynamics: mapping the drivers of population health, vulnerability, and affliction. Atlanta, GA: Syndemics Prevention Network; June 27 (work in progress), 2006.
Syndemics
Prevention Network
SummaryWhy is it So Hard to Work Across the Whole System?
Initial Observations
• Upstream work requires more public concern, which is less a reaction to the prevalence of disease as to the spread of vulnerability and affliction that over many years threaten everybody (think of economic decline, inadequate education, unsafe housing, sprawl, racism, environmental decay, etc.)
• Long before upstream threats become widely apparent, money and other resources have focused downstream (where professional expertise and the weight of scientific evidence lie)
• Because of their role as providers of downstream services, health professionals do not respond to vulnerability and social inequity for it own sake, in the way that ordinary citizens often do
• Upstream health action involves broad-based organizing; it is political—but non-partisan—and cannot be done by professionals alone
Milstein B. Hygeia's constellation: navigating health futures in a dynamic and democratic world. Atlanta, GA: Centers for Disease Control and Prevention; Draft, 2007.
Milstein B, Homer J. Health system dynamics: mapping the drivers of population health, vulnerability, and affliction. Atlanta, GA: Syndemics Prevention Network; June 27 (work in progress), 2006.
Syndemics
Prevention Network
Mechanic D, Tanner J. Vulnerable people, groups, and populations: societal view. Health Affairs 2007;26(5):1220-1230.
Vulnerability is Becoming an Increasingly Prominent Focus of Concern
“Vulnerability, the susceptibility to
harm, results from…developmental
problems, personal incapacities,
disadvantaged social status,
inadequacy of interpersonal networks
and supports, degraded
neighborhoods and environments, and
the complex interactions of these
factors over the life course.”
-- Mechanic & Tanner
Syndemics
Prevention Network
Evaluating Dynamic, Democratic Policies
How can we learn about the consequences of alternative policies in a system of this kind?
Safer,Healthier
Population
VulnerablePopulation
Becomingvulnerable
Becoming nolonger vulnerable
Afflictedwithout
ComplicationsBecomingafflicted
Afflicted withComplications
Developingcomplications
Dying fromComplications
Effect onincidence
-
Effect onprogression
-
Effect oncomplications
-
Effect on livingconditions
Effect onvulnerabilityreduction
GeneralProtection
TargetedProtection
TertiaryPrevention
SecondaryPrevention
PrimaryPrevention
Vulnerable andAfflicted Population
Upstreamwork
Downstreamwork
Professionalconcern
Publicconcern
AdverseLiving
Conditions
-
PublicStrength
SocialDisparity
-
Citizen Involvementand Organizing
SocialDivision
-
Publicwork
Institutional/organizationalemphasis on disease rather
than vulnerability
-
Syndemics
Prevention Network
System Dynamics Was Developed to Address Problems Marked By Dynamic Complexity
Good at Capturing
• Differences between short- and long-term consequences of an action
• Time delays (e.g., developmental period, time to detect, time to respond)
• Differences or inconsistencies in goals/values among stakeholders
Sterman JD. Business dynamics: systems thinking and modeling for a complex world. Boston, MA: Irwin McGraw-Hill, 2000.
Homer JB, Hirsch GB. System dynamics modeling for public health: background and opportunities. American Journal of Public Health 2006;96(3):452-458.
Origins • Jay Forrester, MIT, Industrial Dynamics,
1961 (“One of the seminal books of the last 20 years.”-- NY Times)
• Public policy applications starting late 1960s
• Population health applications starting mid-1970s
Syndemics
Prevention Network
An (Inter) Active Form of Policy Planning/Evaluation
System Dynamics is a methodology to…
• Map the salient forces that contribute to a persistent problem;
• Convert the map into a computer simulation model, integrating the best information and insight available;
• Compare results from simulated “What If…” experiments to identify intervention policies that might plausibly alleviate the problem;
• Conduct sensitivity analyses to assess areas of uncertainty in the model and guide future research;
• Convene diverse stakeholders to participate in model-supported “Action Labs,” which allow participants to discover for themselves the likely consequences of alternative policy scenarios
Syndemics
Prevention Network
Model Uses and Audiences
• Set Better Goals (Planners & Evaluators)
– Identify what is likely and what is plausible– Estimate intervention impact time profiles– Evaluate resource needs for meeting goals
• Support Better Action (Policymakers)
– Explore ways of combining policies for better results– Evaluate cost-effectiveness over extended time periods– Increase policymakers’ motivation to act differently
• Develop Better Theory and Estimates (Researchers)
– Integrate and reconcile diverse data sources– Identify causal mechanisms driving system behavior– Improve estimates of hard-to-measure or “hidden” variables
Syndemics
Prevention Network
Learning In and About Dynamic Systems
• Unknown structure • Dynamic complexity• Time delays• Impossible experiments
Real World
InformationFeedback
Decisions
MentalModels
Strategy, Structure,Decision Rules
• Selected• Missing• Delayed• Biased• Ambiguous
• Implementation• Game playing• Inconsistency• Short term
• Known structure • Controlled experiments• Enhanced learning
Virtual World
Sterman JD. Learning in and about complex systems. System Dynamics Review 1994;10(2-3):291-330.
Sterman JD. Business dynamics: systems thinking and modeling for a complex world. Boston, MA: Irwin McGraw-Hill, 2000.
Syndemics
Prevention Network
Selected CDC Projects Featuring System Dynamics Modeling (2001-2007)
• Syndemics Mutually reinforcing afflictions
• Diabetes In an era of rising obesity
• ObesityLifecourse consequences of changes in caloric balance
• Infant HealthFetal and infant morbidity/mortality
• Heart Disease and StrokePreventing and managing multiple risks, in context
Milstein B, Homer J. Background on system dynamics simulation modeling, with a summary of major public health studies. Atlanta, GA: Syndemics Prevention Network, Centers for Disease Control and Prevention; February 1, 2005. <http://www2.cdc.gov/syndemics/pdfs/SD_for_PH.pdf>.
• Grantmaking ScenariosTiming and sequence of outside assistance
• Upstream-Downstream EffortBalancing disease treatment with prevention/protection
• Healthcare ReformRelationships among cost, quality, equity, and health status
• Chronic Illness DynamicsHealth and economic scenarios for downstream and upstream reforms
Syndemics
Prevention Network
Preventing and Managing Risk Factors for Heart Disease and Stroke
Modeling the Local Dynamics of Cardiovascular Health
Homer J, Milstein B, Wile K, Pratibhu P, Farris R, Orenstein D. Modeling the local dynamics of cardiovascular health: risk factors, context, and capacity. Preventing Chronic Disease (in press).
Syndemics
Prevention Network
ContributorsCore Design Team• CDC: Michele Casper, Rosanne Farris, Darwin Labarthe,
Marilyn Metzler, Bobby Milstein, Diane Orenstein• Austin: Cindy Batcher, Karina Loyo, Ella Pugo, Rick
Schwertfeger, Adolfo Valadez, Josh Vest, • NIH: David Abrams, Patty Mabry• Consultants: Jack Homer, Justin Trogdon, Kristina Wile
Organizational Sponsors• Austin/Travis County Health and Human Services Department• CDC Division for Heart Disease and Stroke Prevention• CDC Division of Adult and Community Health• CDC Division of Nutrition, Physical Activity, and Obesity• CDC Division of Diabetes Translation • CDC Office on Smoking and Health• CDC NCCDPHP Office of the Director• Indigent Care Collaborative (Austin, TX)• NIH Office of Behavioral and Social Science Research• RTI International• Sustainability Institute• Texas Department of Health
Syndemics
Prevention Network
Better understand and govern
trends in cardiovascular health
at a local level by modeling
the likely consequences of
alternative intervention strategies
Project Purpose
Syndemics
Prevention Network
Action Framework for a Comprehensive and Coordinated Public Health Strategy to Prevent Heart Disease and Stroke
Syndemics
Prevention Network
Crafting Effective Intervention Strategies for Upstream Prevention in Context
• Concentrate on “upstream” challenge of minimizing risk, rather than the better understood “downstream” task of post-event care
• Local conditions affect people’s health status and their responses to perceived problems
• Local social and physical factors may be critical when characterizing the history—and plausible futures—of cardiovascular disease in a given city or region
• These aspects of local context are difficult to measure and too often excluded when planning and evaluating policies or programs
Syndemics
Prevention Network
Project Tasks
Develop a general causal framework for thinking about CVD risk factors and contextual factors
Develop a national-level simulation model of CVD risk factors, with projected outcomes based on AHA 2003 estimates and Framingham risk calculator
Learn about and quantify key contextual factors in Austin as well as local interventions attempted and planned
Add contextual factors and calibrate the simulation model
• Evaluate alternative interventions in terms of CV events and costs
• Salt intake• Bad fats intake• Fruit/Vegetable intake• Net caloric intake• Physical activity• Chronic stress
Preventing and Managing Risk Factors for CVDSector Diagram
DRAFT: October, 2007
Syndemics
Prevention Network
Preventing and Managing Risk Factors for CVDCore Structure
High cholesterol
Hypertension
Smoking
Obesity
Notobese
Obese
Not highcholest
Highcholest
Nondiab
Diabetic
Nonsmoker
Nonhypt
Hypert
Smoking and equivalentsecondhand smoke and air
pollution exposure
SecondhandsmokeSmoker
First-time CVevents and deaths
Diabetes
DRAFT: October, 2007
Syndemics
Prevention Network
Preventing and Managing Risk Factors for CVDCore Structure
High cholesterol
Hypertension
Smoking
Obesity
Notobese
Obese
Not highcholest
Highcholest
Nondiab
Diabetic
Nonsmoker
Nonhypt
Hypert
Smoking and equivalentsecondhand smoke and air
pollution exposure
SecondhandsmokeSmoker
First-time CVevents and deaths
One-year costs fromfirst-time CV and other
risk factor complicationsDiabetes
DRAFT: October, 2007
Syndemics
Prevention Network
Preventing and Managing Risk Factors for CVDPolicy Pathways
High cholesterol
Hypertension
Smoking
Obesity
Notobese
Obese
Not highcholest
Highcholest
Nondiab
Diabetic
Nonsmoker
Nonhypt
Hypert
Smoking and equivalentsecondhand smoke and air
pollution exposure
SecondhandsmokeSmoker
First-time CVevents and deaths
One-year costs fromfirst-time CV and other
risk factor complications
Access to quitservices
Air pollutionexposure
Anti tobaccopolicy
Clean indoorair policies
Diabetes
DRAFT: October, 2007
Syndemics
Prevention Network
Preventing and Managing Risk Factors for CVDPolicy Pathways
High cholesterol
Hypertension
Smoking
Obesity
Notobese
Obese
Not highcholest
Highcholest
Nondiab
Diabetic
Nonsmoker
Nonhypt
Hypert
Smoking and equivalentsecondhand smoke and air
pollution exposure
SecondhandsmokeSmoker
Diagnosis andcontrol
First-time CVevents and deaths
One-year costs fromfirst-time CV and other
risk factor complications
Access to quitservices
Access toprimary care
Air pollutionexposure
Effectiveness ofprimary care
Anti tobaccopolicy
Clean indoorair policies
Diabetes
DRAFT: October, 2007
Syndemics
Prevention Network
Preventing and Managing Risk Factors for CVDPolicy Pathways
High cholesterol
Hypertension
Smoking
Obesity
Notobese
Obese
Not highcholest
Highcholest
Nondiab
Diabetic
Nonsmoker
Nonhypt
Hypert
Smoking and equivalentsecondhand smoke and air
pollution exposure
SecondhandsmokeSmoker
Healthinessof diet
Extent ofphysical activity
Diagnosis andcontrol
First-time CVevents and deaths
One-year costs fromfirst-time CV and other
risk factor complications
Access to quitservices
Access to healthyfood options
Access to physicalactivity options
Access to weightloss/maintenance
servicesAccess to
primary care
Air pollutionexposure
Effectiveness ofprimary care
Anti tobaccopolicy
Clean indoorair policies
Diabetes
DRAFT: October, 2007
Syndemics
Prevention Network
Preventing and Managing Risk Factors for CVDPolicy Pathways
High cholesterol
Hypertension
Smoking
Obesity
Notobese
Obese
Not highcholest
Highcholest
Nondiab
Diabetic
Nonsmoker
Nonhypt
Hypert
Smoking and equivalentsecondhand smoke and air
pollution exposure
SecondhandsmokeSmoker
Healthinessof diet
Extent ofphysical activity
Chronicstress
Diagnosis andcontrol
First-time CVevents and deaths
One-year costs fromfirst-time CV and other
risk factor complications
Access to quitservices
Access to mentalhealth services
Sources of chronicstress (unalleviated by
social supports)
Access to healthyfood options
Access to physicalactivity options
Access to weightloss/maintenance
servicesAccess to
primary care
Air pollutionexposure
Effectiveness ofprimary care
Anti tobaccopolicy
Clean indoorair policies
Diabetes
DRAFT: October, 2007
Syndemics
Prevention Network
Preventing and Managing Risk Factors for CVDPolicy Pathways
DRAFT: October, 2007
High cholesterol
Hypertension
Smoking
Obesity
Notobese
Obese
Not highcholest
Highcholest
Nondiab
Diabetic
Nonsmoker
Nonhypt
Hypert
Smoking and equivalentsecondhand smoke and air
pollution exposure
SecondhandsmokeSmoker
Healthinessof diet
Extent ofphysical activity
Chronicstress
Diagnosis andcontrol
First-time CVevents and deaths
One-year costs fromfirst-time CV and other
risk factor complications
Access to quitservices
Access to mentalhealth services
Sources of chronicstress (unalleviated by
social supports)
Access to healthyfood options
Access to physicalactivity options
Access to weightloss/maintenance
services
Access toprimary care
Air pollutionexposure
Effectiveness ofchronic care
system
Marketing ofhealthy behaviors
Anti tobaccopolicy
Clean indoorair policies
Diabetes
Syndemics
Prevention Network
Preventing and Managing Risk Factors for CVDPolicy Pathways
DRAFT: October, 2007
High cholesterol
Hypertension
Smoking
Obesity
Notobese
Obese
Not highcholest
Highcholest
Nondiab
Diabetic
Nonsmoker
Nonhypt
Hypert
Smoking and equivalentsecondhand smoke and air
pollution exposure
SecondhandsmokeSmoker
Healthinessof diet
Extent ofphysical activity
Chronicstress
Diagnosis andcontrol
First-time CVevents and deaths
One-year costs fromfirst-time CV and other
risk factor complications
Access to quitservices
Access to mentalhealth services
Sources of chronicstress (unalleviated by
social supports)
Access to healthyfood options
Access to physicalactivity options
Access to weightloss/maintenance
services
Access toprimary care
Air pollutionexposure
Effectiveness ofchronic care
system
Marketing ofhealthy behaviors
Anti tobaccopolicy
Clean indoorair policies
Diabetes
Marketing of health& social services
Syndemics
Prevention Network
Assembling Available Information
Information Sources Relevant Model Parameters
U.S. Census & Vital Statistics
• Population • Birth rate• Net immigration rate • Death rate
American Heart Association• CVD events• CVD deaths• CVD post-event prevalence
National Health and Nutrition Examination Survey
• Risk factor prevalences• Fractions diagnosed and undiagnosed• Extent to which "control" reduces CVD risk• Numerous age and gender distinctions
Medical Expenditure Panel Survey & National Health Interview Survey
(Linked)
• Inpatient hospital costs and workdays lost due to non-CVD consequences of CVD risk factors
Bureau of Labor Statistics • Working fraction of population
Behavioral Risk Factor Surveillance System
• Access to healthy food options• Unhealthy diet• Access to physical activity options• Inadequate physical activity• Access to regular primary care • Chronic stress • Trying to lose weight• Trying to quit smoking• Workplaces allowing smoking
Syndemics
Prevention Network
Assembling Available Information
Information Sources Relevant Model Parameters
Professional Literature
• Anderson risk calculator• Prevalence ratios relating obesity with BP, cholesterol, and diabetes• Relative risks from inadequate PA for obesity, diabetes, and high BP• Smoking quit rates• Becoming non-obese rates• PAD prevalence and deaths• Average US air pollution level• Hours spent outdoors per day• Fraction of nonsmokers living with smokers• Effect of smoking quit services on quit rate• Relative risk for CVD from secondhand smoke• Relative risk for CVD from air pollution• Impact of smoking on obesity• Value per lost workday• Direct and indirect costs of CVD events
Austin Team Questionnaire
• Access to local weight loss, mental health, and smoking quit services• Use of local primary care, weight loss, mental health, and smoking quit services• Impact of mental health services on stress• Impact of local social marketing on diet, PA, smoking• Impact of local weight loss services on becoming non-obese • Impact of primary care on diagnosis and control of high BP, cholesterol, diabetes• Relative risks from inadequate PA for high cholesterol, stress• Relative risks from chronic stress for high BP, high cholesterol, smoking initiation, quits, obesity• Relative risks from poor diet for high BP, high cholesterol, obesity
Syndemics
Prevention Network
Developing a Base Case or “Status Quo” ScenarioAssumptions for Input Time Series through 2040
• A plausible and straightforward scenario
– Assume no further changes in contextual factors affecting risk factor prevalences
– Any changes in prevalences after 2000 are due to “bathtub” adjustment process and population aging
– Provides an easily-understood basis for comparisons
• Result: Past trends continue after 2000, but decelerate and level off
– Increasing obesity, high BP, and diabetes
– Decreasing smoking
– High cholesterol mixed bag, flat overall
1-Year Costs of All CV & RF Complications per preCVD Popn800
Sources of chronic stress (poverty, crime, discrimination)
√ √ √ √ 3
Access to mental health services4 √ √ √ √ 3
Marketing healthy behaviors5 √ √ √ √ √
Marketing health/social services6 √ √ √ √ √
1 Reductions in smoking may lead to some increase in eating and obesity; 2 Primary care improves diagnosis and control of affected conditions; 3 Due to stress-eating; 4 Affects chronic stress; 5 Affects nutrition, PA, and smoking; 6 Affects primary care as well as services for weight loss/maintenance, smoking cessation, and mental health
BasePrimary Care Access 1Primary Care Effectiveness 1Diet & PA Access 1Diet & PA Access 1 + Social Marketing 1Access + Marketing + Effective Care
1-Year Costs of All Cardiovascular Events & Risk Factor Complications Per Capita Among the pre-CVD Population
Prototype Simulation ScenariosTests of Extreme Conditions
Sterman JD. All models are wrong: reflections on becoming a systems scientist. System Dynamics Review 2002;18(4):501-531. Available at <http://web.mit.edu/jsterman/www/All_Models.html>
Sterman J. A sketpic's guide to computer models. In: Barney GO, editor. Managing a Nation: the Microcomputer Software Catalog. Boulder, CO: Westview Press; 1991. p. 209-229. <http://web.mit.edu/jsterman/www/Skeptic%27s_Guide.html>
“All models are wrong, some are useful.”
-- George Box
“All models are wrong, some are useful.”
-- George Box
Syndemics
Prevention Network
Simulations for Learning in Dynamic Systems
Morecroft JDW, Sterman J. Modeling for learning organizations. Portland, OR: Productivity Press, 2000.
Sterman JD. Business dynamics: systems thinking and modeling for a complex world. Boston, MA: Irwin McGraw-Hill, 2000.
Multi-stakeholder Dialogue
Dynamic Hypothesis (Causal Structure)
X Y
Plausible Futures (Policy Experiments)
Syndemics
Prevention Network
Syndemic Orientation
Expanding Public Health Science“Public health imagination involves using science to expand the
boundaries of what is possible.”
-- Michael Resnick
EpidemicOrientation
Problems Among
People inPlaces
Over Time
BoundaryCritique
Governing Dynamics
Ca
us
al
Ma
pp
ing
Plausible Futures
DynamicModeling
Navigational Freedoms
De
mo
cra
tic
Pu
bli
c W
ork
Syndemics
Prevention Network
“Academics and pundits love to throw around the term ‘social capital’
and debate its nuances, but most of them couldn’t organize a block party.”
-- Ed Chambers
Power Has to be Organized
Chambers ET, Cowan MA. Roots for radicals. New York: Continuum, 2003., p. 65.
Syndemics
Prevention Network
“The challenge of involving the community is
especially difficult if one has been trained, as
I have been trained, to be an arrogant, elitist
prima donna. I am the ‘expert,’ after all, and I
help people by sharing my expertise.”
-- Len Syme
Syme SL. Social determinants of health: the community as an empowered partner. Preventing Chronic Disease 2004: 1(1) Accessed December 15, 2003. Available from: http://www.cdc.gov/pcd/issues/2004/jan/syme.htm
Boyte HC. Professions as public crafts. Wingspread Conference on New Information Commons; Racine, WI: Center for Democracy and Citizenship; 2000. Available at <http://www.publicwork.org/pdf/workingpapers/Public%20crafts.pdf>
Boyte HC, Kari NN. Turning our jobs into public work. In: Boyte HC, Kari NN, editors. Building America: the Democratic Promise of Public Work. Philadelphia: Temple University Press; 1996. p. 164-188.
Becoming a Professional Often Implies Standing Outside of the Public
Innovators in higher education tend to view professions as “public crafts” and emphasize
the democratic skills of “citizen-professionals”
Innovators in higher education tend to view professions as “public crafts” and emphasize
the democratic skills of “citizen-professionals”
Syndemics
Prevention Network
Growth of Citizen Actors
“Almost everyone knows about the
explosion of the dot-coms…but millions
have still not heard the big story:
the worldwide explosion of dot-orgs.
More people today have the freedom,
time, wealth, health, exposure, social
mobility, and confidence to address
social problems in bold new ways.”
-- David Bornstein
Bornstein D. How to change the world: social entrepreneurs and the power of new ideas. New York: Oxford University Press, 2004.
Number of Public Service GroupsRegistered with IRS
0
500,000
1,000,000
1989 1998
Nu
mb
er
Re
gis
tere
d
60%
Syndemics
Prevention Network
Public work is sustained, visible, serious effort by a diverse mix of ordinary people that creates things of lasting civic or public significance.
Mitchell Siporin. Jane Addams memorial. Illinois Federal Art Project, WPA, 1936. Fine Arts Collection, General Services Administration.
Center for Democracy and Citizenship. The concept and philosophy of public work. Center for Democracy and Citizenship, 2001. Available at <http://www.publicwork.org/1_2_philosophy.html>.
What Exactly is Public Work?
Syndemics
Prevention Network
• CDC’s credibility and effectiveness rest on more than scientific excellence
• The agency’s reputation also stems from a widespread perception that CDC staff are working to protect us all: that it is a people’s institution
• Leadership for system change, both upstream and down, involves inspiring (or confronting) others to establish safer, healthier conditions in their own spheres of influence
• At the same time, CDC is among the most trusted sources for defining which conditions are safer and healthier, and for charting progress (past and plausible futures)
• These separate aspects of navigation—directing change and charting progress—are easily confused
CDC’s Strength Lies in Wayfinding for HealthThrough Public Work
Harris Interactive. CDC, FAA, NIH, FDA, FBI and USDA get the highest ratings of thirteen federal government agencies. Rochester, NY: Harris Polls; February 7, 2007. <http://www.prnewswire.com/news/index_mail.shtml?ACCT=104&STORY=/www/story/02-06-2007/0004521666&EDATE=>
Mason H. Federal scorecard: Americans rate U.S. agencies. Government & Public Affairs 2003.
Syndemics
Prevention Network
Contrasting Strategies for Directing Social Change
Advocating Mobilizing Organizing
Definition• Pleading in another’s behalf
• Assembling or coordinating for a purpose
• Arranging systematically for harmonious functioning or united action
Form • A voice • A following • A working whole
Products • Special interests • Mass movements • Public work
In Practice
• Ad hoc• Diminishing #s over time• Weak accountability• Weak commitment to institutional development• Single, charismatic leader• Weak ties to values and self-interests
• Enduring• Increasing #s over time• Strong accountability• Strong commitment to institutional development• Many leaders in many networks• Strong ties to values and self-interests
Syndemics
Prevention Network
2007
Extramural funding for methodology and technology (NIH Roadmap)
Symposia series on system science and health (NIH/OBSSR and CDC/SPN; ~6,000 participants)
Conference on complexity approaches to population health (Univ of Michigan; ~250 participants)
NIH monograph, “Greater Than the Sum”
• CDC monograph, “Hygeia’s Constellation”
• CDC to hire directors for preparedness modeling and public health systems research
• Concept mapping of public health policy resistance (NIH/OBSSR and CDC/SPN)
• Historical examples of health system transformation (CDC Public Health Practice Council)
• Methodology to support CDC’s focus on “health protection…health equity” (PriceWaterhouseCoopers)
2008
• Summer training institute for system science and health (NIH/OBSSR and CDC/SPN)
2009
• Extramural funding for “Health System Change” (NIH and CDC?)
What’s on the Horizon for System Science & Health?
• NIH/CDC Symposia on System Science and Healthhttp://obssr.od.nih.gov/Content/Lectures+and+Seminars/Systems_Symposia_Series/SEMINARS.htm
• Recommended Reading
– AJPH theme issue on systems thinking and modeling (March, 2006)http://www.ajph.org/content/vol96/issue3/
• Sterman JD. Learning from evidence in a complex world. AJPH 2006;96(3):505-514.
• Midgley G. Systemic intervention for public health. AJPH 2006;96(3):466-472.
• Homer JB, Hirsch GB. System dynamics modeling for public health: background and opportunities. AJPH 2006;96(3):452-458.
– Sterman JD. A skeptic's guide to computer models. In: Barney GO, editor. Managing a Nation: the Microcomputer Software Catalog. Boulder, CO: Westview Press; 1991. p. 209-229. http://web.mit.edu/jsterman/www/Skeptic%27s_Guide.html
– Meadows DH. Leverage points: places to intervene in a system. Sustainability Institute, 1999. http://www.sustainabilityinstitute.org/pubs/Leverage_Points.pdf
– Meadows DH, Robinson JM. The electronic oracle: computer models and social decisions. System Dynamics Review 2002;18(2):271-308.
Syndemics
Prevention Network
EXTRAS
Syndemics
Prevention Network
Left Unexamined…
• Singular “program” as the unit of inquiry (N=1 organizational depth)
• Dynamic aspects of program effectiveness (e.g., better-before-worse patterns of change)
• Democratic aspects of public health work (e.g., alignment among multiple actors, including those who are not health professionals—or professionals at all—and those who may be pursuing other goals)
• Evaluative aspects of planning and policy development
Milstein B, Wetterall S, CDC Evaluation Working Group. Framework for program evaluation in public health. MMWR Recommendations and Reports 1999;48(RR-11):1-40. Available at <http://www.cdc.gov/mmwr/PDF/RR/RR4811.pdf>.
Framework for Program Evaluation“Both a synthesis of existing evaluation practices
and a standard for further improvement.”
Syndemics
Prevention Network
Revisiting the Framework
Simulation Modeling Offers
• Support for multi-stakeholder dialogue
• A larger conception of the “program” context in its policy context
• An avenue for experimentation without comparison/control groups and visceral learning
• Ability to track interrelated indicators (both states and rates)
• An emphasis on pragmatism (learning through action)
• A focus on the evaluative aspects of planning and policy development
“Steps in the framework are starting points for tailoring an evaluation to a particular public health effort at a particular time.”
Milstein B, Wetterall S, CDC Evaluation Working Group. Framework for program evaluation in public health. MMWR Recommendations and Reports 1999;48(RR-11):1-40. Available at <http://www.cdc.gov/mmwr/PDF/RR/RR4811.pdf>.