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Decisional Architectures
Bradford W. Hesse

June 19, 2013
Tuesday, October 29, 2013
Two Cases

Tuesday, October 29, 2013
No Insurance -- ER Presentation

Two Cases

Tuesday, October 29, 2013

•

Woman (Edna) presents with detached
breast. Explains that she has known
about problem for nine years. Cancer is
advanced; now fatal. Death would have
been avoidable with preemptive care.
No Insurance -- ER Presentation

Two Cases

•

Woman (Edna) presents with detached
breast. Explains that she has known
about problem for nine years. Cancer is
advanced; now fatal. Death would have
been avoidable with preemptive care.

Private Insurance -- Cadillac Care

•

Tuesday, October 29, 2013

Woman (Helen), age 50, detects a lump
in breast and is sent for a mammogram
with follow-up needle biopsy. Tumor at
4 centimeters, estrogen- and
progesterone-receptor negative
diagnosed at Stage II. Private oncologist
prescribes aggressive treatment with
prolonged hospital stays, complications,
nosocomial infections, depletion of
insurance and eventually death.
Symptom	
  Checklist

Preventable	
  medical	
  error:
✦ accounts	
  for	
  48,000	
  to	
  98,000	
  deaths	
  per	
  year	
  
(1999	
  IOM	
  esAmate)
✦ results	
  in	
  $17.1	
  billion	
  in	
  extraneous	
  costs	
  per	
  
year	
  (Health	
  Aff.	
  Apr	
  2011;30(4):596-­‐603).
✦ most	
  errors	
  occur	
  from	
  communicaAon	
  
breakdowns	
  (Mazor	
  et	
  al,	
  2012)

4
Tuesday, October 29, 2013
Symptom	
  Checklist

Preventable	
  medical	
  error:
✦ accounts	
  for	
  48,000	
  to	
  98,000	
  deaths	
  per	
  year	
  
(1999	
  IOM	
  esAmate)
✦ results	
  in	
  $17.1	
  billion	
  in	
  extraneous	
  costs	
  per	
  
year	
  (Health	
  Aff.	
  Apr	
  2011;30(4):596-­‐603).
✦ most	
  errors	
  occur	
  from	
  communicaAon	
  
breakdowns	
  (Mazor	
  et	
  al,	
  2012)
Public	
  health	
  awareness	
  system:
✦ Lack	
  of	
  adherence	
  to	
  public	
  health	
  
recommendaAons	
  (smoking	
  cessaAon,	
  diet,	
  
exercise,	
  adherence	
  to	
  screening	
  
recommendaAons)	
  doubles	
  mortality	
  rates
✦ Lack	
  of	
  “medical	
  home”	
  for	
  preempAve	
  support	
  
leads	
  to	
  paAent	
  confusion,	
  fragmented	
  care,	
  
personal	
  de-­‐acAvaAon,	
  and	
  debilitaAng	
  
outcomes.

5
Tuesday, October 29, 2013
Symptom	
  Checklist

Preventable	
  medical	
  error:
✦ accounts	
  for	
  48,000	
  to	
  98,000	
  deaths	
  per	
  year	
  
(1999	
  IOM	
  esAmate)
✦ results	
  in	
  $17.1	
  billion	
  in	
  extraneous	
  costs	
  per	
  
year	
  (Health	
  Aff.	
  Apr	
  2011;30(4):596-­‐603).
✦ most	
  errors	
  occur	
  from	
  communicaAon	
  
breakdowns	
  (Mazor	
  et	
  al,	
  2012)
Public	
  health	
  awareness	
  system:
✦ Lack	
  of	
  adherence	
  to	
  public	
  health	
  
recommendaAons	
  (smoking	
  cessaAon,	
  diet,	
  
exercise,	
  adherence	
  to	
  screening	
  
recommendaAons)	
  doubles	
  mortality	
  rates
✦ Lack	
  of	
  “medical	
  home”	
  for	
  preempAve	
  support	
  
leads	
  to	
  paAent	
  confusion,	
  fragmented	
  care,	
  
personal	
  de-­‐acAvaAon,	
  and	
  debilitaAng	
  
outcomes
Living	
  with	
  cancer
✦ Failures	
  to	
  remain	
  vigilant	
  result	
  in	
  recurrence	
  	
  
✦ InaXenAon	
  to	
  sequelae	
  from	
  treatment	
  reduces	
  
quality	
  of	
  life,	
  makes	
  vulnerable	
  to	
  co-­‐morbidity
✦ Lack	
  of	
  coordinated	
  care	
  leaves	
  paAent	
  feeling	
  
“lost	
  in	
  transiAon,”	
  abandoned,	
  alone,	
  and	
  
prone	
  to	
  post-­‐traumaAc	
  symptoms.

Tuesday, October 29, 2013

6
Institute of Medicine’s “Crossing the
Quality Chasm” Report

Tuesday, October 29, 2013
The Psychology of System Design

Knowledge in the Head*
Knowledge in The World*

*Norman, D. A. (1988). The psychology of everyday things. New York: BasicBooks.
Tuesday, October 29, 2013
What happens with bad design?

Tuesday, October 29, 2013
What happens with bad design?

Tuesday, October 29, 2013
Attention to Decision Architectures
Has Become Essential in I.T. Enabled
Business

“UX” = (User Interface)

Tuesday, October 29, 2013
Successful Architecture in Business
Tracking for
transparency,
accountability
Relational cues
to promote
trust

Ease of use
makes desired
behavior easy

Browsing to
encourage
familiarity

Participatory
options
encourage
engagement
Multiple delivery
options for
personalized service
Tuesday, October 29, 2013
But what about
medicine?

Tuesday, October 29, 2013
Many Computer Systems in Medicine
Follow Anachronistic Assumptions
Wrong Question:
X What can the computer do?
X How do we automate cognition?
X What is the transactional gain?
X How do we get users to conform?
Better Questions:
✓ What can humans do?

✓
✓
✓

How do we augment cognition?
What is the relational gain?
How do we optimize
sociotechnical balance?

Source: Hesse BW, Shneiderman B. eHealth research from the user's perspective. Am J Prev Med 2007;32(5 Suppl):S97-103.
Tuesday, October 29, 2013
National Research Council Report
Advocates for “Rebalancing Investments”

January 2009

Computational Technology for Effective Health
Care advocates re-balancing the portfolio of
investments in health care IT

•
•
•

Tuesday, October 29, 2013

Greater cognitive support for physicians,
patients, and caregivers
Observing user-centered design principles
Accelerating research related to health
care in the computer and social sciences
and in health/biomedical informatics
“What we thought about EHRs was
wrong; benefit came from restructuring
care.”

Edward H. Wagner, M.D.,
M.P.H., F.A.C.P.

Source: 	
  InformaAcs	
  for	
  Consumer	
  Health	
  Summit,	
  November	
  5-­‐6,	
  Potomac,	
  MD.
Tuesday, October 29, 2013
But progress in behavioral support still
lags -- leading to physician outcry.

Tuesday, October 29, 2013
Progress for patient support lags even
further, leading to vocal dissatisfaction.

The Case
of Hugo

Tuesday, October 29, 2013
Progress for patient support lags even
further, leading to vocal dissatisfaction.

The Case
of Hugo

Tuesday, October 29, 2013
Progress for patient support lags even
further, leading to vocal dissatisfaction.

The Case
of Hugo

Tuesday, October 29, 2013
Eric Topol, a cardiologist who directs the Scripps
Translational Science Institute in San Diego, says apps
that monitor blood pressure or glucose rates can be
more valuable than prescriptions to keep these
conditions in check.
"When we use a medication, we don't know if it's going
to work or not. It's much better when a person's taking
their blood pressure on a frequent basis," says Topol.
"The average person looks at their smartphone 150
times a day, so all of a sudden they're able to diagnose
if their blood pressure's adequately controlled and what
are the circumstances when it's not."

Tuesday, October 29, 2013
Creating a new “ecology” of decision
support technologies.

Source: Hesse BW, Hansen D, Finholt T, Munson S, Kellogg W, Thomas JC. Social Participation in Health 2.0. IEEE Computer. 2010;43(11):45-52.
Tuesday, October 29, 2013
How about
cancer care?

Tuesday, October 29, 2013
Architectural Failures in Cancer Care

Zapka JG, Taplin SH, Solberg LI, Manos MM. A framework for improving the quality of cancer care: the case of breast and cervical cancer screening. Cancer Epidemiol Biomarkers Prev. 2003;12:4–13.
Zapka JG, Puleo E, Taplin SH, Goins KV,Yood MU, Mouchawar J, et al. Processes of care in cervical and breast cancer screening and follow-up--the importance of communication. Prev Med. 2004;39:81–90.
[PubMed]
Tuesday, October 29, 2013
The ASCO Blueprint: November 2011

Oncology as information
science: “The Learning
Health Care System”

Tuesday, October 29, 2013
Subjective
• Chief complaint
• Patient Reported Outcomes

Objective
• Clinical measures
• Laboratory findings
• Sensor data

Health Information Exchange

Hospital Based
EHR Data

Hospital Based
EHR Data

Assessment
• Diagnosis
• Categorical reporting
• Prognosis
Plan
• Treatment planning
• Self-care planning
• Post treatment
• Surveillance

Decision
Support
Needs

Tuesday, October 29, 2013

Medical
Team

Hospital
System

• Risk modeling
• Diagnostic support
• Treatment selection
• Guideline adherence
• Error detection/correction

Medical
Researcher

Patient
&
Family

• Situational awareness
• Population health
• Continuity of care
• Identify side effects
• Inform discovery
iNcentives

Understand mappings
Default
Give feedback
Expect error
Structure decisions
Source: Thaler RH, Sunstein CR. Nudge : improving decisions about health, wealth, and happiness. Rev. and expanded ed. New York:
Penguin Books; 2009.
Tuesday, October 29, 2013
iNcentives

Self Determination*

• Autonomy
• Mastery
• Connectedness

* E.g., Hesse BW. Enhancing Consumer Involvement in Health Care. In: Parker JC, Thornson E, editors. Health Communication in the
New Media Landscape. New York, NY: Springer Publishing Company; 2008. p. 119-149.
Tuesday, October 29, 2013
iNcentives

Self Determination*

• Autonomy
• Mastery
• Connectedness

* E.g., Hesse BW. Enhancing Consumer Involvement in Health Care. In: Parker JC, Thornson E, editors. Health Communication in the
New Media Landscape. New York, NY: Springer Publishing Company; 2008. p. 119-149.
Tuesday, October 29, 2013
iNcentives

Self Determination*

• Autonomy
• Mastery
• Connectedness

* E.g., Hesse BW. Enhancing Consumer Involvement in Health Care. In: Parker JC, Thornson E, editors. Health Communication in the
New Media Landscape. New York, NY: Springer Publishing Company; 2008. p. 119-149.
Tuesday, October 29, 2013
iNcentives

Self Determination*

• Autonomy
• Mastery
• Connectedness

* E.g., Hesse BW. Enhancing Consumer Involvement in Health Care. In: Parker JC, Thornson E, editors. Health Communication in the
New Media Landscape. New York, NY: Springer Publishing Company; 2008. p. 119-149.
Tuesday, October 29, 2013
Understand mappings
• Navigation
• Illness Representations

* E.g., Hesse BW, Hanna C, Massett HA, Hesse NK. Outside the box: will information technology be a viable intervention to improve the
quality of cancer care? J Natl Cancer Inst Monogr. 2010;2010(40):81-89.
Tuesday, October 29, 2013
Understand mappings
• Navigation
• Illness Representations

* E.g., Finney Rutten LJ, Blake KD, Hesse BW, Augustson EM, Evans S. Illness Representations of Lung Cancer, Lung Cancer Worry,
and Perceptions of Risk by Smoking Status. J Cancer Educ. Jun 19 2011.
Tuesday, October 29, 2013
Default
Default access to healthcare
system:

• preventive services
• reminder systems
• shared decision-making
• easy communication
• up-to-date knowledge

* E.g., Hesse BW. Time to reboot: resetting health care to support tobacco dependency treatment services. Am J Prev Med. Dec 2010;39
(6 Suppl 1):S85-87.
Tuesday, October 29, 2013
Default
Default access to healthcare
system:

• preventive services
• reminder systems
• shared decision-making
• easy communication
• up-to-date knowledge

* E.g., Hesse BW. Time to reboot: resetting health care to support tobacco dependency treatment services. Am J Prev Med. Dec 2010;39
(6 Suppl 1):S85-87.
Tuesday, October 29, 2013
Give Feedback

* E.g., Hesse BW, Hansen D, Finholt T, Munson S, Kellogg W, Thomas JC. Social Participation in Health 2.0. IEEE Computer. 2010;43
(11):45-52.
Tuesday, October 29, 2013
Expect Error

Tuesday, October 29, 2013
Structure Decisions

* E.g., Hesse BW, Suls JM. Informatics-enabled behavioral medicine in oncology. Cancer J. Jul-Aug 2011;17(4):222-230.
Tuesday, October 29, 2013
Discussion
•

How do we create interdisciplinary bridges between
medicine, behavioral science, systems engineering, and medical
informatics?
-- e.g., “Envisioning a Digital Future” report from the
President’s Council of Advisors on Science and Technology

•

How do we move decision science from the lab into realworld, high demand clinical environments?

•

How do we optimize the affordances of decisional
architectures to support the process demands of healthcare
reform (Accountable Care Organizations, Patient-Centered
Medical Home, Affordable Care provisions)?
-- “Health Information Technology in the U.S.: Driving Toward
Delivery System Change,” Robert Wood Johnson, 2012

Tuesday, October 29, 2013

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Decisional architectures june 2013

  • 1. Decisional Architectures Bradford W. Hesse June 19, 2013 Tuesday, October 29, 2013
  • 3. No Insurance -- ER Presentation Two Cases Tuesday, October 29, 2013 • Woman (Edna) presents with detached breast. Explains that she has known about problem for nine years. Cancer is advanced; now fatal. Death would have been avoidable with preemptive care.
  • 4. No Insurance -- ER Presentation Two Cases • Woman (Edna) presents with detached breast. Explains that she has known about problem for nine years. Cancer is advanced; now fatal. Death would have been avoidable with preemptive care. Private Insurance -- Cadillac Care • Tuesday, October 29, 2013 Woman (Helen), age 50, detects a lump in breast and is sent for a mammogram with follow-up needle biopsy. Tumor at 4 centimeters, estrogen- and progesterone-receptor negative diagnosed at Stage II. Private oncologist prescribes aggressive treatment with prolonged hospital stays, complications, nosocomial infections, depletion of insurance and eventually death.
  • 5. Symptom  Checklist Preventable  medical  error: ✦ accounts  for  48,000  to  98,000  deaths  per  year   (1999  IOM  esAmate) ✦ results  in  $17.1  billion  in  extraneous  costs  per   year  (Health  Aff.  Apr  2011;30(4):596-­‐603). ✦ most  errors  occur  from  communicaAon   breakdowns  (Mazor  et  al,  2012) 4 Tuesday, October 29, 2013
  • 6. Symptom  Checklist Preventable  medical  error: ✦ accounts  for  48,000  to  98,000  deaths  per  year   (1999  IOM  esAmate) ✦ results  in  $17.1  billion  in  extraneous  costs  per   year  (Health  Aff.  Apr  2011;30(4):596-­‐603). ✦ most  errors  occur  from  communicaAon   breakdowns  (Mazor  et  al,  2012) Public  health  awareness  system: ✦ Lack  of  adherence  to  public  health   recommendaAons  (smoking  cessaAon,  diet,   exercise,  adherence  to  screening   recommendaAons)  doubles  mortality  rates ✦ Lack  of  “medical  home”  for  preempAve  support   leads  to  paAent  confusion,  fragmented  care,   personal  de-­‐acAvaAon,  and  debilitaAng   outcomes. 5 Tuesday, October 29, 2013
  • 7. Symptom  Checklist Preventable  medical  error: ✦ accounts  for  48,000  to  98,000  deaths  per  year   (1999  IOM  esAmate) ✦ results  in  $17.1  billion  in  extraneous  costs  per   year  (Health  Aff.  Apr  2011;30(4):596-­‐603). ✦ most  errors  occur  from  communicaAon   breakdowns  (Mazor  et  al,  2012) Public  health  awareness  system: ✦ Lack  of  adherence  to  public  health   recommendaAons  (smoking  cessaAon,  diet,   exercise,  adherence  to  screening   recommendaAons)  doubles  mortality  rates ✦ Lack  of  “medical  home”  for  preempAve  support   leads  to  paAent  confusion,  fragmented  care,   personal  de-­‐acAvaAon,  and  debilitaAng   outcomes Living  with  cancer ✦ Failures  to  remain  vigilant  result  in  recurrence     ✦ InaXenAon  to  sequelae  from  treatment  reduces   quality  of  life,  makes  vulnerable  to  co-­‐morbidity ✦ Lack  of  coordinated  care  leaves  paAent  feeling   “lost  in  transiAon,”  abandoned,  alone,  and   prone  to  post-­‐traumaAc  symptoms. Tuesday, October 29, 2013 6
  • 8. Institute of Medicine’s “Crossing the Quality Chasm” Report Tuesday, October 29, 2013
  • 9. The Psychology of System Design Knowledge in the Head* Knowledge in The World* *Norman, D. A. (1988). The psychology of everyday things. New York: BasicBooks. Tuesday, October 29, 2013
  • 10. What happens with bad design? Tuesday, October 29, 2013
  • 11. What happens with bad design? Tuesday, October 29, 2013
  • 12. Attention to Decision Architectures Has Become Essential in I.T. Enabled Business “UX” = (User Interface) Tuesday, October 29, 2013
  • 13. Successful Architecture in Business Tracking for transparency, accountability Relational cues to promote trust Ease of use makes desired behavior easy Browsing to encourage familiarity Participatory options encourage engagement Multiple delivery options for personalized service Tuesday, October 29, 2013
  • 15. Many Computer Systems in Medicine Follow Anachronistic Assumptions Wrong Question: X What can the computer do? X How do we automate cognition? X What is the transactional gain? X How do we get users to conform? Better Questions: ✓ What can humans do? ✓ ✓ ✓ How do we augment cognition? What is the relational gain? How do we optimize sociotechnical balance? Source: Hesse BW, Shneiderman B. eHealth research from the user's perspective. Am J Prev Med 2007;32(5 Suppl):S97-103. Tuesday, October 29, 2013
  • 16. National Research Council Report Advocates for “Rebalancing Investments” January 2009 Computational Technology for Effective Health Care advocates re-balancing the portfolio of investments in health care IT • • • Tuesday, October 29, 2013 Greater cognitive support for physicians, patients, and caregivers Observing user-centered design principles Accelerating research related to health care in the computer and social sciences and in health/biomedical informatics
  • 17. “What we thought about EHRs was wrong; benefit came from restructuring care.” Edward H. Wagner, M.D., M.P.H., F.A.C.P. Source:  InformaAcs  for  Consumer  Health  Summit,  November  5-­‐6,  Potomac,  MD. Tuesday, October 29, 2013
  • 18. But progress in behavioral support still lags -- leading to physician outcry. Tuesday, October 29, 2013
  • 19. Progress for patient support lags even further, leading to vocal dissatisfaction. The Case of Hugo Tuesday, October 29, 2013
  • 20. Progress for patient support lags even further, leading to vocal dissatisfaction. The Case of Hugo Tuesday, October 29, 2013
  • 21. Progress for patient support lags even further, leading to vocal dissatisfaction. The Case of Hugo Tuesday, October 29, 2013
  • 22. Eric Topol, a cardiologist who directs the Scripps Translational Science Institute in San Diego, says apps that monitor blood pressure or glucose rates can be more valuable than prescriptions to keep these conditions in check. "When we use a medication, we don't know if it's going to work or not. It's much better when a person's taking their blood pressure on a frequent basis," says Topol. "The average person looks at their smartphone 150 times a day, so all of a sudden they're able to diagnose if their blood pressure's adequately controlled and what are the circumstances when it's not." Tuesday, October 29, 2013
  • 23. Creating a new “ecology” of decision support technologies. Source: Hesse BW, Hansen D, Finholt T, Munson S, Kellogg W, Thomas JC. Social Participation in Health 2.0. IEEE Computer. 2010;43(11):45-52. Tuesday, October 29, 2013
  • 25. Architectural Failures in Cancer Care Zapka JG, Taplin SH, Solberg LI, Manos MM. A framework for improving the quality of cancer care: the case of breast and cervical cancer screening. Cancer Epidemiol Biomarkers Prev. 2003;12:4–13. Zapka JG, Puleo E, Taplin SH, Goins KV,Yood MU, Mouchawar J, et al. Processes of care in cervical and breast cancer screening and follow-up--the importance of communication. Prev Med. 2004;39:81–90. [PubMed] Tuesday, October 29, 2013
  • 26. The ASCO Blueprint: November 2011 Oncology as information science: “The Learning Health Care System” Tuesday, October 29, 2013
  • 27. Subjective • Chief complaint • Patient Reported Outcomes Objective • Clinical measures • Laboratory findings • Sensor data Health Information Exchange Hospital Based EHR Data Hospital Based EHR Data Assessment • Diagnosis • Categorical reporting • Prognosis Plan • Treatment planning • Self-care planning • Post treatment • Surveillance Decision Support Needs Tuesday, October 29, 2013 Medical Team Hospital System • Risk modeling • Diagnostic support • Treatment selection • Guideline adherence • Error detection/correction Medical Researcher Patient & Family • Situational awareness • Population health • Continuity of care • Identify side effects • Inform discovery
  • 28. iNcentives Understand mappings Default Give feedback Expect error Structure decisions Source: Thaler RH, Sunstein CR. Nudge : improving decisions about health, wealth, and happiness. Rev. and expanded ed. New York: Penguin Books; 2009. Tuesday, October 29, 2013
  • 29. iNcentives Self Determination* • Autonomy • Mastery • Connectedness * E.g., Hesse BW. Enhancing Consumer Involvement in Health Care. In: Parker JC, Thornson E, editors. Health Communication in the New Media Landscape. New York, NY: Springer Publishing Company; 2008. p. 119-149. Tuesday, October 29, 2013
  • 30. iNcentives Self Determination* • Autonomy • Mastery • Connectedness * E.g., Hesse BW. Enhancing Consumer Involvement in Health Care. In: Parker JC, Thornson E, editors. Health Communication in the New Media Landscape. New York, NY: Springer Publishing Company; 2008. p. 119-149. Tuesday, October 29, 2013
  • 31. iNcentives Self Determination* • Autonomy • Mastery • Connectedness * E.g., Hesse BW. Enhancing Consumer Involvement in Health Care. In: Parker JC, Thornson E, editors. Health Communication in the New Media Landscape. New York, NY: Springer Publishing Company; 2008. p. 119-149. Tuesday, October 29, 2013
  • 32. iNcentives Self Determination* • Autonomy • Mastery • Connectedness * E.g., Hesse BW. Enhancing Consumer Involvement in Health Care. In: Parker JC, Thornson E, editors. Health Communication in the New Media Landscape. New York, NY: Springer Publishing Company; 2008. p. 119-149. Tuesday, October 29, 2013
  • 33. Understand mappings • Navigation • Illness Representations * E.g., Hesse BW, Hanna C, Massett HA, Hesse NK. Outside the box: will information technology be a viable intervention to improve the quality of cancer care? J Natl Cancer Inst Monogr. 2010;2010(40):81-89. Tuesday, October 29, 2013
  • 34. Understand mappings • Navigation • Illness Representations * E.g., Finney Rutten LJ, Blake KD, Hesse BW, Augustson EM, Evans S. Illness Representations of Lung Cancer, Lung Cancer Worry, and Perceptions of Risk by Smoking Status. J Cancer Educ. Jun 19 2011. Tuesday, October 29, 2013
  • 35. Default Default access to healthcare system: • preventive services • reminder systems • shared decision-making • easy communication • up-to-date knowledge * E.g., Hesse BW. Time to reboot: resetting health care to support tobacco dependency treatment services. Am J Prev Med. Dec 2010;39 (6 Suppl 1):S85-87. Tuesday, October 29, 2013
  • 36. Default Default access to healthcare system: • preventive services • reminder systems • shared decision-making • easy communication • up-to-date knowledge * E.g., Hesse BW. Time to reboot: resetting health care to support tobacco dependency treatment services. Am J Prev Med. Dec 2010;39 (6 Suppl 1):S85-87. Tuesday, October 29, 2013
  • 37. Give Feedback * E.g., Hesse BW, Hansen D, Finholt T, Munson S, Kellogg W, Thomas JC. Social Participation in Health 2.0. IEEE Computer. 2010;43 (11):45-52. Tuesday, October 29, 2013
  • 39. Structure Decisions * E.g., Hesse BW, Suls JM. Informatics-enabled behavioral medicine in oncology. Cancer J. Jul-Aug 2011;17(4):222-230. Tuesday, October 29, 2013
  • 40. Discussion • How do we create interdisciplinary bridges between medicine, behavioral science, systems engineering, and medical informatics? -- e.g., “Envisioning a Digital Future” report from the President’s Council of Advisors on Science and Technology • How do we move decision science from the lab into realworld, high demand clinical environments? • How do we optimize the affordances of decisional architectures to support the process demands of healthcare reform (Accountable Care Organizations, Patient-Centered Medical Home, Affordable Care provisions)? -- “Health Information Technology in the U.S.: Driving Toward Delivery System Change,” Robert Wood Johnson, 2012 Tuesday, October 29, 2013