|
Sign In to gain access to subscriptions and/or personal tools.
|
Incorporating Risk Attitude into Markov-process Decision Models:
Importance for Individual Decision Making
Daniel J. Cher, MD
John Miyamoto, PhD
Leslie A. Lenert, MD, MS
Most decision models published in the medical literature take a risk-neutral perspective. Under risk neutrality, the utility of a gamble is equivalent to its expected value and the marginal utility of living a given unit of time is the same regardless of when it occurs. Most patients, however, are not risk-neutral. Not only does risk aversion affect decision analyses when tradeoffs between short- and long-term survival are involved, it also affects the interpretation of time-tradeoff measures of health-state utility. The proportional time tradeoff under- or overestimates the disutility of an inferior health state, depending on whether the patient is risk-seeking or risk-averse (it is unbiased if the patient is risk-neutral). The authors review how risk attitude with respect to gambles for survival duration can be incorporated into decision models using the framework of risk-adjusted quality-adjusted life years (RA-QALYs). They present a simple extension of this framework that allows RA-QALYs to be calculated for Markov-process decision models. Using a previously published Markov-process model of surgical vs expectant treatment for benign prostatic hypertrophy (BPH), they show how attitude towards risk affects the expected number of QALYs calculated by the model. In this model, under risk neutrality, surgery was the preferred option. Under mild risk aversion, expectant treatment was the preferred option. Risk attitude is an important aspect of preferences that should be incorporated into decision models where one treatment option has up-front risks of morbidity or mortality. Key words : risk attitude; Markov models; patient preferences; quality-adjusted life years. (Med Decis Making 1997;17:340-350)
Medical Decision Making, Vol. 17, No. 3,
340-350 (1997)
DOI: 10.1177/0272989X9701700311

CiteULike Complore Connotea Del.icio.us Digg Reddit Technorati Twitter What's this?
This article has been cited by other articles:

|
 |

|
 |
 
H. Bleichrodt, J. M. Abellan-Perpinan, J. L. Pinto-Prades, and I. Mendez-Martinez
Resolving Inconsistencies in Utility Measurement Under Risk: Tests of Generalizations of Expected Utility
Management Science,
March 1, 2007;
53(3):
469 - 482.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
A. B. Rosen, J. S. Tsai, and S. M. Downs
Variations in Risk Attitude across Race, Gender, and Education
Med Decis Making,
November 1, 2003;
23(6):
511 - 517.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
I Pell, J Dowie, A Clarke, A Kennedy, and V Bhavnani
Development and preliminary evaluation of a clinical guidance programme for the decision about prophylactic oophorectomy in women undergoing a hysterectomy
Qual. Saf. Health Care,
March 1, 2002;
11(1):
32 - 38.
[Abstract]
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
R. L Kravitz and J. Melnikow
Engaging patients in medical decision making
BMJ,
September 15, 2001;
323(7313):
584 - 585.
[Full Text]
[PDF]
|
 |
|

|
 |

|
 |
 
A. M. Bayoumi and D. A. Redelmeier
Decision Analysis with Cumulative Prospect Theory
Med Decis Making,
October 1, 2000;
20(4):
404 - 411.
[Abstract]
[PDF]
|
 |
|

|
 |

|
 |
 
G. Chapman
Risk Attitude and Time Discounting
Med Decis Making,
July 1, 1997;
17(3):
355 - 356.
[PDF]
|
 |
|
|
|