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Effect of framing of death on health state values obtained from DCEs

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Presentation on theme: "Effect of framing of death on health state values obtained from DCEs"— Presentation transcript:

1 Effect of framing of death on health state values obtained from DCEs
Marcel Jonker, de Bekker-Grob, Donkers, Stolk Dr. Esther W. de Bekker-Grob

2 Introduction Discrete choice experiments (DCE) is considered a promising technique for health state valuation Nevertheless, the method is still in development and obtained results warrant further investigation Notably, compared to TTO, DCE classifies more states as worse than death

3 Hypothesis Differences between health state values based on TTO and DCE may at least in part be reconciled by harmonizing their framings TTO includes an endowment, whereas DCE involves a neutral choice between option A and option B

4 Aim To determine how alternative framing of the DCE questions affects
EQ-5D-5L health state values

5 DCE health-state valuations
latent utility scale QALY scale = 1 death = 0

6 2 ways to obtain QALY values
Including “death” as an alternative-specific health state in the DCE Including “duration” as an additional attribute in the DCE (zero duration of life = death) = 1 death = 0

7 Methods 9 different study arms: 5 different DCE duration framings
4 different DCE death framings

8 Methods 9 different study arms: 5 different DCE duration framings
4 different DCE death framings

9 Base case (A vs B) Which health state do you prefer, A or B?
10 years in this health 10 years in this health state, followed by death state, followed by death no problems in walking about no problems in walking about Mobility no problems washing or dressing no problems washing or dressing Self-care Usual activities moderate problems doing usual activities moderate problems doing usual activities severe pain or discomfort extreme pain or discomfort Pain extremely anxious or depressed slightly anxious or depressed Anxiety

10 Base case (B vs C) Which health state do you prefer, B or C?
10 years in this health 10 years in this health state, followed by death state, followed by death no problems in walking about no problems in walking about Mobility no problems washing or dressing no problems washing or dressing Self-care Usual activities moderate problems doing usual activities moderate problems doing usual activities severe pain or discomfort extreme pain or discomfort Pain extremely anxious or depressed slightly anxious or depressed Anxiety

11 Base case (DCE death) Which health state do you prefer, B or C?
10 years in this health 10 years in this health You die immediately state, followed by death state, followed by death no problems in walking about no problems in walking about Mobility no problems washing or dressing no problems washing or dressing Self-care Usual activities moderate problems doing usual activities moderate problems doing usual activities severe pain or discomfort extreme pain or discomfort Pain extremely anxious or depressed slightly anxious or depressed Anxiety

12 Base case (DCE duration)
Which health state do you prefer, B or C? B C 10 years in this health 10 years in this health 7 years in this health state, followed by death state, followed by death state, followed by death no problems in walking about no problems in walking about no problems in walking about Mobility no problems washing or dressing no problems washing or dressing no problems in walking about Self-care Usual activities moderate problems doing usual activities moderate problems doing usual activities no problems in walking about extreme pain or discomfort no problems in walking about Pain severe pain or discomfort extremely anxious or depressed slightly anxious or depressed no problems in walking about Anxiety

13 Framing 1: lead time Which health state do you prefer, A or B?
You will live 20 years, of which 10 in full health and 10 years in this health below You will live 20 years, of which 10 in full health and 10 years in this health below You will live 10 years in perfect health, followed by death no problems in walking about no problems in walking about no problems in walking about Mobility no problems washing or dressing no problems washing or dressing no problems in walking about Self-care no problems in walking about Usual activities moderate problems doing usual activities moderate problems doing usual activities severe pain or discomfort extreme pain or discomfort no problems in walking about Pain extremely anxious or depressed slightly anxious or depressed no problems in walking about Anxiety

14 Framing 2: endowment health state
Assume you live 10 years in health state A. Which health state do you prefer, health state A or do you want to substitute for health state B? A B C 10 years in this health 10 years in this health state, followed by death state, followed by death no problems in walking about no problems in walking about Mobility no problems washing or dressing no problems washing or dressing Self-care Usual activities moderate problems doing usual activities moderate problems doing usual activities severe pain or discomfort extreme pain or discomfort Pain extremely anxious or depressed slightly anxious or depressed Anxiety

15 Framing 3: reversed endowment
Assume you would die immediately. Which health state do you prefer, health state A or do you want to substitute for health state B? A B C 10 years in this health 10 years in this health You die immediately state, followed by death state, followed by death no problems in walking about no problems in walking about Mobility no problems washing or dressing no problems washing or dressing Self-care Usual activities moderate problems doing usual activities moderate problems doing usual activities extreme pain or discomfort extreme pain or discomfort Pain slightly anxious or depressed slightly anxious or depressed Anxiety

16 Framing 4: years of life lost
Which health state do you prefer, B or C? B C 10 years in this health 10 years in this health You loose 3 out of the remaining 10 years state, followed by death state, followed by death no problems in walking about no problems in walking about no problems in walking about Mobility no problems washing or dressing no problems washing or dressing no problems in walking about Self-care Usual activities moderate problems doing usual activities moderate problems doing usual activities no problems in walking about extreme pain or discomfort no problems in walking about Pain severe pain or discomfort extremely anxious or depressed slightly anxious or depressed no problems in walking about Anxiety

17 Methods Sample: Online panel (Dutch general population)
2,700 respondents (300 per arm) Respondents were randomly assigned to one of the 9 study arms

18 Methods Sample: Online panel (Dutch general population)
2,700 respondents (300 per arm) Respondents were randomly assigned to one of the 9 study arms Experimental DCE design: Bayesian D-efficient design with 2*15 choices for each respondent jointly optimized for DCE duration and death Keeping all aspects of the DCE design constant except for the framing (!)

19 Methods Estimations: Bayesian mixed logit models
Comparisons between 9 study arms in terms of QALY tariffs (on a comparable scale)

20 Results DCE duration

21 Results DCE death

22 Results – QALY scale

23 Results – QALY scale

24 Results – QALY scale

25 Conclusion Framing effects were substantial
Our harmonizing framings did not reconcile differences between health state values based on TTO and DCE Interestingly, we found something else: our base case values were not that different anymore from TTO values

26 Further research needed
1) Our design was jointly optimized for ‘DCE duration’ and ‘DCE death’.  QALY-balanced DCE designs (?) 2) The death parameter in DCE death might not be normally distributed.  Mixture of normals, dirichlet process prior (?) 3) Our results showed that the TTO values lay exactly between DCE duration and DCE death results  How desirable is it to “tweak” DCE to reach similar values as TTO?

27 Previous & current DCE design

28 Distribution of the death parameter

29 Acknowledgement


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