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35 Cards in this Set

  • Front
  • Back
Quantitative decision making
- Decision analysis, an objective approach
* Examine a number of options simultaneously
* State all factors and possible outcomes
* Consider low probability events
* Determine the best outcome
* Provide recommendations based on findings
- Any approach will have its limitations
Decision making investigations in health care
- Model the decision: Identify alternatives being considered
- Incorporate probabilities: Selection of probabilities to measure all possible outcomes
- Incorporate utilities: Factor in a degree of preference for possible outcomes
- Incorporate costs: Determine the financial consequences of possible outcomes
Decision Analysis
- Often used to describe a quantitative approach
- Considers benefits and harms
Cost-effectiveness analysis
All types of decision-making analysis which incorporate cost considerations
Types of Decision analysis
1) Outcomes profile
2) Utility decision analysis
3) QALY decision analysis
Benefits and harms
measured, no comparison is made
Expected utility decision analysis
A measure of the relative implications of outcomes is made
Utility
A measure of a particular health state on a scale of 0 to 1. This is on the same scale as probabilities, allowing incorporation into decision-making investigations
- Usually: 0 = death, 1 = full health
- Expected utility = probability x utility
- This manipulation allows a direct comparison of alternatives
Quality Adjusted Life Years (QALYs)
- A “QALY” incorporates probability, utility, and life expectancy
- Takes utility decision analysis a step further with incorporation of life expectancy
- Life expectancy measures are employed to estimate average remaining life span
Cost effectiveness analysis
- Costs plus a consideration of outcomes
1.) Cost consequence analysis
2.) Cost and effectiveness study
3.) Cost-utility analysis
4.) Cost-benefit analysis
Cost consequence analysis
- Measure and describe costs as well as probabilities of potential outcomes
- Alternatives are not compared
Cost and effectiveness study
- Determines cost per additional desired outcome
- eg. “The cost of the new Paresis A vaccine, including the total costs of providing the vaccine and treating any complications, is $15,000 per case of Paresis A prevented.”
- Does not consider utility or life expectancy
Cost-utility analysis
- A cost-effectiveness analysis using QALY
- A “fully-developed” analysis
- Considers costs and health outcomes
Cost-benefit analysis
- Costs and effectiveness are expressed in $$$
* QALYs are converted into dollars
* Allows comparison of cost and health outcome
- Additional considerations for ALL cost-effectiveness analysis
* The target population should be central to any cost or effectiveness study at the outset
* The social perspective: implies that the impacts of cost and effectiveness are determined regardless of who is affected and who pays the bills
Decision tree
- diagramming the decision-making process
- decision node between 2 different methods
- chance node between success, unsuccess, and other outcomes
Incorporation of probabilities
1.) Probabilities
2.) Determination of probabilities
Probabilities
- Probability for potential outcomes of a particular procedure = 1
- Data is obtained from existing studies, however it may also be subjective, especially for rare but serious events
Determination of probabilities
- Published literature
- Subjective: An educated guess
: Prone to error
Incorporation of utilities
- Place on same scale as probabilities
- Success = 1, Death = 0, Like probabilities: at times this may be a subjective determination
- Determine relative values: Death, Blindness
- Expected utility obtained by multiplication
- Final step: “averaging out” the expected utilities
- A sum of the expected utilities or each treatment decision option = overall expected utility for the procedure
- A completed decision tree:
Expected utility decision analysis
QALY decision analysis
= Probability x Utility x Life expectancy
- Add QALYs for each individual procedure: “averaging out” to obtain Total QALYs
- Comparison of different types of treatment for different age groups may be misleading: ex. Success in a child produces > QALYs than success in a middle-aged individual
Decision tree
- determines effectiveness
- costs are then compared to effectiveness
- costs are associated with: short term care, short-term non-health care and long-term care
Types of summary measures
1.) Cost effectiveness ratio
2.) Incremental cost effectiveness ratio
Cost effectiveness ratio
- Cost per QALY for a given procedure
- Comparison: the “do nothing option”
Incremental cost effectiveness ratio
- Compare option of interest with conventional treatment
- Used when there is a choice between alternative treatments
- Determines additional cost required/QALY by comparing the option of interest to the conventional treatment
- An expected component of cost-effectiveness studies
Inference: Sensitivity analysis
- Base case estimate
* Data in analysis represents best data available
- Sensitivity analysis
* Looks at the influence each factor has on the results of the investigation
* Reassess using realistic high and low values
* Credibility interval: The potential range of values
* One way and multiple way sensitivity analysis
Discounting
Takes into account the reduced importance of benefits, harms, and costs that occur at a later period of time compared to those that occur immediately
Cost-QALYs graph
- in terms of dollars and QALYs
- 4 quadrants
Quadrant D
- lower right
- Ideal: increased effectiveness, decreased cost
Quadrant C
- lower left
- decreased costs, decreased QALYs
- May be deemed cost effective when a slight reduction in QALYs is acceptable
Quadrant A
- top left
- Costs increased, effectiveness decreased
Quadrant B
- top right
- increased cost, increased QALYs
- most decision alternatives will be here
- look at incremental cost effectiveness ratio
Cost-QALYs graph
- allows comparison between options for the SAME condition and/or DIFFERENT conditions
Cost effective
< $50,000/QALY
Borderline
$50,000-100,000/QALY
Not cost effective
> $100,000/QALY