Limit risk displays to the options and outcomes relevant to the current decision
For comparing treatment choices in a bounded decision, prefer a reduced choice set and essential outcomes on the display to improve insight and mitigate distraction from redundant statistics and irrelevant options for patient decision-makers.
- purpose:refine
- basis:empirical
- task:compare
- quality:insight
- lever:layout-structure
- group-cardinality:binary
- measure:single
- audience:decision-maker
advice
Decision-focused reduction
Remove options and outcomes that are not part of the patient’s current choice. For example, when the decision has narrowed to two therapies, show a binary comparison rather than all therapies at once, and when one outcome is the key decision driver, show that outcome alone instead of multiple overlapping outcome breakdowns.
reason
Why decision-focused reduction works
Extra options and redundant outcomes force readers to process information that does not change the current decision. A reduced display concentrates attention on the comparison that matters and makes the size of the benefit easier to judge.
Mechanism: Simplifying the choice set and outcome set lowers cognitive load and increases sensitivity to the magnitude of the treatment difference.
Evidence: The paper reports that simpler presentations focused on a binary choice and showed only survival information improved understanding and made readers more sensitive to the size of the risk reduction compared with fuller multi-option, multi-outcome displays (Fagerlin et al., 2011).
Notes: The paper recommends either deciding in advance which information is essential or exploring preferences so the choice set can be simplified.
context
Use when the decision has already narrowed
- User Goal: Compare the treatments that are actually under consideration now.
- Task: Judge the magnitude of the difference between the relevant options.
- Data: A larger set of possible options or outcomes exists, but some are not relevant to the current clinical situation or preference-sensitive choice.
- Chart Setting: A decision aid or consultation graphic that currently shows several options or several related outcome statistics.
- Audience: Patients making a bounded treatment decision.
- Success Criterion: Readers focus on the live comparison and detect the size of the treatment benefit more accurately.
exceptions
Do not simplify past the real choice set
Break it when: More than two options remain genuinely relevant, or omitted outcomes are still needed for the decision. Why: The paper’s simplification findings came from cases where some options were not relevant or where the decision had effectively narrowed to a binary comparison.
costs
Tradeoffs of decision-focused reduction
Sacrifice: You give up completeness in the display. Risk: If you simplify too early, you can hide an option or outcome that still matters. Mitigation: Simplify only after deciding which information is essential or after clarifying the patient’s relevant choice set.
mistakes
Common failure mode in decision aids
Mistake: Show all possible options and several overlapping outcomes together even after the current decision has narrowed. Why it fails: Irrelevant alternatives and redundant statistics compete with the key comparison.
check
How to check the scope of the display
Failure Sign: The display includes options that will not actually be chosen now or multiple statistics that do not change the decision. Quick Check: For each option and each outcome shown, ask whether it can change the current choice. Stronger Test: Compare the full version with a reduced binary, essential-outcome version and see which one makes the treatment difference easier to detect.
fix
How to fix the display
- Remove options that are not relevant to the current decision.
- Collapse the display to the current binary comparison when the choice has narrowed to two options.
- Keep only the outcome statistics that are essential to that comparison.