Favorites are retrieval tools, not proof a stack is the best option for your current context.
Why it matters
They help speed re-entry but can become stale as evidence and your constraints change.
Governance and versioning
- review favorites after guideline, lab, or adverse updates
- mark outdated favorites as inactive
- re-run validation checks before reusing old favorites
Inactive or stale cleanup
Remove favorites that:
- have unresolved adverse flags
- no longer match new medication context
- create duplicate ingredient overload
Practical action step
Use a monthly favorites audit and confirm each entry still matches your current safety boundary before re-adding.
Uncertainty and limits
- Evidence is limited on long-term retention value of saved favorites in variable environments.
- Evidence is limited on stale-stack persistence when routines shift significantly.
Cross-site references
How this appears in Unfair
Favorites are surfaced for convenience but remain governed by current guardrails and updated risk profiles.
Clinical safety note
If a favorite becomes high-risk under new conditions, disable it before adding anything else.