Interface Lab

Make evidence status visible

Show the confidence status of a claim directly in listings and detail pages, without requiring hover.
Knowledge navigationNot testedPriority 9Applied in the lab

Sources

  • Communicating uncertainty led to only a small drop in trust across five experiments with 5,780 participants.

    “we observed only a small decrease in trust in numbers and trustworthiness of the source, and mostly for verbal uncertainty communication”Abstrak

In this lab

Every principle and finding uses textual status labels (Not tested, Supported, Conditionally supported) instead of relying on color, icons, or hover.

Priority

The lab publishes conditional findings and untested principles; readers must see their status without unnecessarily undermining trust.

Experiments

No experiments yet.

How to test it: Compare findings without status, with status labels, and with labels plus numeric ranges. Measure trust and the accuracy of choosing stronger findings.

Findings

No findings yet.