Table 3 Explanation design preferences
Desired content (what) | Benefits | Preferred design (how) |
|---|---|---|
Explanations | Help assess model credibility and utility | Risk expressed as percent probability High-level information with details available on demand Interactive options to support different displays/organizations for various users |
Table of raw feature values | Interpret discretized features Examine trend-based features | Directionality for trend-based features Simpler terminology |
Time-series data plot | Investigate suspicious values Assess trends and baselines | Multiple plots Highlight points related to features Auto-population of data |
Contextual information | Clinically meaningful interpretation Context for risk prediction | Providing clinical context information Prominent display of baseline risk Inclusion of risk trends |