Experience · Software component

Intermediate Explanation View

Software componentExperienceExperience & Human Oversightarc:IntermediateExplanationView

A layered explanation view presenting feature weights, confidence, policy thresholds and comparisons with similar recent cases so practitioners can discuss or act on a decision.

Responsibility. Presents factor weights, thresholds and comparative context to practitioner users.

Also known as: Loan officer interface, Credit analyst view, Intermediate transparency tier

Variant of Layered Explanation View abstract

When to choose. Choose for regular users with moderate expertise (loan officers, credit analysts, moderators) and medium-stakes decisions: key factors, feature weights, confidence, comparisons and governing thresholds.

is invoked byreadsis target of alternativeToalternative tospecializesinvokesHuman Approver: is invoked byHuman ApproverCompliance Policy Rule Set: readsCompliance Policy Rule SetExhaustive Audit Explanation View: is target of alternativeToExhaustive Audit Explana…Summary Explanation View: alternative toSummary Explanation ViewLayered Explanation View: specializesLayered Explanation ViewPrecedent Case Retriever: invokesPrecedent Case Retriever
Direct neighbourhood (hover for relationship types)

Relationships

invokes dependency

is invoked by dependency

reads dependency

alternative to variability

Quantitative guidance

As stated by the sources; verify before use.

Classification

Patterns
Feature importance bar charts with comparison baselinesThreshold-distance display (just below vs substantially below)
Quality attributes
Explainability (NIST AI RMF: explainable and interpretable)Interaction capability (ISO/IEC 25010)
Risks mitigated
Unexplainable borderline decisions

Sources

  1. Ch10.5: T. Nguyen, "Human-over-the-Loop," in Mastering Agentic AI Systems: Guide for the NVIDIA NCP-AAI Exam, 1st ed. 2026, ch. 10.5. ISBN: 9798244538229.