Explainability
Transparency and EvidenceEssentialAppliedNeeds source verification
Definition
The degree to which the decision-making process of a model can be understood by humans.
Context
Researchers
Example
We need an explainable model to provide transparency into decisions.
Professional scenario
A care team asks what factors contributed to a risk alert.
Governance implication
Do not confuse an explanation with proof of correctness.
Question to ask
Does the explanation match clinically relevant evidence?
Relevant to
Data Scientist, Healthcare Leader, Nurse, Pharmacist, Physician, Researcher (Suggested — not reviewed)
Source: Excel column 1, Excel column 2; ubitiquos_lang.pdf
Verification: Not independently verified
Version 0.1-draft · AI-GLOSS-0101