Live Evidence Map
AIR-SPJ Evidence Map
A live visualization of every framework element and the approved research evidence behind it. Larger nodes have more evidence. Connections reveal which elements share the same research. The map updates automatically as submissions are reviewed.
How to Read This Map
Node size = evidence
Larger outer nodes have more approved evidence connections. Faint small nodes have none yet.
Amber dashes = shared source
Two elements connected by the same piece of research. Indicates overlapping risk factors.
Faint dots = cluster link
Elements in the same evidence cluster — indirectly connected through a chain of shared research.
Glow ring = cluster member
A colored ring appears when hovering a node that belongs to an evidence cluster of 3 or more elements.
What the Evidence Shows
Strongest evidence base
D01-E01 — Intensity of Use
22 approved evidence connections — the best-supported element in the current framework. Drawn from AI Interaction Profile.
Most evidenced domain
D01 — AI Interaction Profile
69 connections across 6 of 6 elements — the domain with the most research backing to date.
Largest evidence cluster
74-element cluster — led by D01-E01
74 framework elements are connected through shared research sources, suggesting a core risk pathway where a single study spans multiple dimensions of AI-mediated harm.
Most cross-connected element
D01-E02 — Type of AI System Used
Shares evidence sources with 60 other elements — indicating research that bridges multiple areas of the framework simultaneously.
Framework coverage
74 of 87 elements have at least one approved evidence connection. 13 elements are still open for contributions.
12 Domains
69 connections
47 connections
17 connections
40 connections
24 connections
22 connections
27 connections
10 connections
61 connections
14 connections
16 connections
16 connections