The structural picture behind the report.
An interactive view of the discourse graph generated from the AGD report's corpus — clusters, top concepts, and the structural gap pairs the analysis names. Every cluster label is auto-derived from its top-3 concept nodes; every gap pair was surfaced from the corpus, not editorial assertion.
Force-directed corpus graph
Top concepts plotted by betweenness centrality (sqrt-scaled radii); edges drawn from top-relations bigrams; nodes colored by cluster family. Drag any node, hover for full betweenness + cluster info.
Nine clusters · auto-derived labels
Each cluster's label is generated from its top-3 nodes (Q3.4 confidence threshold ≥0.2). Percentage = share of corpus betweenness held by the cluster.
Structural Dynamics
Community Engagement
Consumer Navigation
Credential Pathways
Trust Gaps
Educational Framework
Dental Infrastructure
Specialty Expansion
Competitive Landscape
Top concepts by betweenness centrality
Concepts ranked by their bridging influence in the AGD corpus graph. Bar length scales with raw betweenness centrality (BC) value; degree noted on the right.
Three real gaps surfaced from the corpus
Each gap pair names a structural absence — a place where the corpus graph would benefit from a bridge concept that does not yet exist. The gaps below were surfaced by InfraNodus's generate_content_gaps against this corpus, not editorial assertion. Gap 1 corresponds to the Reframe in §10 of the editorial.
The credential-to-public-trust disconnection.
From: directory · consumer · patient · healthgrade · zocdoc
To: credential · fagd · magd · pipeline · student
Patients searching the public-facing directory cannot navigate to the FAGD/MAGD credential. The Find a Dentist directory and the credential program live in separate clusters with no bridge node. This is the load-bearing gap the §10 Reframe addresses.
Membership-community language disconnected from credential trajectory.
From: ce · association · platform · professional · community
To: credential · fagd · magd · pipeline · student
Member-community framing does not connect to the credential pipeline. Dentists encountering AGD as a community organization do not see the credentialing institution. This drives Gap 4 in §11 — student pathway as acquisition funnel rather than credential pipeline.
Member-side framing does not bridge to public-trust framing.
From: ce · association · platform · professional · community
To: directory · consumer · patient · healthgrade
The CE/community/membership cluster does not connect to the consumer-facing directory cluster. Member-value language and public-trust language operate in parallel without compounding — exactly the architectural pattern the editorial names as the central tension.
How this graph was built
Corpus: the AGD Editorial Brief — Sales report content, generated through the ShurIQ Report Studio v0.5 runtime. Graph created via infranodus.create_knowledge_graph on the report prose. Cluster auto-labels via top-3 node detection (confidence ≥0.2). Content gaps surfaced via generate_content_gaps. Top concepts ranked by betweenness centrality computed across the full graph.
This visualization is a post-publish corpus pull — the original report shipped with graph_status=skipped (pre-runtime-integration generation). The graph here was built from the report after the fact and is structurally consistent with what a v0.5 native run would have produced.