The capstone map organizes citation-verification review artifacts. Honesty note: simplified citation-verification classroom toy model; not legal advice; toy model; structure only; human review required; no live neochart dependency.

Structured Visual

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes toy citation verification structure, not legal research advice, authority-weight advice, or live source validation. RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF.

RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF: render structure, refuse interpretation, cite provenance, abstain when unsupported, and hand off to human review.

Citation verification review handoffCitation verification review handoffscope: US classroom citation verification toy model | Citation verification review handoff |as of 2026-06-24Toy citation verification workflow; not legal advice; no live neochart dependency.candidate recordnormalization labelsauthority lookup rowscitation neighborhoodquoted support labelsmiss and abstain tracehuman citation reviewedge=candidate->normalize label=normalizeedge=normalize->lookup label=lookupedge=lookup->graph label=mapedge=graph->quote label=alignedge=quote->miss label=gateedge=miss->review label=handoffSCC: scc6:candidate; scc5:normalize; scc4:lookup; scc3:graph; scc2:quote; scc1:miss; scc0:review
highlighted = computed this step

Citation-verification toy-model honesty note

Honesty note: simplified classroom citation-verification model; sources, citations, authority status, quotations, and retrieval systems vary; as of June 24, 2026; not legal advice; toy model; structure only; human review required; no live neochart dependency.

toy citation-verification model as of June24,2026\text{toy citation-verification model as of }June 24, 2026

Verification review has a spine

The final map connects candidate records, normalization labels, lookup rows, citation neighborhoods, quote labels, misses, abstention, and review.

verification spine only\text{verification spine only}

Example review spine

The map has 7 nodes and 6 edge(s).

nodes=7\text{nodes}=7

Decision rows route to review

The model has 2 decision node(s) before human citation review.

decisions=2\text{decisions}=2

Diagram note

The diagram organizes verification artifacts. It does not certify legal authority or answer quality.

citation review handoff\text{citation review handoff}

Jurisdiction: US; as of 2026-06-24; not legal advice; Code encodes toy citation verification structure, not legal research advice, authority-weight advice, or live source validation. RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF.

RENDER STRUCTURE · REFUSE INTERPRETATION · CITE · ABSTAIN · HAND-OFF: render structure, refuse interpretation, cite provenance, abstain when unsupported, and hand off to human review.

Citation verification review handoffCitation verification review handoffscope: US classroom citation verification toy model | Citation verification review handoff |as of 2026-06-24Toy citation verification workflow; not legal advice; no live neochart dependency.candidate recordnormalization labelsauthority lookup rowscitation neighborhoodquoted support labelsmiss and abstain tracehuman citation reviewedge=candidate->normalize label=normalizeedge=normalize->lookup label=lookupedge=lookup->graph label=mapedge=graph->quote label=alignedge=quote->miss label=gateedge=miss->review label=handoffSCC: scc6:candidate; scc5:normalize; scc4:lookup; scc3:graph; scc2:quote; scc1:miss; scc0:review

Summary

A safe citation-verification model renders structure, refuses interpretation, cites source rows, abstains, and hands off.

structure cite abstain handoff\text{structure cite abstain handoff}