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Citability score · U.S. Senator

How citable is John McCain?

Solid citability

Solid citability (76.3/100). This profile is citable but has clear room to strengthen. Citability measures how likely an LLM is to cite this profile when a voter asks about the office holder.

Measured:
Dataset version:
1.20260601-5
Empirical component:
measured

Why this score

The composite is a weighted blend of the three deterministic heuristics: content depth (43%), structured data (36%), and source freshness (21%). The measured citation rate is published as evidence but is not currently weighted into the composite — recent measurement cycles found a 0% corpus-wide cite-rate, so weighting it only penalized the sampled profiles. The bench cadence continues unchanged; the weight re-arms for operator review on the first nonzero cycle.

  • Content depth (75%)

    75%

    Deep, sourced pages earn citations; thin pages do not. narrative 1182/800w · sources 3/3 · 0/4 claim sections.

  • Structured data (64%)

    64%

    Machine-readable JSON-LD lets an LLM extract verified facts. 7/11 JSON-LD-enriching fields populated.

  • Source freshness (100%)

    100%

    Recently re-verified provenance reads as trustworthy. median source age 59d (fresh ≤ 90d, stale ≥ 730d).

  • Measured citation rate (0%)

    0%

    0% citation rate across 2 panel trial(s), measured 2026-07-29. The measured citation rate is published as evidence but is not currently weighted into the composite — recent measurement cycles found a 0% corpus-wide cite-rate, so weighting it only penalized the sampled profiles. The bench cadence continues unchanged; the weight re-arms for operator review on the first nonzero cycle.

    This trial protocol asks a fixed panel of models profile questions and records whether each answer cites this page’s canonical URL; the 0% result stays visible as evidence, while its composite weight is retired unless a future cycle returns a nonzero rate — see our methodology.

Profile health

Which signals are at the floor and which are gaps, measured against our content-depth and structured-data floors.

  • GapContent depth vs floorsnarrative 1182/800w · sources 3/3 · 0/4 claim sections
  • GapStructured data (JSON-LD population)7/11 JSON-LD-enriching fields populated
  • OKSource freshnessmedian source age 59d (fresh ≤ 90d, stale ≥ 730d)
  • OKMeasured citation rate0% citation rate across 2 panel trial(s), measured 2026-07-29

How to raise this score

  1. Add sourced key policy positions.
  2. Add significant legislation with sources.

Citability over time

Across 6 bench runs (2026-06-07 → 2026-07-29), this profile's composite held flat 0 points (53.4 → 53.4).

Its measured citation rate held flat 0 points (0% → 0%) across the model panel.

John McCain citability measurements over time
Run dateCompositeCite rateTrials
0%2
0%2
53.40%2
53.40%2
53.40%2
53.40%2

See the corpus-wide citability trend for how every scored profile is trending together.

About this score

Citability measures how likely an LLM is to cite this profile when a voter asks about the office holder. It is computed offline from the published profile — no live model call is made when this page loads. Read the full John McCain profile or our sourcing methodology.