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Today, PGB articles cite a mix of sources — most pulled from the open web (AAO, USPSTF, PMC, HealthyChildren.org, StatPearls). The Metis library currently has 26 PDFs (mostly WHO/CDC/AAP preventive guidance) producing 6,821 atoms with verbatim quoted spans.
We want every factual claim to have solid provenance, but a coverage audit on eyes-overview.md (15 representative claims, see results below) shows that the current Metis library can only back ~27% strongly + ~20% partially + ~53% not at all. The gap isn't fixable by one more PDF — it's structural. Specialist clinical content (prevalence stats, treatment protocols, USPSTF/AAO position statements, RCT outcomes) lives in journal articles and clinical web pages that won't ever be in the Metis library at scale.
So "all claims Metis-backed" isn't realistic for articles as broad as PGB. The editorial decision is to embrace a hybrid: every claim gets a citation, but the citation's class is visible. Library-backed claims are auditable to the byte. External-reference claims are clearly marked as such.
Citation taxonomy
Two tiers, with deliberately different visual weight:
Tier 1 — Library-backed (Metis atom):
Marker in markdown: [^atom:<atom-id>]
Resolves to a unit in a sibling `.kx.json` file generated by `metis apply`
Forbidden: uncited factual claims. Tone/transition/framing sentences are fine bare; anything making a factual assertion needs a Tier 1 or Tier 2 marker.
Workflow
For new articles:
Pick topic. Run `metis apply "" --format kx --output content/citations/.kx.json` to fetch relevant atoms.
Outline the article around the available atoms. For claims atoms can support, cite as Tier 1.
For claims that need external sources, cite as Tier 2 (plain URL/citation).
Build-time validator: every `[^atom:X]` resolves to a unit in the sidecar. Every `[^ext:Y]` resolves to an entry in refs.yml. Build fails on dangling references.
For existing articles:
Migrate one article at a time (probably high-traffic ones first)
Run audit: which existing `[Source: srcN]` claims have a matching atom in Metis? Convert those to Tier 1.
Leave the rest as Tier 2 with refreshed plain-citation format.
Track migration % in repo README or a simple dashboard.
Audit data — eyes-overview.md (2026-04-19)
Audited 15 representative factual claims against the current Metis library:
Verdict
Count
Examples
✅ Strong (Tier 1 viable)
4
red reflex detects cataract/RB/glaucoma; AAP red reflex at every well-child visit; outdoor time reduces myopia; 80–120 min/day outdoor recommendation
🟡 Partial (Tier 1 with caveat)
3
newborn focus 8–12 in (similar atom but ranked 5/5); 6–12mo eye exam (cited as Canadian Optometrists not AOA); USPSTF 3–5 screening (similar atom but cites NCCVEH not USPSTF)
❌ None (Tier 2 only)
8
color vision 4–5mo milestone; amblyopia critical period 7–9; amblyopia 1–5% prevalence; strabismus 2–4% prevalence; 2hr=6hr patching; AAO blue-light glasses position; 30K sports eye injuries/year; 90% preventable with eyewear
Library coverage is strong on preventive/population health (WHO, AAP Bright Futures, CDC) and weak on specialist clinical content (prevalence, RCTs, position statements).
Two retrieval issues found during audit (separate work, not blocking this issue)
Ranking poor on borderline matches. C1 had a strong-match atom in slot 5/5, behind unrelated pincer-grasp atoms. Investigate hybrid BM25+vector+RRF retrieval tuning in metis.
`--top-k 3` returns 5 units. Either flag isn't honored or it's a different stage's k.
File these as separate issues in the metis repo if confirmed.
Problem
Today, PGB articles cite a mix of sources — most pulled from the open web (AAO, USPSTF, PMC, HealthyChildren.org, StatPearls). The Metis library currently has 26 PDFs (mostly WHO/CDC/AAP preventive guidance) producing 6,821 atoms with verbatim quoted spans.
We want every factual claim to have solid provenance, but a coverage audit on
eyes-overview.md(15 representative claims, see results below) shows that the current Metis library can only back ~27% strongly + ~20% partially + ~53% not at all. The gap isn't fixable by one more PDF — it's structural. Specialist clinical content (prevalence stats, treatment protocols, USPSTF/AAO position statements, RCT outcomes) lives in journal articles and clinical web pages that won't ever be in the Metis library at scale.So "all claims Metis-backed" isn't realistic for articles as broad as PGB. The editorial decision is to embrace a hybrid: every claim gets a citation, but the citation's class is visible. Library-backed claims are auditable to the byte. External-reference claims are clearly marked as such.
Citation taxonomy
Two tiers, with deliberately different visual weight:
Tier 1 — Library-backed (Metis atom):
[^atom:<atom-id>]Tier 2 — External reference:
[^ext:<ref-id>](current[Source: srcN]markers map here)Forbidden: uncited factual claims. Tone/transition/framing sentences are fine bare; anything making a factual assertion needs a Tier 1 or Tier 2 marker.
Workflow
For new articles:
For existing articles:
Audit data — eyes-overview.md (2026-04-19)
Audited 15 representative factual claims against the current Metis library:
Library coverage is strong on preventive/population health (WHO, AAP Bright Futures, CDC) and weak on specialist clinical content (prevalence, RCTs, position statements).
Two retrieval issues found during audit (separate work, not blocking this issue)
File these as separate issues in the metis repo if confirmed.
Phased plan
Phase 1 — Schema & validator (1 day, no UX work)
Phase 2 — Rendering + UX (depends on #108 design decision, ~3 days)
Phase 3 — Audit + migration (ongoing)
Phase 4 — Library expansion (lower priority, can run in parallel)
Out of scope (for now)
Related
Decision deferred
This proposal is not for execution today. Filing for visibility and as a starting point when we're ready to commit. Plan should be revisited after: