Audit: QRS - Lutein for Health & Longevity

Audit conducted on 27/08/2026 08:48 using AI4L / Opus 5

Iterations

Summary

Items Count
Total 93
Passed 84
Failed 0
N/A 9
Pass Rate 100.00%
  • Total = Passed + Failed + N/A
  • Pass Rate = Passed / (Passed + Failed) × 100
  • N/A items are excluded from the pass rate calculation

1. General Rules

# Description Result Comments
1.1 Every claim, magnitude, label, recommendation, and statement in the QRS is literally supported by content in the source ER. 🟢 Spot-checked every populated span against the ER: protocol cells against ER Therapeutic Protocol (lines 364, 366, 370, 386), time-to-effect against ER lines 230, 423, 427, benefits/risks against the ER tier headings, monitoring rows verbatim from the ER table (lines 457–462), cadence against ER line 453.
1.2 Where the ER uses cautious phrasing (“not formally studied”, “None documented in human trials to date”, “theoretical concern”, “data are limited”), the QRS uses the same phrasing. 🟢 No cautious ER phrasing is restated in altered form; the empty High-risk tier is handled by hiding the span rather than by rewording the ER’s “No risk reaches High” statement.
1.3 The QRS never strengthens an ER claim (e.g., “not formally studied” → “not required”) or softens one (e.g., “do not use during pregnancy” → “use with caution during pregnancy”). 🟢 Contraindication wording keeps the ER’s “>20 mg/day” threshold for pregnancy/breastfeeding; at-a-glance reuses the ER conclusion’s own qualifiers (“in eyes that already have disease”, “only in people starting from low intake”).
1.4 The QRS does not relabel an ER fact under a different decision category. A “Benefit-Modifying Factor” from ER section is not surfaced as a “Caution”; a “Risk-Modifying Factor” is not surfaced as a “Side Effect”; etc. 🟢 Contraindications come from the ER’s “Populations who should avoid Lutein” list; Key Interactions from the ER interaction bullets; no Benefit- or Risk-Modifying Factor is promoted into a gate.
1.5 PubMed IDs, study citations, expert names, clinical trial identifiers (NCT*), and brand names appear in the QRS only if they appear in the source ER for the same fact. 🟢 No PMIDs, NCT identifiers, author names or product brands appear anywhere in the QRS.
1.6 The QRS does not introduce new attributions. 🟢 No organisations, investigators or guideline bodies are named in the QRS.

2. Focus, Tone & Audience

# Description Result Comments
2.1 The QRS follows the tone of the ER, which is determined by the ER’s own language, phrasing, and framing. 🟢 Measured, non-promotional register matching the ER, including its “conflicted” framing carried as neutral condensations.
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢 Numeric targets in Monitoring and Protocol give the data-driven layer; the at-a-glance closes on a usable, positive summary of the safety record.
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢 Cells state what was studied and measured rather than issuing instructions to a patient.
2.4 The QRS avoids language that implies medical or clinical advice 🟢 No imperatives or prescriptions; the footer disclaimer is the template’s own.
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢 No “recommended”, “should”, or “advised” phrasing appears in the populated spans.
2.6 The QRS never addresses “the reader” directly — it presents evidence, not guidance 🟢 No second-person pronouns anywhere in the body (verified across lines 411–776).
2.7 The QRS is written in plain language, avoiding unnecessary medical jargon 🟢 Technical terms that do appear (MPOD, Pelli-Robson, carotenodermia) are the ER’s own marker and tier headings, retained where checklist items 13.4 and 14.2 require verbatim carry-over.
2.8 Information is presented in a concise and very compact manner 🟢 Tier lists are semicolon-joined single items; gate items are bare names; sub-lines run one to two clauses.
2.9 It DOES NOT address the reader directly 🟢 Confirmed — no direct address in any span.
2.10 The target audience is health- and longevity-oriented adults who are risk-aware, proactive, and actively seeking to optimize health or apply the intervention under review. 🟢 Content assumes willingness to measure serum lutein, MPOD and contrast sensitivity and to sustain dosing over months.
2.11 The target audience is willing to employ lifestyle and behavioral changes as well as follow protocols that may be inconvenient, costly, or require effort. 🟢 Monitoring cadence spans multi-year retinal examination and repeat serum testing on interacting drugs.
2.12 The document is NOT written for the general population, who are unwilling to employ lifestyle and behavioral changes or follow protocols that may be inconvenient, costly, or require effort. 🟢 Six-marker monitoring panel and a 6–12 month judgement window are well beyond general-population framing.
2.13 Framing, takeaways, and risk/benefit weighting throughout the document reflect this audience, including where an intervention’s signal for the average person differs from its signal for this audience. 🟢 The at-a-glance states the benefit concentrates in low-intake starters, the key discriminator for a greens-eating longevity audience.
2.14 The document’s own voice frames usage in longevity terms, not “anti-aging” (e.g., “anti-aging clinics”, “anti-aging community”, “anti-aging medicine”). Proper names that contain “anti-aging” (e.g., “American Academy of Anti-Aging Medicine”) are quoted verbatim. 🟢 The string “anti-aging” does not occur in the QRS.
2.15 The document’s own voice uses formal clinical and scientific terminology, not colloquial or consumer-grade language (e.g., “oral medication” not “pill(s)”; “injection” not “shot”; “adverse event” not “bad reaction”). Direct quotes from sources are exempt. 🟢 Uses “supplemental dose”, “gastrointestinal upset”, “bile-acid sequestrants”, “dilated examination” — no consumer-grade substitutes.

3. Template Integrity

# Description Result Comments
3.1 The following labels and headings on the QRS are fixed and not modified: Card and section headings: “Protocol”, “Time to effect”, “Benefits”, “Risk & Side Effects”, “Monitoring”, “Qualitative Assessment”; Gate headings: “Contraindications”, “Key Interactions”; Tier labels: “High”, “Medium”, “Low”, “Speculative”; Table column headers in Monitoring: “Marker”, “Target”, “Why” 🟢 All fixed strings match the template byte-for-byte (lines 445, 490, 538, 569, 581, 604, 627, 631–633, 735).
3.2 All “…” from the [qrs_template] are present in the the QRS. 🟢 Programmatic comparison against the template returned no missing variable names; the repeatable marker_#_* and qualitative_item_# spans are instantiated as marker_1–6 and qualitative_item_1–5.
3.3 Spans that are not addressed in a checklist item are left unchanged 🟢 Full diff against the template shows differences only inside variable regions; the CSS block, website="…" spans, comments and footer are identical.

4. Formatting

# Description Result Comments
4.1 When the source ER section is empty, the QRS uses the ER’s own empty-state phrasing verbatim. Typical phrasings are “None documented in human trials to date” and “Not formally studied” N/A No source ER section is empty; the one empty tier (High risks) is governed by item 13.5, which mandates a hidden span instead of empty-state phrasing.
4.2 Where the ER presents a bulleted item as “Label: content”, the QRS uses the ER’s bold label verbatim as the cell or row label. 🟢 “Standard supplemental dose”, “Best time of day” and “Higher-dose macular pigment protocol” reproduce the ER bold labels at lines 364, 366 and 370 verbatim.
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢 Protocol labels are verbatim; monitoring marker names reproduce the ER biomarker-table column entries exactly.
4.4 The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. 🟢 Unicode scan of the file returns no emoji; the ER’s “⚠️ Conflicted” markers were correctly dropped.
4.5 The QRS is designed to render on one A4 page. Any section that has more content in the ER than fits the per-section budget is condensed by the LLM, not extended onto a second page. 🟢 Every section is condensed to the checklist’s own budget: tier lists are single semicolon-joined items, gate entries carry no rationale, and sub-lines are one to two clauses.

5. Metadata

# Description Result Comments
5.1 The metadata is placed inside a single HTML comment that is the first element after “<!doctype html>” and before any other comment, head, or body content. 🟢 Lines 2–14; nothing precedes it but the doctype.
5.2 Inside that HTML comment the YAML block is delimited by a line “—” opening and a line “—” closing. Text before the opening “—” is permitted but is not parsed as YAML. 🟢 Opening “—” at line 3, closing “—” at line 13; the descriptive text at line 2 precedes the opener.
5.3 The metadata is not visible in any rendered view of the QRS and is not surfaced by any other element on the sheet. 🟢 Enclosed in an HTML comment; no metadata value is repeated in the header or footer.
5.4 All frontmatter values are trimmed: no leading or trailing whitespace, no surrounding quotes unless the value contains a colon, bracket, or leading special character that requires YAML quoting. 🟢 Only duration: "00:03" is quoted, correctly, because it contains a colon.
5.5 The filename of the source ER is stated as “er_filename: [er_filename]” 🟢 Line 4: er_filename: lutein_2026-0827-0515_Opus_ER.md, matching the ER on disk.
5.6 Version of the QRS.md file used to create the document is stated as “qrs_prompt_version: [Version of QRS.md]” 🟢 Line 5: qrs_prompt_version: 26.7.02, matching the QRS.md version badge.
5.7 Creation date and time of the document is stated as “qrs_creation_date: [YYYY-MMDD-HHMM]” (e.g., 2026-0501-1430) 🟢 Line 6: qrs_creation_date: 2026-0827-0830, correct format.
5.8 The nickname of the AI used to create the document is stated as “qrs_creator_ai_nickname: [qrs_creator_ai_nickname]” 🟢 Line 7: qrs_creator_ai_nickname: Opus.
5.9 The nickname of the AI is just a single word model name without version, etc. (e.g., Opus, Sonnet, Grok, Gemini, ChatGPT) 🟢 “Opus” — single word, no version or qualifier.
5.10 The full name of the AI used to create the document is stated as “qrs_creator_ai_fullname: [qrs_creator_ai_fullname]” 🟢 Line 8: qrs_creator_ai_fullname: Opus 5.
5.11 The full name of the AI consists of the [qrs_creator_ai_nickname] and the model version number and no additional qualifier (e.g., Opus 4.6, Sonnet 3.2, Grok 4.5, Gemini 3.1, ChatGPT 5.4) 🟢 “Opus 5” — nickname plus version, context-window qualifier correctly omitted.
5.12 The filename of the document is stated as “qrs_filename: [filename of this document]” 🟢 Line 9: qrs_filename: lutein_2026-0827-0515_Opus_QRS.html, matching the file on disk.
5.13 All frontmatter values are trimmed: no leading or trailing whitespace, no surrounding quotes unless the value contains a colon, bracket, or leading special character that requires YAML quoting. 🟢 Re-verified across all nine keys; no stray whitespace or unnecessary quoting.

6. Page Title & Header

# Description Result Comments
6.1 [page_title] is set to the [canonical_topic] of the ER frontmatter followed by “ - Quick Reference Sheet” (e.g., “Intervention - Quick Reference Sheet”). The [canonical_topic] is HTML-entity-encoded as needed (e.g., &amp; for &) 🟢 Line 22: “Lutein for Health & Longevity - Quick Reference Sheet”, matching ER canonical_topic with the ampersand encoded.
6.2 [header_topic] is set to the [canonical_topic] of the ER frontmatter, with HTML entities encoded as needed (e.g., &amp; for &) 🟢 Line 417: “Lutein for Health & Longevity”.
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 Line 421: “08/27/2026”, the correct reformat of 2026-0827-0830.
6.4 [header_subline_model] is set to [qrs_creator_ai_fullname] 🟢 Line 425: “Opus 5”, matching the frontmatter value.
6.5 No additional header content appears: no badge, version stamp, AKA / alternate names line, source-AI attribution, audit date, or QRS variant marker. 🟢 The header holds only the title and the template subline; the ER’s “Also known as” list was not carried over.

7. At-A-Glance Section

# Description Result Comments
7.1 [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section 🟢 Compresses ER lines 494–496 into what is reliable, what is conditional, and what the safety picture is.
7.2 [at_a_glance] is no longer than 60 words 🟢 56 words.
7.3 Every fact in [at_a_glance] is supported by a distinct passage in the ER. 🟢 Retinal and brain deposition, glare and disease-eye vision, the low-intake conditionality of memory/lens/heart findings, and the clean safety record each map to a separate sentence of the ER Conclusion.
7.4 It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead 🟢 No acronyms; “lens” replaces “cataract”, “plant pigment” replaces “carotenoid/xanthophyll”.
7.5 It DOES NOT cite specific trials (names, years, sample sizes, p-values) 🟢 No trial is named or dated.
7.6 It DOES NOT cite effect sizes, relative risks, or statistical results 🟢 No numbers of any kind appear.

8. Contraindications

# Description Result Comments
8.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Both items come from the “Populations who should avoid Lutein” list at ER lines 341–342.
8.2 [stop_items] represent the Contraindications from the ER 🟢 Both ER avoidance populations are present; nothing else is added.
8.3 Individual [stop_items] are formatted as <li></li> 🟢 Lines 572–576: two <li> elements inside the span.
8.4 Items are as concise as possible. No trailing explanations, no elaborations, no mechanistic rationale, no attributions, no citations, no study details. No content after an em-dash, en-dash, or hyphen-dash (e.g., “— dose reduction required”, “— reduced efficacy”) — these trailing clauses are stripped. Just the key fact. 🟢 The ER’s “since nearly all commercial lutein is a marigold extract” and “where no human safety data exist; dietary and prenatal-formula amounts are not in question” are both stripped.
8.5 Parenthetical qualifiers from the ER bullet — time windows, severity classes, threshold values, clinical staging — ARE preserved as part of the item, kept as concise as possible (shortened or trimmed where needed to fit the one-page budget, but never dropped entirely). 🟢 ”(Tagetes erecta)”, the Asteraceae examples, and the “above 20 mg/day” threshold are all retained.
8.6 When the ER uses ranking notation inside parens (e.g., “>” for severity ordering) that depends on an explanatory phrase to interpret, normalize the items to a plain comma-separated list rather than carrying through the bare symbol. N/A The ER uses no ranking notation in its contraindication bullets.
8.7 The section is left empty ONLY IF the ER’s Key Interactions & Contraindications section identifies no population, condition, or scenario for which the intervention should be avoided, deferred, or used only under specialist supervision. 🟢 The ER does name two avoidance populations and the section is correctly populated rather than emptied.
8.8 If the section is left empty, an HTML comment inside the [stop_items] span records the ER basis for the absence, naming or quoting the ER text relied on. E.g. N/A The section is not empty.

9. Key Interactions

# Description Result Comments
9.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 All eleven items map to the ER interaction bullets at lines 317–337.
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 All eleven ER interaction bullets are carried; neither avoidance population is duplicated here.
9.3 Individual [caution_items] are formatted as <li></li> 🟢 Lines 584–594: eleven <li> elements inside the span.
9.4 Items are as concise as possible. No trailing explanations, no elaborations, no mechanistic rationale, no attributions, no citations, no study details. No content after an em-dash, en-dash, or hyphen-dash (e.g., “— dose reduction required”, “— reduced efficacy”) — these trailing clauses are stripped. Just the key fact. 🟢 The ER’s mechanism glosses (“lipase inhibitor, blocks fat digestion”, “blocks the NPC1L1 sterol transporter in the gut”) and all Mitigation sentences are stripped; no dash-trailing clauses remain.
9.5 Parenthetical qualifiers from the ER bullet — example drug lists, time windows, severity classes, threshold values, clinical staging — ARE preserved as part of the item, kept as concise as possible (shortened or trimmed where needed to fit the one-page budget, but never dropped entirely). 🟢 Drug examples for bile-acid sequestrants and fibre supplements are kept, the additive class is flagged, and the “total zinc under 40 mg/day” threshold is retained.
9.6 When the ER uses ranking notation inside parens (e.g., “>” for severity ordering) that depends on an explanatory phrase to interpret, normalize the items to a plain comma-separated list rather than carrying through the bare symbol. N/A The ER uses no ranking notation in its interaction bullets.
9.7 The section is left empty ONLY IF the ER’s Key Interactions & Contraindications section identifies no interaction, additive effect, or exposure that changes how the intervention is used. 🟢 The ER lists eleven such interactions and the section is correctly populated.
9.8 If the section is left empty, an HTML comment inside the [caution_items] span records the ER basis for the absence, naming or quoting the ER text relied on. E.g. N/A The section is not empty.

10. Protocol

# Description Result Comments
10.1 The section is derived from the ER Protocol section 🟢 All three cells trace to the ER Therapeutic Protocol bullets at lines 364, 366, 370 and 386.
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 Standard dose, dosing-with-fat timing, and the higher-dose macular pigment protocol are the three decision-bearing bullets; the remaining ER bullets are refinements or measurement notes.
10.3 If less that three distinct actionable implementation aspects are mentioned in the ER the unused sets are left empty and made invisible, not filled with placeholder text or empty-state phrasing. N/A The ER supplies more than three actionable aspects, so all three sets are used.
10.4 All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section. 🟢 All nine spans carry substantive ER-derived content; no placeholder remains.

11. Time to Effect

# Description Result Comments
11.1 The three sets of [time] items cover the three most important time-to-effect aspects from the ER 🟢 Glare recovery, macular pigment and blood levels are exactly the three horizons given in the ER “Time to effect” bullet at line 423.
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 Glare recovery, tied to the ER’s sole High-tier benefit, leads; macular pigment (the tissue mechanism) follows; blood levels (an absorption check) is last.
11.3 If less that three distinct time-to-effect aspects are mentioned in the ER the unused sets are left empty and made invisible, not filled with placeholder text or empty-state phrasing. N/A The ER supplies three distinct time-to-effect aspects, so all three sets are used.
11.4 All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. 🟢 Each sub-line adds ER-sourced context (ER lines 230, 423, 427) rather than restating the value.
11.5 If the ER does not provide any information on time to effect, the section is removed completely from the Protocol Panel N/A The ER does provide time-to-effect information, so the section is correctly retained.

12. Benefits

# Description Result Comments
12.1 The section is derived from the ER Expected Benefits section 🟢 All eleven entries correspond one-to-one with the ER Expected Benefits sub-headings.
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four spans present at lines 540, 543, 550 and 557, each in its correct tier.
12.3 Items are as concise as possible. No explanations, no elaborations, no effect sizes, no qualifiers, no attributions, no citations, no study details, no mechanistic explanations, etc. Just the key fact. 🟢 Each entry is the ER sub-heading alone; every Magnitude line, net-reading sentence and trial description is dropped.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 The ER’s “(HDL-C, …)” and “(AMD, …)” glosses are absent; no parentheses appear in the Benefits card.
12.5 If no items of a specific sub-section (high, medium, low, speculative) are present the respective is set to “display=none”, not filled with “None documented in human trials to date” or similar empty-state phrasing. N/A All four benefit tiers carry items in the ER, so no span needs hiding.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢 All six entries correspond to the ER risk sub-headings at lines 255, 263, 269, 275, 281 and 289.
13.2 Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] 🟢 All four spans present at lines 606, 609, 612 and 619.
13.3 Items are as concise as possible. No explanations, no elaborations, no effect sizes, no qualifiers, no attributions, no citations, no study details, no mechanistic explanations, etc. Just the key fact. 🟢 Each entry is the bare ER sub-heading; the odds ratios, the Kemin Foods conflict note and the case-report detail are all omitted.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 The ER heading’s “(Yellow-Orange Skin Discolouration)” gloss is stripped; no parentheses appear in the Risks card.
13.5 If no items of a specific sub-section (high, medium, low, speculative) are present the respective is set to “display=none”, not filled with “None documented in human trials to date” or similar empty-state phrasing. 🟢 [risks_high] carries style="display: none" at line 606 with an HTML comment citing the ER’s “No risk reaches High” statement; no empty-state text is rendered.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢 Every row and the cadence sentence trace to the ER Monitoring Protocol & Defining Success section (lines 453–462).
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 All six ER biomarker-table rows are present, with names, targets and rationales reproduced verbatim.
14.3 [monitoring_cadence] is populated with the monitoring cadence/frequency derived from the ER Monitoring section. It is not left with placeholder text or empty. 🟢 Line 724 condenses ER line 453: baseline, serum at 8–12 weeks, pigment at 6 months then annually, contrast annually, retinal examination every 12 months (6 with intermediate AMD), serum re-check at 3 months on interacting drugs.

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢 All five items come from the ER’s “Qualitative markers worth tracking” list at lines 466–470.
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All five ER qualitative markers are present and reproduced verbatim; none is dropped or merged.

Issues 27/08/2026 08:48

Pass rate 100.00%. No issues found.

Issues 27/08/2026 08:42

  1. 13.4 — Parenthetical kept, heading dropped: [risks_medium] at line 610 carries “Yellow-orange skin discolouration”, the parenthetical from the ER heading “Carotenodermia (Yellow-Orange Skin Discolouration)”; the parenthetical should have been stripped and the term “Carotenodermia” retained.

Fixes 27/08/2026 08:42

  1. 13.4 — Parenthetical stripped from risk item: Changed [risks_medium] from “Yellow-orange skin discolouration” to “Carotenodermia”, keeping the ER heading term and dropping its parenthetical.

Issues 27/08/2026 08:35

  1. 11.4 — Time-to-effect subs are tautological: [time_1_sub] (line 503) and [time_2_sub] (line 515) merely restate the label and value already shown in the same cell (“Glare recovery / 3–12 months”, “Macular pigment / 3–6 months”), so neither span carries meaningful ER-derived content.

Fixes 27/08/2026 08:35

  1. 11.4 — Time-to-effect subs made informative: Replaced the tautological [time_1_sub] (“Functional changes such as glare recovery appear in this window.”) with the ER’s trial-duration and early-judgement point, and [time_2_sub] (“Macular pigment builds over this period.”) with the ER’s low-starter versus plateau finding.