Audit: QRS - Bilberry for Health & Longevity

Audit conducted on 25/06/2026 02:22 using AI4L / Opus 4.8

Summary

Items	Count
Total	91
Passed	84
Failed	0
N/A	7
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.	🟢	At-a-glance, protocol, benefits, risks, monitoring, and gates all trace to ER passages.
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.	🟢	“theoretical increased bleeding risk” preserves ER’s “theoretical concern” framing.
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”).	🟢	No strengthening or softening detected.
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.	🟢	Categories preserved across gates, benefits, and risks.
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.	🟢	QRS carries no citations, NCT IDs, or brand names.
1.6	The QRS does not introduce new attributions.	🟢	No new attributions present.

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.	🟢	Matches ER’s measured, evidence-graded tone.
2.2	The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging	🟢	Tone is expert yet accessible throughout.
2.3	The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor	🟢	Presents evidence, not prescriptions.
2.4	The QRS avoids language that implies medical or clinical advice	🟢	No directive medical advice.
2.5	The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising”	🟢	Information-presenting voice maintained.
2.6	The QRS never addresses “the reader” directly — it presents evidence, not guidance	🟢	No second-person address.
2.7	The QRS is written in plain language, avoiding unnecessary medical jargon	🟢	Plain language used.
2.8	Information is presented in a concise and very compact manner	🟢	Content is compact and condensed.
2.9	It DOES NOT address the reader directly	🟢	No direct reader address.
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.	🟢	Framing fits proactive optimizers.
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.	🟢	Protocol/monitoring framing suits this audience.
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.	🟢	Not aimed at the general population.
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.	🟢	Risk/benefit weighting reflects the target 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.	🟢	Uses “longevity”; no “anti-aging” usage.
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.	🟢	Formal terminology used throughout.

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 headings and labels intact.
3.2	All “…” from the [qrs_template] are present in the the QRS.	🟢	All data-qrs-var spans present.
3.3	Spans that are not addressed in a checklist item are left unchanged	🟢	Unaddressed spans unchanged.

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”	🟢	Empty tiers hidden via display:none; no fabricated empty-state text.
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.	🟢	Monitoring markers and labels match ER.
4.3	Labels are not paraphrased, abbreviated, or invented.	🟢	Labels preserved.
4.4	The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels.	🟢	No emoji indicators in QRS.
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.	🟢	Content condensed to one-page budget.

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.	🟢	Metadata comment is first element (lines 2-14).
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.	🟢	YAML delimited by — at lines 3 and 13.
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.	🟢	Inside HTML comment; not rendered.
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.	🟢	Values trimmed; duration quoted appropriately.
5.5	The filename of the source ER is stated as “er_filename: [er_filename]”	🟢	er_filename: bilberry_2026-0625-0126_Opus_ER.md
5.6	Version of the QRS.md file used to create the document is stated as “qrs_prompt_version: [Version of QRS.md]”	🟢	qrs_prompt_version: 26.5.18 matches QRS.md.
5.7	Creation date and time of the document is stated as “qrs_creation_date: [YYYY-MMDD-HHMM]” (e.g., 2026-0501-1430)	🟢	qrs_creation_date: 2026-0625-0126
5.8	The nickname of the AI used to create the document is stated as “qrs_creator_ai_nickname: [qrs_creator_ai_nickname]”	🟢	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” is a single-word nickname.
5.10	The full name of the AI used to create the document is stated as “qrs_creator_ai_fullname: [qrs_creator_ai_fullname]”	🟢	qrs_creator_ai_fullname: Opus 4.8
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 4.8” has no extra qualifier.
5.12	The filename of the document is stated as “qrs_filename: [filename of this document]”	🟢	qrs_filename: bilberry_2026-0625-0126_Opus_QRS.html
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.	🟢	Values clean and consistently quoted.

#	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., `&` for `&`)	🟢	“Bilberry for Health & Longevity - Quick Reference Sheet”.
6.2	[header_topic] is set to the [canonical_topic] of the ER `frontmatter`, with HTML entities encoded as needed (e.g., `&` for `&`)	🟢	“Bilberry for Health & Longevity”.
6.3	[header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY]	🟢	2026-0625-0126 → 06/25/2026.
6.4	[header_subline_model] is set to [qrs_creator_ai_fullname]	🟢	“Opus 4.8”.
6.5	No additional header content appears: no badge, version stamp, AKA / alternate names line, source-AI attribution, audit date, or QRS variant marker.	🟢	No extra header content.

7. At-A-Glance Section

#	Description	Result	Comments
7.1	[at_a_glance] is dense, execution-oriented summary of the ER `Conclusion` section	🟢	Condenses the ER Conclusion faithfully.
7.2	[at_a_glance] is no longer than 60 words	🟢	49 words.
7.3	Every fact in [at_a_glance] is supported by a distinct passage in the ER.	🟢	All facts trace to the Conclusion.
7.4	It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead	🟢	Plain-language terms used.
7.5	It DOES NOT cite specific trials (names, years, sample sizes, p-values)	🟢	No trial citations.
7.6	It DOES NOT cite effect sizes, relative risks, or statistical results	🟢	No statistics.

8. Contraindications

#	Description	Result	Comments
8.1	The section is derived from the ER `Key Interactions & Contraindications` section	🟢	Derived from ER lines 278-292.
8.2	[stop_items] represent the Contraindications from the ER	🟢	Four populations to avoid/caution mapped from ER line 292.
8.3	Individual [stop_items] are formatted as <li></li>	🟢	Each item in <li>.
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.	🟢	Concise; no trailing dash clauses.
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).	🟢	“(discontinue high-dose extract at least 2 weeks prior)” and “(medicinal doses)” preserved.
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	ER contraindications use no ranking notation.
8.7	If no [stop_items] are present the section is left empty	N/A	stop_items are present.

9. Key Interactions

#	Description	Result	Comments
9.1	The section is derived from the ER `Key Interactions & Contraindications` section	🟢	Derived from ER lines 280-290.
9.2	[caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications	🟢	Anticoagulant/antiplatelet, antidiabetic, NSAIDs, glucose-lowering supplements, additive flavonoid supplements + fish oil.
9.3	Individual [caution_items] are formatted as <li></li>	🟢	Each item in <li>.
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.	🟢	Concise; trailing clauses stripped.
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).	🟢	Example drug lists preserved in parens.
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	ER interactions use no ranking notation.
9.7	If no [caution_items] are present the section is left empty	N/A	caution_items are present.

10. Protocol

#	Description	Result	Comments
10.1	The section is derived from the ER `Protocol` section	🟢	Derived from ER Therapeutic Protocol.
10.2	The three sets of [action] items cover the three most important actionable implementation aspects from the ER `Protocol` section	🟢	Dose, Form, Timing cover key implementation aspects.
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	Three distinct aspects are present.
10.4	All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER `Protocol` section.	🟢	All action cells filled meaningfully.

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	🟢	Cholesterol, Blood Sugar, Eye Strain.
11.2	The sets are picked and ordered by the magnitude of the related benefit	🟢	Two Medium-tier metabolic items first, then Low-tier eye strain.
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	Three distinct aspects present.
11.4	All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER.	🟢	All time cells filled (4+ weeks, 4+ weeks, 4–12 weeks).
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	ER provides time-to-effect info.

12. Benefits

#	Description	Result	Comments
12.1	The section is derived from the ER `Expected Benefits` section	🟢	Derived from ER Expected Benefits.
12.2	Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative]	🟢	All four variables present.
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.	🟢	Concise; conflicted tags and effect sizes dropped.
12.4	Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved.	🟢	No parentheticals carried over.
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.	🟢	benefits_high hidden via display:none.

13. Risks

#	Description	Result	Comments
13.1	The section is derived from the ER `Potential Risks & Side Effects` section	🟢	Derived from ER Potential Risks & Side Effects.
13.2	Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative]	🟢	All four variables present.
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.	🟢	Concise risk items.
13.4	Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved.	🟢	No parentheticals carried over.
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 and risks_medium hidden via display:none.

14. Monitoring

#	Description	Result	Comments
14.1	The section is derived from the ER `Monitoring` section	🟢	Derived from ER Monitoring Protocol.
14.2	All measurable/quantifiable biomarkers from the `Monitoring` section are listed	🟢	LDL, HDL, HbA1c, fasting glucose, hs-CRP — all five listed.
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.	🟢	“Re-check relevant labs at ~8–12 weeks, then every 6–12 months if continued long term”.

15. Qualitative Assessment

#	Description	Result	Comments
15.1	The section is derived from the ER `Monitoring` section	🟢	Derived from ER qualitative markers list.
15.2	All subjective/qualitative biomarkers from the `Monitoring` section are listed	🟢	All four qualitative markers listed.

Issues 25/06/2026 02:22

Pass rate 100.00%. No issues found.