Audit: QRS - Chamomile for Health & Longevity
Audit conducted on 18/09/2026 10:10 using AI4L / Opus 5
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. | 🟢 | Every benefit, risk, contraindication, interaction, protocol cell, marker row and qualitative item traces to a matching ER heading, bullet or table row. |
| 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. | 🟢 | The ER’s ⚠️ Conflicted flags are carried as “(conflicted)”; Speculative-tier items are kept in the Speculative tier without upgrade. |
| 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”). | 🟢 | Pregnancy, breastfeeding, unstable INR and transplant items remain absolute contraindications, matching the ER’s avoid list. |
| 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. | 🟢 | Gate content comes only from Key Interactions & Contraindications; risks only from Potential Risks & Side Effects; no modifying-factor content is repurposed. |
| 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, author names, NCT IDs or brand names appear anywhere in the QRS. |
| 1.6 | The QRS does not introduce new attributions. | 🟢 | No 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. | 🟢 | Neutral, evidence-first register identical to the ER. |
| 2.2 | The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging | 🟢 | Tiered benefit/risk lists and concrete doses, without hedging or alarmism. |
| 2.3 | The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor | 🟢 | Regimens are described as the trial regimens, not as instructions. |
| 2.4 | The QRS avoids language that implies medical or clinical advice | 🟢 | No imperatives; monitoring cadence is stated descriptively. |
| 2.5 | The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” | 🟢 | No recommending verbs used. |
| 2.6 | The QRS never addresses “the reader” directly — it presents evidence, not guidance | 🟢 | No second-person pronouns in the document. |
| 2.7 | The QRS is written in plain language, avoiding unnecessary medical jargon | 🟢 | Technical terms are limited to marker names and drug classes required by the decision gates. |
| 2.8 | Information is presented in a concise and very compact manner | 🟢 | All list items are single clauses; mitigations, mechanisms and citations are stripped. |
| 2.9 | It DOES NOT address the reader directly | 🟢 | Confirmed by full-text scan for “you”/”your”. |
| 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 self-directed implementation and biomarker tracking. |
| 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. | 🟢 | Thrice-daily dosing, an eight-marker panel and repeat laboratory testing are presented without simplification. |
| 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. | 🟢 | Functional ranges (HbA1c ≤5.4%, hs-CRP <0.5 mg/L) are optimisation targets, not population norms. |
| 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. | 🟢 | At-a-glance states the anxiety and sleep evidence points both ways rather than promoting the intervention. |
| 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. | 🟢 | “Longevity” appears only in the title; “anti-aging” appears nowhere. |
| 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)”; “oral” / “administered orally” not “taken by mouth” / “given by mouth”; “injection” not “shot”; “adverse event” not “bad reaction”). This holds on EVERY surface, including the QRS lede — the stricter plain-language bar (see 2.7) does not license lay phrasing for route of administration. | 🟢 | Routes are given as “oral extract”, “mouth rinse”, “topical oil”; drug classes are named formally (“insulin-releasing oral medications”, “calcineurin inhibitors”). |
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, gate headings, tier labels and column headers are byte-identical to the template. |
| 3.2 | All “…” from the [qrs_template] are present in the the QRS. | 🟢 | All 34 singleton variables present exactly once; marker_#* repeated for 8 rows (24 spans) and qualitative_item# for 6 items. |
| 3.3 | Spans that are not addressed in a checklist item are left unchanged | 🟢 | The website="evidence_review", website="audit" and website="full_review" spans and the entire style block are unchanged from the template. |
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 absent Medium risk tier is handled under 13.5. |
| 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. | 🟢 | Protocol labels “Standardized extract, the trial regimen”, “Tea preparation” and “Best time of day” are the ER’s bold labels verbatim; marker names match the ER biomarker table verbatim. |
| 4.3 | Labels are not paraphrased, abbreviated, or invented. | 🟢 | Time-to-effect labels are taken from the ER’s own time-to-effect clause wording (“Blood sugar and lipids”, “Sleep quality”, “Anxiety”). |
| 4.4 | The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. | 🟢 | Full-text scan returns no emoji code points. |
| 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 heading-level facts: benefits and risks are bare descriptor lists, gate items carry no mitigations or mechanisms, and marker rows carry no context column. |
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, immediately after 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 “—” line 3, closing “—” line 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. | 🟢 | Enclosed in an HTML comment; no metadata value is repeated in the body. |
| 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]” | 🟢 | er_filename: chamomile_2026-0918-0533_Opus_ER.md, matching the ER’s own filename field. |
| 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: 26.9.11, 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) | 🟢 | qrs_creation_date: 2026-0918-1003. |
| 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) | 🟢 | Single word, no version. |
| 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 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) | 🟢 | Nickname plus version only, no qualifier. |
| 5.12 | The filename of the document is stated as “qrs_filename: [filename of this document]” | 🟢 | qrs_filename: chamomile_2026-0918-0533_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: no stray whitespace or unnecessary quoting on any key. |
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., & for &) |
🟢 | “Chamomile 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 &) |
🟢 | “Chamomile for Health & Longevity”. |
| 6.3 | [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] | 🟢 | 09/18/2026, matching qrs_creation_date: 2026-0918-1003. |
| 6.4 | [header_subline_model] is set to [qrs_creator_ai_fullname] | 🟢 | “Opus 5”. |
| 6.5 | No additional header content appears: no badge, version stamp, AKA / alternate names line, source-AI attribution, audit date, or QRS variant marker. | 🟢 | Header contains only the title and the template subline. |
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 Conclusion’s first paragraph: preparations, the six best-supported outcomes, and the conflicted evidence. |
| 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. | 🟢 | Each clause maps to the Conclusion sentence “The strongest human findings are …” and “for anxiety and sleep the combined trial evidence points both ways”. |
| 7.4 | It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead | 🟢 | “average blood sugar”, “mouth inflammation”, “gum bleeding” replace HbA1c, mucositis and gingival indices. |
| 7.5 | It DOES NOT cite specific trials (names, years, sample sizes, p-values) | 🟢 | No trial identifiers present. |
| 7.6 | It DOES NOT cite effect sizes, relative risks, or statistical results | 🟢 | Only directional wording (“modest reduction”, “lower average blood sugar”). |
8. Contraindications
| # | Description | Result | Comments |
|---|---|---|---|
| 8.1 | The section is derived from the ER Key Interactions & Contraindications section |
🟢 | All seven items come from that section’s “Populations who should avoid Chamomile” list. |
| 8.2 | [stop_items] represent the Contraindications from the ER | 🟢 | All seven ER avoid-list entries are present, none added. |
| 8.3 | Individual [stop_items] are formatted as <li></li> | 🟢 | Seven <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. | 🟢 | ER rationales (“given the threatened-miscarriage and preterm-labour signal”, “on the basis of absent data rather than demonstrated harm”, “as a precaution rather than a documented harm”) are all 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). | 🟢 | “before 37 weeks’ gestation”, “INR … above the upper limit of their target”, “without therapeutic drug monitoring”, “within two weeks of elective surgery” 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 this section. |
| 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 names seven avoid populations and the section is correspondingly populated. |
| 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 one-to-one to the eleven ER interaction bullets. |
| 9.2 | [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications | 🟢 | No item duplicates a contraindication; warfarin and calcineurin-inhibitor entries are contraindicated only in the narrower unstable-INR and unmonitored-transplant cases. |
| 9.3 | Individual [caution_items] are formatted as <li></li> | 🟢 | 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. | 🟢 | Every ER “Mitigation:” clause and severity verb (“caution”, “monitor”) is stripped; only the interacting class remains. |
| 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). | 🟢 | Named examples retained throughout (warfarin/acenocoumarol/phenprocoumon; apixaban/rivaroxaban/clopidogrel/aspirin; gliclazide/repaglinide; cyclosporine/tacrolimus; arnica/calendula/feverfew). |
| 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 this section. |
| 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 names eleven interactions and the section is correspondingly 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 come from the ER Therapeutic Protocol bullets. |
| 10.2 | The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section |
🟢 | The trial-validated extract dose, the tea regimen behind the glycemic results, and timing — the three ER bullets that carry actual trial regimens. |
| 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 provides far more than three actionable aspects; 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. |
🟢 | “500 mg three times daily”, “3 g in 150 mL, three times daily” and “Evening, 30–60 min before bed” with ER-sourced sublines. |
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 | 🟢 | Glycemic/lipid (8 weeks), sleep quality (2–4 weeks) and anxiety (2–4 weeks) — the three aspects named in the ER Practical Considerations time-to-effect bullet. |
| 11.2 | The sets are picked and ordered by the magnitude of the related benefit | 🟢 | Ordered by pooled effect magnitude: HbA1c SMD −0.90, sleep-quality SMD −0.73, then the smaller HAM-A difference. |
| 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 exist and 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. | 🟢 | Sublines paraphrase the ER clause verbatim in substance (“required the full eight weeks of dosing”, “appeared by two weeks and consolidated by four”). |
| 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 provides time-to-effect data, so the section is retained. |
12. Benefits
| # | Description | Result | Comments |
|---|---|---|---|
| 12.1 | The section is derived from the ER Expected Benefits section |
🟢 | All 21 items correspond to the ER’s benefit headings across the four tiers. |
| 12.2 | Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] | 🟢 | All four spans present and populated in tier order. |
| 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 item is the ER heading reduced to a lower-case descriptor; the only additions are the ER’s own ⚠️ Conflicted flags rendered as “(conflicted)” per 4.4. |
| 12.4 | Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No ER parenthetical (scales, sample sizes, mechanism glosses) survives into the benefits list. |
| 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 contain ER items. |
13. Risks
| # | Description | Result | Comments |
|---|---|---|---|
| 13.1 | The section is derived from the ER Potential Risks & Side Effects section |
🟢 | All ten items correspond to the ER’s risk headings. |
| 13.2 | Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] | 🟢 | All four spans 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. | 🟢 | Each item is the ER heading reduced to a descriptor; no incidence figures or case-report detail. |
| 13.4 | Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | ER glosses such as “(a sudden whole-body allergic reaction)” and “(liver-toxic compounds …)” are removed. |
| 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. | 🟢 | The ER states no risk reaches Medium; [risks_medium] carries style="display: none" with no empty-state text. |
14. Monitoring
| # | Description | Result | Comments |
|---|---|---|---|
| 14.1 | The section is derived from the ER Monitoring section |
🟢 | Rows and cadence come from the ER Monitoring Protocol & Defining Success section. |
| 14.2 | All measurable/quantifiable biomarkers from the Monitoring section are listed |
🟢 | All eight ER biomarker rows present with targets and rationale verbatim: HbA1c, fasting glucose, fasting insulin, lipid panel, hs-CRP, INR, ALT and AST, Compositae-specific IgE. |
| 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. |
🟢 | Reproduces the ER’s ongoing-testing paragraph: symptom score at 2 and 4 weeks, INR at 1 and 2 weeks, panels at 8–12 weeks then every 6–12 months. |
15. Qualitative Assessment
| # | Description | Result | Comments |
|---|---|---|---|
| 15.1 | The section is derived from the ER Monitoring section |
🟢 | Taken from the ER’s “Qualitative markers worth tracking alongside the labs” list. |
| 15.2 | All subjective/qualitative biomarkers from the Monitoring section are listed |
🟢 | All six ER qualitative markers present, with trailing explanatory clauses and the citation stripped. |
Issues 18/09/2026 10:10
Pass rate 100.00%. No issues found.