Audit: QRS - Avoiding Carrageenan for Health & Longevity

Audit conducted on 26/07/2026 02:14 using AI4L / Opus 4.8

Iterations

Summary

Items Count
Total 91
Passed 83
Failed 0
N/A 8
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. 🟢 All QRS content traces to ER (Conclusion, Protocol, Expected Benefits, Risks, Monitoring, Key Interactions & Contraindications).
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. 🟢 At-a-glance preserves “possible”, “limited and contested”, “bodily risk is low”.
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/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. 🟢 Contraindications and Key Interactions both drawn from ER “Key Interactions & Contraindications”.
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 contains no citations, PMIDs, NCTs, or names.
1.6 The QRS does not introduce new attributions. 🟢 No new attributions.

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. 🟢 Objective, measured tone matches ER.
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢  
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢  
2.4 The QRS avoids language that implies medical or clinical advice 🟢 Footer disclaimer present; body presents evidence.
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢 Protocol/interaction cells describe the intervention’s actions and preserved ER safety qualifiers, not the QRS’s own recommendations.
2.6 The QRS never addresses “the reader” directly — it presents evidence, not guidance 🟢 No second-person pronouns used.
2.7 The QRS is written in plain language, avoiding unnecessary medical jargon 🟢 Technical terms confined to the Monitoring table.
2.8 Information is presented in a concise and very compact manner 🟢  
2.9 It DOES NOT address the reader directly 🟢 No “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. 🟢  
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. 🟢  
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. 🟢  
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. 🟢  
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. 🟢 Title uses “Health & Longevity”; no “anti-aging”.
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; plain terms limited to the plain-language At-a-Glance.

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 labels/headings present and unchanged.
3.2 All “” from the [qrs_template] are present in the the QRS. 🟢 All expected named spans present.
3.3 Spans that are not addressed in a checklist item are left 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 High-risk tier is correctly hidden via display:none (per 13.5); ER contains no empty-state phrasing to mirror.
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. 🟢 Benefit/risk labels and monitoring markers match ER wording.
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢 Benefit/risk headings preserved verbatim (case aside).
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 content.
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 a single sheet.

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. 🟢 Comment begins at line 2, immediately after 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. 🟢 Delimited 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. 🟢 Enclosed in an HTML comment.
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 (contains colon).
5.5 The filename of the source ER is stated as “er_filename: [er_filename]” 🟢 er_filename: avoiding_carrageenan_2026-0726-0108_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: 26.7.02
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: 2026-0726-0204
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”
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”
5.12 The filename of the document is stated as “qrs_filename: [filename of this document]” 🟢 qrs_filename: avoiding_carrageenan_2026-0726-0108_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 are clean and trimmed.

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 &) 🟢 “Avoiding Carrageenan 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., &amp; for &) 🟢 “Avoiding Carrageenan for Health & Longevity”.
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 2026-0726 → 07/26/2026.
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. 🟢 Header limited to title and required subline.

7. At-A-Glance Section

# Description Result Comments
7.1 [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section 🟢 Faithfully summarizes the Conclusion.
7.2 [at_a_glance] is no longer than 60 words 🟢 54 words.
7.3 Every fact in [at_a_glance] is supported by a distinct passage in the ER. 🟢 Each clause maps to the Conclusion.
7.4 It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead 🟢 “blood-sugar”, “gut lining” used.
7.5 It DOES NOT cite specific trials (names, years, sample sizes, p-values) 🟢 No trials cited.
7.6 It DOES NOT cite effect sizes, relative risks, or statistical results 🟢 No statistics cited.

8. Contraindications

# Description Result Comments
8.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Drawn from “Populations who should avoid this intervention”.
8.2 [stop_items] represent the Contraindications from the ER 🟢 “Active eating disorders”; “Self-treating undiagnosed persistent gastrointestinal symptoms”.
8.3 Individual [stop_items] are formatted as <li></li> 🟢 Both are <li> elements.
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; “in place of medical evaluation” trimmed.
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). 🟢 No such qualifiers present to preserve.
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 contain 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 🟢 Drawn from “Prescription medications” bullet.
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 Prescription-medications interaction; not duplicated as contraindication.
9.3 Individual [caution_items] are formatted as <li></li> 🟢 Single <li> element.
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. 🟢 Condensed; retained parenthetical is the applicability/safety qualifier.
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). 🟢 “carrageenan as inactive ingredient; confirm with pharmacist, do not stop” preserved concisely.
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 interaction contains no ranking notation.
9.7 If no [caution_items] are present the section is left empty N/A A caution item is present.

10. Protocol

# Description Result Comments
10.1 The section is derived from the ER Protocol section 🟢 Drawn from “Therapeutic Protocol”.
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 Label-reading/exclusion, strictness, trial window.
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 actionable aspects are present and used.
10.4 All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section. 🟢 All three action cells populated from ER.

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 🟢 Inflammation markers, gut symptoms, glucose control.
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 Medium-benefit items (inflammation, gut) precede low-benefit glucose.
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 time-to-effect aspects are present and used.
11.4 All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. 🟢 All populated from Practical Considerations / Monitoring.
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 information.

12. Benefits

# Description Result Comments
12.1 The section is derived from the ER Expected Benefits section 🟢  
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four 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. 🟢 Labels only, no elaboration.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 “(Inflammaging)” and “⚠️ Conflicted” stripped.
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 items.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢  
13.2 Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] 🟢 All four 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. 🟢 Labels only.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parentheticals carried through.
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 has no items and is correctly set to display:none.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢 From “Monitoring Protocol & Defining Success”.
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 hs-CRP, fecal calprotectin, fasting insulin/HOMA-IR, HbA1c all 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. 🟢 “Reassess at the end of a 4–8 week elimination window; … every 6–12 months”.

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢 From ER “Qualitative markers of success”.
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All four qualitative markers listed verbatim.

Issues 26/07/2026 02:14

Pass rate 100.00%. No issues found.