Audit: QRS - Thiamine for Health & Longevity

Audit conducted on 05/07/2026 06:28 using AI4L / Opus 4.8

Iterations

Summary

Items Count
Total 91
Passed 82
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. 🟢 Protocol doses, time-to-effect, benefit/risk tiers, monitoring markers, and at-a-glance all trace to the ER (Protocol, Practical Considerations, Expected Benefits, Monitoring, Conclusion).
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. 🟢 “remains genuinely open” and “risk is very low” mirror the ER Conclusion.
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”). 🟢 Tiering and phrasing preserved; conflicted Low benefits remain in the Low tier.
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. 🟢 Interactions come from the ER Key Interactions & Contraindications section; risks from Potential Risks & Side Effects.
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. 🟢 The QRS contains no PMIDs, citations, expert names, NCTs, or brand names.
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. 🟢 Objective, cautious framing matching the ER.
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢 Consistent throughout.
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢 Presents evidence, not directives.
2.4 The QRS avoids language that implies medical or clinical advice 🟢 Footer disclaimer aside, body presents information.
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢 Information-presentation register 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 phrasing used.
2.8 Information is presented in a concise and very compact manner 🟢 Compact cards and lists.
2.9 It DOES NOT address the reader directly 🟢 No “you”.
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 targets proactive, longevity-oriented adults.
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 detail assumes such an 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. 🟢 Depth exceeds 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. 🟢 Distinguishes deficiency-correction from optimization use.
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 “slowing aging”/”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. 🟢 “injectable/injected thiamine”, “diuretics” used; no colloquialisms.

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 present and unmodified.
3.2 All “” from the [qrs_template] are present in the the QRS. 🟢 All expected named spans (header, at_a_glance, action/time sets, benefits/risks tiers, stop/caution items, markers, cadence, qualitative items) are present.
3.3 Spans that are not addressed in a checklist item are left unchanged 🟢 Template placeholder spans intact.

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 mapped ER section is empty; empty benefit/risk tiers are handled per 12.5/13.5.
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. 🟢 Interaction labels (Alcohol, Metformin, Loop and thiazide diuretics) used verbatim.
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢 Labels condensed within the allowances of sections 9–10 without invention.
4.4 The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. 🟢 No tier emojis in the 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 fit 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 on line 2, 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. 🟢 YAML delimited by — on 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” is quoted (contains a colon).
5.5 The filename of the source ER is stated as “er_filename: [er_filename]” 🟢 er_filename: thiamine_2026-0705-0525_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: 2026-0705-0620
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: thiamine_2026-0705-0525_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 trimmed and correctly quoted.

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 &) 🟢 “Thiamine 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 &) 🟢 “Thiamine for Health & Longevity”.
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 2026-0705-0620 → 07/05/2026.
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 contains only the required elements.

7. At-A-Glance Section

# Description Result Comments
7.1 [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section 🟢 Distills the ER Conclusion.
7.2 [at_a_glance] is no longer than 60 words 🟢 ~52 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 🟢 Plain language only.
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 🟢 Sourced from that ER section.
8.2 [stop_items] represent the Contraindications from the ER 🟢 Prior allergic reaction to injectable thiamine/B vitamins → avoid parenteral.
8.3 Individual [stop_items] are formatted as <li></li> 🟢 Single <li> item.
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). 🟢 No such qualifiers to preserve; action qualifier 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 contraindication uses 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 🟢 Sourced from that ER section.
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 Diuretics, alcohol, metformin, diuretic-treated HF/CKD, magnesium, tannins/thiaminase, diagnostic timing; allergy contraindication correctly excluded.
9.3 Individual [caution_items] are formatted as <li></li> 🟢 Each as its own <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. 🟢 Items concise; no trailing dash clauses.
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 drugs “(furosemide, hydrochlorothiazide)” preserved.
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 No ranking notation in the ER interactions.
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 🟢 Doses and dosing guidance from the Therapeutic Protocol.
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 Maintenance, benfotiamine metabolic dose, dosing timing/splitting.
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.
10.4 All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section. 🟢 All three sets populated from the 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 🟢 Wernicke, beriberi, metabolic/cognitive.
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 High-tier deficiency reversal first, then medium/low metabolic-cognitive.
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.
11.4 All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. 🟢 All sets populated from the ER.
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 information.

12. Benefits

# Description Result Comments
12.1 The section is derived from the ER Expected Benefits section 🟢 Tiered benefits mirror the ER.
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four tiers populated.
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 key facts only.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parenthetical effect data 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. N/A All four benefit tiers have content in the ER.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢 Risk tiers mirror the ER.
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 key facts only.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parenthetical frequency/severity data 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. 🟢 The ER has no High risk; risks_high is set to display:none.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢 Biomarker table from the ER Monitoring Protocol.
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 All six: thiamine diphosphate, transketolase/TPP effect, magnesium, HbA1c, fasting glucose, lactate.
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. 🟢 “Baseline before starting; reassess at ~3 months, then every 6–12 months…”.

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢 Qualitative markers from the ER Monitoring Protocol.
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All five qualitative markers listed.

Issues 05/07/2026 06:28

Pass rate 100.00%. No issues found.