Audit: QRS - Erythritol for Health & Longevity
Audit conducted on 09/09/2026 04:16 using AI4L / Opus 5
Summary
| Items | Count |
|---|---|
| Total | 93 |
| Passed | 83 |
| Failed | 0 |
| N/A | 10 |
| 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 protocol values (10–30 g daily, after meals, two to three servings), time-to-effect values, gate items, tier items, biomarker rows and cadence trace to ER lines 319–323, 345–355, 398, 430–446. |
| 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. | 🟢 | “Association with…” retained for liver fat, cancer mortality and cognitive decline; “possible blunting of antiplatelet medication” retained; marker_7_target keeps “No established target for this purpose”. |
| 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 severities and the 12-month post-event window are carried across unchanged; no interaction is upgraded or downgraded. |
| 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. | 🟢 | Stop items come only from the ER “Populations who should avoid erythritol” list; caution items only from the ER interaction bullets; 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, NCT identifiers, author names or commercial brands appear anywhere in the QRS. |
| 1.6 | The QRS does not introduce new attributions. | 🟢 | No funder, research group or expert attribution is carried into the sheet. |
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, two-sided register of the ER is preserved, including its British spellings (“ischaemic”, “diarrhoea”). |
| 2.2 | The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging | 🟢 | Ranges and thresholds are given without alarm; benefits and risks are presented in parallel tiers. |
| 2.3 | The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor | 🟢 | No prescriptive verbs directed at a patient; the protocol cells describe the approaches the ER documents. |
| 2.4 | The QRS avoids language that implies medical or clinical advice | 🟢 | Cadence and monitoring content is stated descriptively (“Baseline panel before habitual use begins; repeated after 8 to 12 weeks…”). |
| 2.5 | The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” | 🟢 | No “recommended”, “advised” or “should” constructions in the QRS body. |
| 2.6 | The QRS never addresses “the reader” directly — it presents evidence, not guidance | 🟢 | No second-person pronouns anywhere in the document. |
| 2.7 | The QRS is written in plain language, avoiding unnecessary medical jargon | 🟢 | Technical terms that remain (eGFR, ApoB, hs-CRP, myocardial infarction) are ER-verbatim biomarker or decision-gate terms; the At-A-Glance line is fully plain-language. |
| 2.8 | Information is presented in a concise and very compact manner | 🟢 | Benefits and risks are reduced to ER headings only; gate items are label-plus-parenthetical; no mechanistic prose. |
| 2.9 | It DOES NOT address the reader directly | 🟢 | Confirmed; the sheet speaks about the intervention, not to a reader. |
| 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. | 🟢 | Optimal functional ranges (fasting insulin 2–5 µIU/mL, ApoB under 80 mg/dL) rather than conventional lab flags signal the proactive audience. |
| 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. | 🟢 | Dose splitting, post-meal timing and a seven-marker baseline panel presume a willing, effortful 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. | 🟢 | Platelet reactivity testing and quantitative functional ranges are 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 unresolved cardiovascular signal is stated in At-A-Glance and tiered in Risks rather than dismissed or amplified. |
| 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. | 🟢 | “Anti-aging” does not occur; the title uses “Health & Longevity”. |
| 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. | 🟢 | Gate, tier and monitoring content uses formal terminology; the plain wording in At-A-Glance is required by item 7.4 and is ER-Conclusion-derived. |
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 440, 477, 519, 539, 551, 572, 591, 595–597, 688). |
| 3.2 | All “…” from the [qrs_template] are present in the the QRS. | 🟢 | Every template span is present; marker_#_* is correctly expanded to marker_1–7 and qualitative_item_# to qualitative_item_1–5. |
| 3.3 | Spans that are not addressed in a checklist item are left unchanged | 🟢 | A full diff against the template shows differences only inside variable spans, the title, and the metadata block. |
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 feeding the QRS is empty. |
| 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. | 🟢 | action_1/2/3 labels reproduce the ER bold labels “Conventional food-substitution approach”, “Best time of day”, “Half-life and dose splitting” verbatim; gate items reproduce the ER interaction bold labels verbatim. |
| 4.3 | Labels are not paraphrased, abbreviated, or invented. | 🟢 | Time-to-effect labels are lifted from the ER’s own wording at line 398; biomarker names match the ER table exactly. |
| 4.4 | The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. | 🟢 | No emoji in the QRS; the ER’s ⚠️ Conflicted markers are 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 at its condensed floor: tier lines are ER headings only, gate items are label-plus-parenthetical with all trailing rationale stripped, and monitoring rows carry no Context/Notes 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 and before the template comment on line 16. |
| 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 on line 2 precedes the opening delimiter. |
| 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; none of its values are echoed by a visible element other than the template-mandated date and model in the subline. |
| 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: "00:02" is quoted, and it contains a colon; all other values are bare and trimmed. |
| 5.5 | The filename of the source ER is stated as “er_filename: [er_filename]” | 🟢 | Line 4: er_filename: erythritol_2026-0909-0009_Opus_ER.md, matching the ER frontmatter filename. |
| 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: 2026-0909-0404, 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” is a single word with 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” is nickname plus version with no qualifier. |
| 5.12 | The filename of the document is stated as “qrs_filename: [filename of this document]” | 🟢 | Line 9 matches the actual file name erythritol_2026-0909-0009_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. | 🟢 | Re-verified across all nine keys including git_user and git_issue; 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., & for &) |
🟢 | Line 22: “Erythritol 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., & for &) |
🟢 | Line 417: “Erythritol for Health & Longevity”. |
| 6.3 | [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] | 🟢 | Line 421: “09/09/2026”, the correct rendering of 2026-0909-0404. |
| 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 carries only the title and the template subline; the ER’s “Also known as” line is not reproduced. |
7. At-A-Glance Section
| # | Description | Result | Comments |
|---|---|---|---|
| 7.1 | [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section |
🟢 | Line 433 condenses ER lines 468–470: what it is, the three supported benefits, and the unresolved cardiovascular question. |
| 7.2 | [at_a_glance] is no longer than 60 words | 🟢 | Exactly 60 words by word count. |
| 7.3 | Every fact in [at_a_glance] is supported by a distinct passage in the ER. | 🟢 | Each of the six assertions maps to a distinct clause in the ER Conclusion (lines 468 and 470). |
| 7.4 | It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead | 🟢 | No acronyms; “blood sugar”, “sugar alcohols”, “mouth bacteria”, “tooth-eroding acid”, “heart attacks and strokes” are all lay terms. |
| 7.5 | It DOES NOT cite specific trials (names, years, sample sizes, p-values) | 🟢 | No trial name, year or sample size appears. |
| 7.6 | It DOES NOT cite effect sizes, relative risks, or statistical results | 🟢 | No hazard ratios, confidence intervals or effect sizes appear. |
8. Contraindications
| # | Description | Result | Comments |
|---|---|---|---|
| 8.1 | The section is derived from the ER Key Interactions & Contraindications section |
🟢 | All five items come from the “Populations who should avoid erythritol” list at ER lines 319–323. |
| 8.2 | [stop_items] represent the Contraindications from the ER | 🟢 | All five ER avoid-populations are represented, none added. |
| 8.3 | Individual [stop_items] are formatted as <li></li> | 🟢 | Lines 542–546 are five discrete <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. | 🟢 | Trailing rationale is stripped throughout: “as an absolute contraindication”, “where the thrombotic signal is least acceptable and alternatives exist”, “since renal clearance is the only elimination route”, “in whom polyols are a recognised symptom trigger”. |
| 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). | 🟢 | “at any dose”, “within 12 months”, “below 30 mL/min/1.73 m²”, “(factor V Leiden, antiphospholipid syndrome)” and “diarrhoea-predominant subtype” 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 inside parentheses 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 five such populations, and the section is correctly populated rather than left empty. |
| 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 nine items come from the ER interaction bullets at lines 299–315. |
| 9.2 | [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications | 🟢 | All nine ER interaction bullets are present; none overlaps the five contraindication entries. |
| 9.3 | Individual [caution_items] are formatted as <li></li> | 🟢 | Lines 554–562 are nine discrete <li> elements. |
| 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. | 🟢 | Each item is reduced to the ER bold label; the Caution/Monitor grading and all mechanistic and mitigation prose are 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). | 🟢 | Every ER example-drug list is carried through intact, including the antiplatelet, anticoagulant, laxative, antacid, polyol, GLP-1 and supplement lists. |
| 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 inside parentheses 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 nine 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 derive from the ER Therapeutic Protocol bullets at lines 345, 353 and 355. |
| 10.2 | The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section |
🟢 | Dose (10–30 g daily), timing (after meals) and dose splitting (two to three servings) are the three decision-relevant levers; the remaining ER bullets are approach descriptions or modifier discussion. |
| 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 no set is unused. |
| 10.4 | All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section. |
🟢 | All nine action variables carry 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 | 🟢 | Glycemic sparing (immediate), dental benefits (12–36 months) and gut-hormone/gastric-emptying effects (within an hour) are the three aspects the ER states at line 398. |
| 11.2 | The sets are picked and ordered by the magnitude of the related benefit | 🟢 | Glycemic sparing maps to a High-tier benefit; dental and gut-hormone effects are both Medium-tier and follow the ER’s own within-tier order. |
| 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 exactly three time-to-effect aspects, so no set is unused. |
| 11.4 | All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. | 🟢 | All nine time variables carry ER-derived content drawn from ER line 398. |
| 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, so the section is correctly retained. |
12. Benefits
| # | Description | Result | Comments |
|---|---|---|---|
| 12.1 | The section is derived from the ER Expected Benefits section |
🟢 | All eight entries are the ER’s own benefit sub-headings from lines 153–201. |
| 12.2 | Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] | 🟢 | All four spans are present and populated at lines 521–532. |
| 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. | 🟢 | Only the ER headings survive; all Magnitude figures, funding notes and mechanistic prose are dropped. |
| 12.4 | Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parentheses remain in any benefits entry. |
| 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 ER benefit tiers contain items, 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 nine entries are the ER’s own risk sub-headings from lines 225–279. |
| 13.2 | Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] | 🟢 | All four spans are present and populated at lines 574–585. |
| 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. | 🟢 | Hazard ratios, confidence intervals, cohort descriptions and patent-interest notes are all stripped; only the headings remain. |
| 13.4 | Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parentheses remain in any risks entry. |
| 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. | N/A | All four ER risk tiers contain items, so no span needs hiding. |
14. Monitoring
| # | Description | Result | Comments |
|---|---|---|---|
| 14.1 | The section is derived from the ER Monitoring section |
🟢 | Rows and cadence derive from the ER Monitoring Protocol & Defining Success section, lines 426–438. |
| 14.2 | All measurable/quantifiable biomarkers from the Monitoring section are listed |
🟢 | All seven ER table rows are present: fasting glucose, HbA1c, fasting insulin, ApoB, hs-CRP, eGFR and platelet reactivity, with targets and rationales matching the ER 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 682 reproduces the ER cadence from lines 426 and 428: baseline, 8–12 weeks, then every 6–12 months, or within 4 weeks of a relevant change. |
15. Qualitative Assessment
| # | Description | Result | Comments |
|---|---|---|---|
| 15.1 | The section is derived from the ER Monitoring section |
🟢 | All five entries come from the ER “Qualitative markers worth tracking alongside the labs” list at lines 442–446. |
| 15.2 | All subjective/qualitative biomarkers from the Monitoring section are listed |
🟢 | All five ER qualitative markers are present and none is added. |
Issues 09/09/2026 04:16
Pass rate 100.00%. No issues found.
Issues 09/09/2026 04:06
- 1.1 / 1.3 / 7.3 — At-a-glance overstates absorption: [at_a_glance] at line 433 says erythritol is “absorbed whole”, which strengthens the ER Conclusion’s “absorbed almost completely” (ER line 468) and contradicts the ER’s “About 90% is absorbed passively in the small intestine” with a “small unabsorbed remainder” reaching the colon (ER line 131) — the very fraction behind the QRS’s own High risk item “Dose-dependent gastrointestinal symptoms”.
Fixes 09/09/2026 04:06
- 1.1 / 1.3 / 7.3 — At-a-glance absorption wording: Changed [at_a_glance] at line 433 from “absorbed whole” to “absorbed almost completely”, matching the ER Conclusion verbatim and restoring consistency with the ER’s ~90% absorption figure. The section remains within the 60-word limit.