Audit: QRS - Roseburia inulinivorans for Health & Longevity
Audit conducted on 07/09/2026 08:29 using AI4L / Opus 5
Summary
| Items | Count |
|---|---|
| Total | 93 |
| Passed | 85 |
| 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 protocol doses (5–10 g/day inulin, 10–20 g/day resistant starch, 2–5 g/day 2’-fucosyllactose), all nine biomarker targets, all benefit/risk headings and all gate items trace to ER lines 314–317, 296–310, 343–347, 403 and 437–453. |
| 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. | 🟢 | “never been given to a person under study”, “never demonstrated in people”, “Mechanistically motivated and clinically untested”, “No established target” all carried through verbatim. |
| 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”). | 🟢 | Contraindications remain contraindications and interactions remain interactions; “it works unreliably” preserves the ER’s “the route to it is unreliable”. |
| 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. | 🟢 | Both gates draw exclusively from ER Key Interactions & Contraindications; no Benefit- or Risk-Modifying Factor appears anywhere in the QRS. |
| 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 carries no PMIDs, citations, author names, NCT identifiers or brand names at all. |
| 1.6 | The QRS does not introduce new attributions. | 🟢 | No attributions of any kind are 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 the ER’s restrained, sceptical register (“the target is plausible, the route to it is unreliable”). |
| 2.2 | The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging | 🟢 | Quantified targets and doses paired with plain-language framing. |
| 2.3 | The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor | 🟢 | Protocol cells state substrates and amounts as observed practice, not as orders. |
| 2.4 | The QRS avoids language that implies medical or clinical advice | 🟢 | No prescriptive verbs; the footer disclaimer is the template’s fixed text. |
| 2.5 | The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” | 🟢 | No instance of “recommended”, “should”, “advised” in the QRS’s own voice. |
| 2.6 | The QRS never addresses “the reader” directly — it presents evidence, not guidance | 🟢 | No second-person pronouns anywhere in the document body. |
| 2.7 | The QRS is written in plain language, avoiding unnecessary medical jargon | 🟢 | Technical terms that remain (calprotectin, hs-CRP, metagenome) are the ER’s own biomarker names and are unavoidable in the Monitoring table. |
| 2.8 | Information is presented in a concise and very compact manner | 🟢 | Every gate item, benefit and risk is a bare noun phrase; all ER rationale, mitigation and magnitude text is stripped. |
| 2.9 | It DOES NOT address the reader directly | 🟢 | Confirmed — no direct 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. | 🟢 | Functional-range targets (hs-CRP below 0.5 mg/L, HbA1c 4.8–5.3%) rather than conventional cut-offs. |
| 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. | 🟢 | Assumes titrated substrate loading, three-day food records and shotgun stool sequencing. |
| 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. | 🟢 | No simplified “just eat more fibre” 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. | 🟢 | At-A-Glance states plainly that the lever is unreliable and the cost is symptomatic, which is the honest signal for a self-experimenting 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. | 🟢 | The string “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. | 🟢 | Body sections use clinical register throughout; the plain-language wording in At-A-Glance (“blood fats”, “gas and bloating”) is mandated by item 7.4. |
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 headings match the template byte-for-byte (lines 445, 491, 537, 559, 575, 605, 632, 636–638, 786). The absent “High” benefit and “Medium” risk labels are the display:none suppression required by items 12.5 and 13.5. |
| 3.2 | All “…” from the [qrs_template] are present in the the QRS. | 🟢 | All template variables present; the generic marker_#* and qualitative_item# rows are expanded to marker_1–9 and qualitative_item_1–5. |
| 3.3 | Spans that are not addressed in a checklist item are left unchanged | 🟢 | website="evidence_review", website="audit" and website="full_review" spans are intact at lines 423, 426, 439; the CSS block is byte-identical to 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 two unpopulated tiers (Benefits High, Risks Medium) carry explanatory ER prose and are governed by items 12.5 and 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. | 🟢 | “Primary substrate, chicory inulin”, “Second substrate, resistant starch”, “Third substrate, host-mimicking fucose sources” and “Persistence rather than half-life” are the ER’s bold labels verbatim (ER lines 343–347, 357). |
| 4.3 | Labels are not paraphrased, abbreviated, or invented. | 🟢 | The two remaining time labels use ER wording — “functional change” (ER line 403) and “abundance shift” (ER lines 357, 403). Marker names are verbatim from the ER biomarker table. |
| 4.4 | The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. | 🟢 | No emoji code points occur in the file; the ER’s ⚠️ Conflicted markers were 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 has been condensed to the floor permitted by the other mandatory items — gate items carry no severity/consequence/mitigation text, benefits and risks are bare headings, biomarker glosses and the ER’s Context/Notes column are dropped entirely, and no un-condensed ER prose remains anywhere. |
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. | 🟢 | Single comment spanning lines 2–14, immediately after <!doctype html> at line 1. |
| 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 preceding label text sits on line 2. |
| 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 and not duplicated in the header, footer or any span. |
| 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 the value contains a colon. |
| 5.5 | The filename of the source ER is stated as “er_filename: [er_filename]” | 🟢 | Line 4: er_filename: roseburia_inulinivorans_2026-0907-0556_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]” | 🟢 | 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: 2026-0907-0822. |
| 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” — 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]” | 🟢 | 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” — nickname plus version only. |
| 5.12 | The filename of the document is stated as “qrs_filename: [filename of this document]” | 🟢 | Line 9 matches the file’s actual name 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 across all nine keys; 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: “Roseburia inulinivorans 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 &) |
🟢 | Line 417 matches ER frontmatter canonical_topic with & encoded. |
| 6.3 | [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] | 🟢 | 2026-0907-0822 → “09/07/2026” at line 421. |
| 6.4 | [header_subline_model] is set to [qrs_creator_ai_fullname] | 🟢 | Line 425: “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 carries only title and the template’s fixed 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 |
🟢 | Compresses all three Conclusion paragraphs (ER lines 477–481) into what the target is, what it tracks with, and what acting on it costs. |
| 7.2 | [at_a_glance] is no longer than 60 words | 🟢 | 58 words. |
| 7.3 | Every fact in [at_a_glance] is supported by a distinct passage in the ER. | 🟢 | “cannot be bought”/”never been given to a person under study” → ER 477; grip, bowel and nerve disease, plaque → ER 479; “worse blood fats in men” → ER 479; “diet is the only lever”/”unreliable”/”gas and bloating” → ER 481. |
| 7.4 | It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead | 🟢 | Uses “fibre-eating colon bacterium”, “blood fats”, “artery plaque”, “nerve disease” in place of species, lipid, atherosclerosis and demyelinating terminology; no acronyms. |
| 7.5 | It DOES NOT cite specific trials (names, years, sample sizes, p-values) | 🟢 | Refers only to “one study” with no name, year or sample size. |
| 7.6 | It DOES NOT cite effect sizes, relative risks, or statistical results | 🟢 | No numbers of any kind appear. |
8. Contraindications
| # | Description | Result | Comments |
|---|---|---|---|
| 8.1 | The section is derived from the ER Key Interactions & Contraindications section |
🟢 | All four items map to the “Populations who should avoid Roseburia inulinivorans” list at ER lines 314–317. |
| 8.2 | [stop_items] represent the Contraindications from the ER | 🟢 | Complete four-for-four correspondence with no additions. |
| 8.3 | Individual [stop_items] are formatted as <li></li> | 🟢 | Four <li> elements at lines 562–570. |
| 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. | 🟢 | The ER’s justifying clauses are stripped (e.g. “given documented bloodstream infection with live organisms from other genera”, “in whom a fermentable substrate load risks obstruction and distension”); the ER em-dash at line 314 carried threshold data, so it was correctly recast as a parenthetical rather than deleted. |
| 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). | 🟢 | Neutrophil threshold 0.5 × 10⁹/L, the 90-day transplant window and “until the flare is controlled” are all retained; only the lay glosses (“a white blood cell measure”, “a transplant complication”, “a narrowed segment”) were trimmed. |
| 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 four such populations and the section is correctly 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 eight items map one-to-one onto the eight interaction bullets at ER lines 296–310. |
| 9.2 | [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications | 🟢 | Eight of eight carried; no overlap with the four contraindication items. |
| 9.3 | Individual [caution_items] are formatted as <li></li> | 🟢 | Eight <li> elements at lines 578–595. |
| 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 “Severity — … Consequence: … Mitigation: …” clause is stripped, including the ER’s citation-bearing rationale for Bifidobacterium probiotics at line 306. |
| 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). | 🟢 | All named-agent lists preserved (antibiotics, PPIs, laxatives, fibres, sweeteners, emulsifiers); only the “stomach-acid blockers:” gloss was trimmed. |
| 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 eight 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 ER Therapeutic Protocol lines 341–347. |
| 10.2 | The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section |
🟢 | The three named substrate routes are the ER’s only dosed, actionable protocols; the remaining bullets are competing approaches, timing and modifiers. The “no direct product exists” framing is folded into action_1_sub. |
| 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 three distinct 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. |
🟢 | Nine of nine populated; doses 5–10 g/day, 10–20 g/day and 2–5 g/day match ER lines 343, 345 and 347 exactly. |
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 | 🟢 | Downstream functional change (months), abundance shift (~10 days) and persistence/reversal (days to weeks) are the ER’s only three kinetic statements (lines 357, 403). |
| 11.2 | The sets are picked and ordered by the magnitude of the related benefit | 🟢 | Functional change leads because it maps to the Medium-tier strength benefit, the largest in the ER; abundance shift and reversal kinetics follow as supporting measures. |
| 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 three distinct aspects; 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. | 🟢 | Nine of nine populated; “Months”, “About 10 days” and “Days to weeks” match ER lines 403 and 357. |
| 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 does provide 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 |
🟢 | Every listed item is an Expected Benefits sub-heading from ER lines 162–208. |
| 12.2 | Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] | 🟢 | All four spans present at lines 539–552. |
| 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. | 🟢 | Bare heading text only; the 29% grip-strength figure, cohort descriptions and all Magnitude paragraphs are omitted. |
| 12.4 | Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parentheses remain in any benefit item. |
| 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. | 🟢 | Line 539: <span data-qrs-var="benefits_high" style="display: none"></span>, correctly reflecting “No benefit reaches High” at ER line 158. |
13. Risks
| # | Description | Result | Comments |
|---|---|---|---|
| 13.1 | The section is derived from the ER Potential Risks & Side Effects section |
🟢 | Every listed item is a Potential Risks & Side Effects sub-heading from ER lines 234–274. |
| 13.2 | Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] | 🟢 | All four spans present at lines 607–626. |
| 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. | 🟢 | Bare heading text only; the 0–12 intolerance scale, AUC 0.684 and all trial descriptions are omitted. |
| 13.4 | Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parentheses remain in any risk item; the ER’s ⚠️ Conflicted marker is dropped. |
| 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. | 🟢 | Line 613: <span data-qrs-var="risks_medium" style="display: none"></span>, correctly reflecting “No risk reaches Medium” at ER line 242. |
14. Monitoring
| # | Description | Result | Comments |
|---|---|---|---|
| 14.1 | The section is derived from the ER Monitoring section |
🟢 | Sourced from Monitoring Protocol & Defining Success, ER lines 433–445. |
| 14.2 | All measurable/quantifiable biomarkers from the Monitoring section are listed |
🟢 | All nine ER table rows are present in the same order, with targets reproduced exactly (butyrate 15–20%, calprotectin below 50 µg/g, hs-CRP below 0.5 mg/L, HbA1c 4.8–5.3%, triglycerides below 80 mg/dL, grip 40/25 kg, fibre 30–40 g/day, faecal pH 6.0–6.5). |
| 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 776 reproduces the ER’s baseline → weekly during titration → 3-month → 6-month → 6–12-month schedule from ER line 433. |
15. Qualitative Assessment
| # | Description | Result | Comments |
|---|---|---|---|
| 15.1 | The section is derived from the ER Monitoring section |
🟢 | Sourced from the “Qualitative markers worth tracking alongside the numbers” list at ER lines 449–453. |
| 15.2 | All subjective/qualitative biomarkers from the Monitoring section are listed |
🟢 | All five carried in order; only the Bristol scale gloss was trimmed. |
Issues 07/09/2026 08:29
Pass rate 100.00%. No issues found.