Audit: QRS - Astaxanthin for Health & Longevity
Audit conducted on 01/09/2026 05:30 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. | 🟢 | Protocol doses, time-to-effect windows, benefit/risk tiers, all 7 biomarkers and the cadence trace to ER lines 379–403, 436, 460–478. |
| 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. | 🟢 | “Possible blunting of training adaptation” and “No established target; routine laboratories do not offer it” 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”). | 🟢 | Pregnancy/breastfeeding remains an avoidance item in the Contraindications gate; no tier or hedge is altered. |
| 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 come from the ER “Populations who should avoid” list; Key Interactions from the ER interaction bullets; no modifying factors are surfaced as gates. |
| 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 brand names appear anywhere in the QRS. |
| 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. | 🟢 | Neutral, declarative register matching the ER throughout. |
| 2.2 | The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging | 🟢 | Dose ranges, time windows and biomarker targets are given plainly with no alarmist or promotional framing. |
| 2.3 | The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor | 🟢 | No imperatives in the document’s own voice. |
| 2.4 | The QRS avoids language that implies medical or clinical advice | 🟢 | Cadence and gates are stated as observations (“rechecked”, “monitored”), not instructions. |
| 2.5 | The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” | 🟢 | No occurrence of “recommend”, “advise”, or “should” in the QRS voice. |
| 2.6 | The QRS never addresses “the reader” directly — it presents evidence, not guidance | 🟢 | No second-person pronouns in any populated variable. |
| 2.7 | The QRS is written in plain language, avoiding unnecessary medical jargon | 🟢 | Terms retained (C-reactive protein, high-density lipoprotein, calcineurin inhibitors) are load-bearing decision-gate terms carried from the ER. |
| 2.8 | Information is presented in a concise and very compact manner | 🟢 | Every gate and tier item is a headline phrase; ER mechanistic rationale is stripped. |
| 2.9 | It DOES NOT address the reader directly | 🟢 | Confirmed — no “you”/”your” anywhere in the file. |
| 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 biomarker ranges and a 12-week reassessment schedule assume a proactive self-quantifying reader. |
| 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. | 🟢 | Fat-meal timing, 12-week minimum duration and androgen panels are presented without hedging on inconvenience. |
| 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 “ask your doctor” framing in the document voice. |
| 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 names industry funding and absorption variability as the confidence limiters, matching the ER’s own weighting. |
| 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” and the At-A-Glance uses “animal ageing question”. |
| 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. | 🟢 | “Capsule”, “blood fats” and “springiness” are the ER’s own Conclusion wording, retained for the plain-language At-A-Glance requirement. |
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 446, 493, 535, 566, 587, 617, 643, 648–650, 765). |
| 3.2 | All “…” from the [qrs_template] are present in the the QRS. | 🟢 | All 34 template variables present; marker_#* and qualitative_item# correctly expanded to 7 and 5 instances. |
| 3.3 | Spans that are not addressed in a checklist item are left unchanged | 🟢 | Structural diff against the template shows only content substitution and repeated-row expansion; website="evidence_review", website="audit" and website="full_review" spans untouched. |
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 ER section is empty; the unpopulated High risk tier is governed by item 13.5 instead. |
| 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. | 🟢 | All 11 interaction labels and all 3 protocol labels reproduce the ER bold labels verbatim. |
| 4.3 | Labels are not paraphrased, abbreviated, or invented. | 🟢 | Monitoring row labels match the ER biomarker table verbatim; time-to-effect labels derive directly from the ER’s single “Time to effect” bullet, which supplies no bold sub-labels. |
| 4.4 | The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. | 🟢 | No emoji characters 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 ER bullet is reduced to a headline phrase, mechanistic rationale and mitigations are stripped, and At-A-Glance is held to 58 words. |
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 on 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. |
| 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 element echoes the block. |
| 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: "00:04" is quoted, which is required 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: astaxanthin_2026-0901-0311_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: 2026-0901-0523. |
| 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, no qualifier. |
| 5.12 | The filename of the document is stated as “qrs_filename: [filename of this document]” | 🟢 | Line 9 matches the file’s own 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. | 🟢 | All nine keys are clean; only the colon-bearing duration value is 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., & for &) |
🟢 | Line 22: “Astaxanthin 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: “Astaxanthin for Health & Longevity”. |
| 6.3 | [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] | 🟢 | Line 421: 09/01/2026, from qrs_creation_date 2026-0901-0523. |
| 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 contains only the title and the template subline; the ER’s “Also known as” line is not carried over. |
7. At-A-Glance Section
| # | Description | Result | Comments |
|---|---|---|---|
| 7.1 | [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section |
🟢 | Opens with the execution fact (daily algae-derived capsule with food) then compresses all four Conclusion paragraphs. |
| 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. | 🟢 | Skin/lipid strength, small inflammation effect, clean safety record, industry funding, absorption variability and the open ageing question map to ER lines 500–504. |
| 7.4 | It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead | 🟢 | “Blood fats”, “water retention”, “springiness”, “sunburn resistance” — no acronyms or clinical-register terms. |
| 7.5 | It DOES NOT cite specific trials (names, years, sample sizes, p-values) | 🟢 | No trial is named or dated. |
| 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 five items come from the ER “Populations who should avoid Astaxanthin” list (ER lines 353–357). |
| 8.2 | [stop_items] represent the Contraindications from the ER | 🟢 | All 5 of 5 ER avoidance populations are present, none added. |
| 8.3 | Individual [stop_items] are formatted as <li></li> | 🟢 | Five <li> elements inside the span (lines 569–582). |
| 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 (“for whom no safety data at supplemental doses exist”, “given the additive antiplatelet load”) are stripped; no dash-trailing clauses remain. |
| 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). | 🟢 | “within 14 days”, “(tacrolimus, cyclosporine)”, “unless trough levels are monitored”, “prior severe allergic reaction to shellfish” and “experiencing sexual or mood side effects” 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 its contraindication bullets. |
| 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 avoidance 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 11 items come from the ER interaction bullets (ER lines 329–349). |
| 9.2 | [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications | 🟢 | All 11 ER interaction bullets are present; none duplicates an ER avoidance population, which are distinct narrower entries. |
| 9.3 | Individual [caution_items] are formatted as <li></li> | 🟢 | Eleven <li> elements inside the span (lines 590–607). |
| 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. | 🟢 | The ER’s “Caution;/Monitor;” rationale and “Mitigation:” clauses are all stripped; each item is label plus drug list only. |
| 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 interaction that names example drugs retains them; the NSAID and statin/fibrate lists are trimmed to class level for budget without being dropped. |
| 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 its interaction bullets. |
| 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 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 (ER lines 379, 381, 389, 391, 393). |
| 10.2 | The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section |
🟢 | Standard maintenance dose, higher-dose approach, and dosing timing are the three decisions the ER protocol turns on. |
| 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; 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. |
🟢 | All nine cells populated; labels reproduce the ER bold labels verbatim and values carry the ER dose ranges. |
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 | 🟢 | Skin, muscle/exercise efficiency and lipids/C-reactive protein — the three aspects given in ER line 436. |
| 11.2 | The sets are picked and ordered by the magnitude of the related benefit | 🟢 | Skin moisture and elasticity is the sole High-tier benefit and leads; the two Medium-tier aspects follow in the ER’s own Medium ordering. |
| 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; 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. | 🟢 | 6–8 weeks, 3–4 months and 12 weeks or more all match ER line 436, with the sub-cells carrying the ER’s own qualifiers. |
| 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 and the section is retained. |
12. Benefits
| # | Description | Result | Comments |
|---|---|---|---|
| 12.1 | The section is derived from the ER Expected Benefits section |
🟢 | All 14 entries map to the ER Expected Benefits headings in the same tiers. |
| 12.2 | Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] | 🟢 | All four spans present and populated (lines 537–559). |
| 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 ER heading is reduced to a phrase; “at Sustained Higher Doses” and “in Middle and Later Life” are trimmed, and no magnitude figures are carried. |
| 12.4 | Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parentheses appear in any benefits 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. | N/A | All four benefit tiers carry ER entries. |
13. Risks
| # | Description | Result | Comments |
|---|---|---|---|
| 13.1 | The section is derived from the ER Potential Risks & Side Effects section |
🟢 | All eight entries map to the ER risk headings in the same tiers. |
| 13.2 | Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] | 🟢 | All four spans present (lines 619–637). |
| 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 ER risk heading is reduced to a phrase; magnitudes and mechanisms are dropped. |
| 13.4 | Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parentheses appear in any risks item. |
| 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 High”, and [risks_high] carries style="display: none" with an HTML comment recording the ER basis (lines 619–621). |
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 (ER lines 460–470). |
| 14.2 | All measurable/quantifiable biomarkers from the Monitoring section are listed |
🟢 | All 7 ER table rows present, with Marker/Target/Why reproducing the ER’s Biomarker, Optimal Functional Range and Why Measure It columns. |
| 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. |
🟢 | Lines 755–759 carry the baseline/12-week/6–12-month schedule, the 2–4 week trough recheck and the androgen panel trigger from ER line 460. |
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” list (ER lines 474–478). |
| 15.2 | All subjective/qualitative biomarkers from the Monitoring section are listed |
🟢 | All 5 ER qualitative markers present and unaltered. |
Issues 01/09/2026 05:30
Pass rate 100.00%. No issues found.