Audit: QRS - Iron for Health & Longevity

Audit conducted on 09/07/2026 00:32 using AI4L / Opus 4.8

Iterations

Summary

Items Count
Total 91
Passed 83
Failed 0
N/A 8
Pass Rate 100.00%
  • Total = Passed + Failed + N/A
  • Pass Rate = Passed / (Passed + Failed) × 100
  • N/A items are excluded from the pass rate calculation

1. General Rules

# Description Result Comments
1.1 Every claim, magnitude, label, recommendation, and statement in the QRS is literally supported by content in the source ER. 🟢 All content (at-a-glance, protocol, benefits, risks, monitoring, gates) traces to the ER Conclusion, Protocol, Expected Benefits, Potential Risks, Key Interactions, and Monitoring sections.
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. 🟢 Speculative-tier items and cautious framing preserved; no cautious ER phrasing over-hardened.
1.3 The QRS never strengthens an ER claim (e.g., “not formally studied” → “not required”) or softens one (e.g., “do not use during pregnancy” → “use with caution during pregnancy”). 🟢 No strengthening/softening detected; contraindication thresholds and relative-defer language preserved.
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, interactions, benefits, risks, and monitoring content are drawn from their matching ER sections.
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 citations, expert names, NCT IDs, or brand names appear in the QRS.
1.6 The QRS does not introduce new attributions. 🟢 No attributions introduced.

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, evidence-led tone matching the ER.
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢 Content is expert and data-driven while remaining accessible.
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢 Presents evidence rather than prescribing.
2.4 The QRS avoids language that implies medical or clinical advice 🟢 Content framed as evidence/information, not directives.
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢 Presents distilled ER findings.
2.6 The QRS never addresses “the reader” directly — it presents evidence, not guidance 🟢 No second-person address anywhere.
2.7 The QRS is written in plain language, avoiding unnecessary medical jargon 🟢 Jargon limited to standard biomarker names; at-a-glance uses plain terms.
2.8 Information is presented in a concise and very compact manner 🟢 All sections condensed to compact facts.
2.9 It DOES NOT address the reader directly 🟢 No direct reader 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. 🟢 Framing targets proactive, test-first longevity readers.
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. 🟢 Testing-first and monitoring framing assumes an engaged 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. 🟢 Not pitched to the general population.
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. 🟢 Emphasis on testing before use and overload risk reflects the longevity 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. 🟢 Uses “longevity” and “faster aging”; no “anti-aging” usage.
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. 🟢 No colloquial/consumer-grade substitutes (“pills”, “shot”, etc.).

3. Template Integrity

# Description Result Comments
3.1 The following labels and headings on the QRS are fixed and not modified: Card and section headings: “Protocol”, “Time to effect”, “Benefits”, “Risk & Side Effects”, “Monitoring”, “Qualitative Assessment”; Gate headings: “Contraindications”, “Key Interactions”; Tier labels: “High”, “Medium”, “Low”, “Speculative”; Table column headers in Monitoring: “Marker”, “Target”, “Why” 🟢 All fixed labels/headings present and unmodified.
3.2 All “” from the [qrs_template] are present in the the QRS. 🟢 All standard variable spans present (header, at_a_glance, action_1–3, time_1–3, benefits/risks tiers, stop/caution items, marker_1–7, cadence, qualitative_1–5).
3.3 Spans that are not addressed in a checklist item are left unchanged 🟢 No unaddressed spans altered.

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.
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. 🟢 Monitoring markers and tier labels use the ER’s wording.
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢 Marker names and protocol labels match the ER.
4.4 The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. 🟢 No emoji indicators in the QRS body; tiers conveyed via bold labels and CSS.
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 one-page budget.

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. 🟢 Metadata comment is the first element after the doctype (lines 2–14).
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 “—” at lines 3 and 13.
5.3 The metadata is not visible in any rendered view of the QRS and is not surfaced by any other element on the sheet. 🟢 Enclosed in an HTML comment; not rendered.
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. 🟢 Values trimmed; only duration (contains colon) is quoted.
5.5 The filename of the source ER is stated as “er_filename: [er_filename]” 🟢 er_filename: iron_2026-0708-2355_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 matches QRS.md.
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: 2026-0709-0024
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” is a single word.
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” = nickname + version, no qualifier.
5.12 The filename of the document is stated as “qrs_filename: [filename of this document]” 🟢 qrs_filename: iron_2026-0708-2355_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. 🟢 All values clean; quoting correct.

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 &) 🟢 “Iron for Health & Longevity - Quick Reference Sheet” (line 22).
6.2 [header_topic] is set to the [canonical_topic] of the ER frontmatter, with HTML entities encoded as needed (e.g., &amp; for &) 🟢 “Iron for Health & Longevity” (line 417).
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 2026-0709 → 07/09/2026 (line 421).
6.4 [header_subline_model] is set to [qrs_creator_ai_fullname] 🟢 “Opus 4.8” (line 425).
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 title and standard subline; no badges/AKA/audit date.

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 (lines 441–443).
7.2 [at_a_glance] is no longer than 60 words 🟢 57 words.
7.3 Every fact in [at_a_glance] is supported by a distinct passage in the ER. 🟢 Each clause maps to a distinct Conclusion passage.
7.4 It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead 🟢 Plain terms only (“shortage”, “surplus”, “oxygen-carrying”); no acronyms.
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 effect sizes or statistics.

8. Contraindications

# Description Result Comments
8.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Drawn from “Populations who should avoid iron” and “Thresholds for avoidance” (lines 334–335).
8.2 [stop_items] represent the Contraindications from the ER 🟢 All ER contraindications represented.
8.3 Individual [stop_items] are formatted as <li></li> 🟢 Each item is a separate <li> (lines 542–549).
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. 🟢 Items are terse key facts with 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). 🟢 Threshold qualifiers preserved (e.g., “>300 ng/mL men, >200 ng/mL women”, “~45%”, “relative; defer”).
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. 🟢 No bare ranking symbols; thresholds use “>” as numeric comparison, not severity ordering.
8.7 If no [stop_items] are present the section is left empty N/A Contraindications are present.

9. Key Interactions

# Description Result Comments
9.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Drawn from the ER interactions bullets (lines 329–333).
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 Interaction items listed; no overlap with contraindications.
9.3 Individual [caution_items] are formatted as <li></li> 🟢 Each item is a separate <li> (lines 557–562).
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. 🟢 Concise key facts; 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 drug lists and classes preserved (levothyroxine, levodopa/carbidopa, antibiotics, PPIs, H2 blockers, etc.).
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. 🟢 No ranking notation carried through.
9.7 If no [caution_items] are present the section is left empty N/A Key interactions are present.

10. Protocol

# Description Result Comments
10.1 The section is derived from the ER Protocol section 🟢 Dose/schedule/timing drawn from ER Protocol and Risk Mitigation (lines 341–355).
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 Dose, Schedule, Timing — the three key actionable aspects.
10.3 If less that three distinct actionable implementation aspects are mentioned in the ER the unused sets are left empty and made invisible, not filled with placeholder text or empty-state phrasing. N/A Three actionable aspects are present and filled.
10.4 All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from the ER Protocol section. 🟢 All three action sets carry meaningful ER-derived content.

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 🟢 Hemoglobin (4–8 wk), fatigue relief (a few weeks), full repletion (3–6 mo) from line 385.
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 Ordered leading with anemia correction and fatigue relief (High-tier benefits).
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 three time sets filled with ER-derived content.
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 🟢 Benefit tiers match the ER Expected Benefits headings.
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four tier spans 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; qualifiers (e.g., “conflicted”) and effect sizes stripped.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parenthetical content carried through.
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 sub-sections have items in the ER.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢 Risk tiers match the ER Potential Risks headings.
13.2 Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] 🟢 All four tier spans populated.
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; qualifiers and frequencies stripped.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parenthetical content carried through.
13.5 If no items of a specific sub-section (high, medium, low, speculative) are present the respective is set to “display=none”, not filled with “None documented in human trials to date” or similar empty-state phrasing. N/A All four risk sub-sections have items in the ER.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢 Biomarker table drawn from the ER Monitoring Protocol table (lines 404–414).
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 All 7 biomarkers listed (Ferritin, TSAT, Serum iron, TIBC, Hemoglobin/CBC, sTfR, CRP).
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. 🟢 Cadence matches ER line 414 (8–12 wk, then 3–6 mo, annual once stable).

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢 Drawn from the ER “Qualitative markers of success” (lines 419–423).
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All 5 qualitative markers listed.

Issues 09/07/2026 00:32

Pass rate 100.00%. No issues found.