Audit: QRS - Molybdenum for Health & Longevity

Audit conducted on 02/08/2026 06:33 using AI4L / Opus 4.8

Summary

Items	Count
Total	91
Passed	81
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.	🟢	Protocol, time-to-effect, benefits, risks, gates, monitoring, and qualitative content all trace to specific ER passages (Protocol, Practical Considerations, Expected Benefits, Potential Risks, Key Interactions & Contraindications, Monitoring).
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.	🟢	“not trial-backed” mirrors ER “not backed by controlled trials”; “no proven benefit” mirrors ER conclusion.
1.3	The QRS never strengthens an ER claim (e.g., “not formally studied” → “not required”) or softens one (e.g., “do not use during pregnancy” → “use with caution during pregnancy”).	🟢	Contraindication and integrative-use framing preserved at ER strength.
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 drawn from the ER “populations who should avoid” list; caution_items from ER interactions.
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.	🟢	Only ER-present drug names (tetrathiomolybdate/ALXN1840, penicillamine, trientine, allopurinol, febuxostat) appear; no PMIDs/NCTs/expert names introduced.
1.6	The QRS does not introduce new attributions.	🟢	No attributions added.

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.	🟢	Mirrors the ER’s sufficiency-over-supplementation framing and vocabulary.
2.2	The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging	🟢	Tone consistent throughout.
2.3	The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor	🟢	Presents evidence, not prescriptions.
2.4	The QRS avoids language that implies medical or clinical advice	🟢	No advice-giving language.
2.5	The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising”	🟢	Information presented, not recommended.
2.6	The QRS never addresses “the reader” directly — it presents evidence, not guidance	🟢	No second-person address.
2.7	The QRS is written in plain language, avoiding unnecessary medical jargon	🟢	Plain language throughout; technical terms glossed or avoided.
2.8	Information is presented in a concise and very compact manner	🟢	Compact cells and lists.
2.9	It DOES NOT address the reader directly	🟢	No “you”/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.	🟢	Framing suits proactive, risk-aware adults.
2.11	The target audience is willing to employ lifestyle and behavioral changes as well as follow protocols that may be inconvenient, costly, or require effort.	🟢	Consistent with 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 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.	🟢	Sufficiency vs supplementation weighting reflects the 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”; no “anti-aging”.
2.15	The document’s own voice uses formal clinical and scientific terminology, not colloquial or consumer-grade language (e.g., “oral medication” not “pill(s)”; “injection” not “shot”; “adverse event” not “bad reaction”). Direct quotes from sources are exempt.	🟢	Terminology mirrors the ER’s own register (e.g., “gout-like symptoms”, “copper depletion”).

3. Template Integrity

#	Description	Result	Comments
3.1	The following labels and headings on the QRS are fixed and not modified: Card and section headings (“Protocol”, “Time to effect”, “Benefits”, “Risk & Side Effects”, “Monitoring”, “Qualitative Assessment”); Gate headings (“Contraindications”, “Key Interactions”); Tier labels (“High”, “Medium”, “Low”, “Speculative”); Table column headers in Monitoring (“Marker”, “Target”, “Why”).	🟢	All fixed headings, gate labels, tier labels, and table headers present verbatim.
3.2	All “…” from the [qrs_template] are present in the the QRS.	🟢	All checklist-referenced variable spans present (page_title, header_*, at_a_glance, action/time sets, benefits/risks tiers, stop/caution items, markers 1–5, cadence, qualitative 1–4).
3.3	Spans that are not addressed in a checklist item are left unchanged	🟢	Non-checklist spans unchanged.

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”	🟢	No relevant ER section is empty; no empty-state phrasing needed or misused.
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.	🟢	Labels align with ER content; monitoring “Cadence:” preserved.
4.3	Labels are not paraphrased, abbreviated, or invented.	🟢	Labels faithful to 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; tier/color via CSS and bold.
4.5	The QRS is designed to render on one A4 page. Any section that has more content in the ER than fits the per-section budget is condensed by the LLM, not extended onto a second page.	🟢	Content condensed to fit one page.

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 “—” (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.	🟢	Inside 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.	🟢	Only duration (“00:02”) is quoted (contains a colon); others unquoted and trimmed.
5.5	The filename of the source ER is stated as “er_filename: [er_filename]”	🟢	er_filename: molybdenum_2026-0802-0501_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: 2026-0802-0501.
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)	🟢	Single word “Opus”.
5.10	The full name of the AI used to create the document is stated as “qrs_creator_ai_fullname: [qrs_creator_ai_fullname]”	🟢	qrs_creator_ai_fullname: Opus 4.8.
5.11	The full name of the AI consists of the [qrs_creator_ai_nickname] and the model version number and no additional qualifier (e.g., Opus 4.6, Sonnet 3.2, Grok 4.5, Gemini 3.1, ChatGPT 5.4)	🟢	“Opus 4.8” — nickname + version, no qualifier.
5.12	The filename of the document is stated as “qrs_filename: [filename of this document]”	🟢	qrs_filename: molybdenum_2026-0802-0501_Opus_QRS.html.
5.13	All frontmatter values are trimmed: no leading or trailing whitespace, no surrounding quotes unless the value contains a colon, bracket, or leading special character that requires YAML quoting.	🟢	Values trimmed and correctly quoted only where required.

#	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 `&`)	🟢	“Molybdenum 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 `&`)	🟢	“Molybdenum for Health & Longevity”.
6.3	[header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY]	🟢	2026-0802 → 08/02/2026.
6.4	[header_subline_model] is set to [qrs_creator_ai_fullname]	🟢	“Opus 4.8”.
6.5	No additional header content appears: no badge, version stamp, AKA / alternate names line, source-AI attribution, audit date, or QRS variant marker.	🟢	Header carries only title and subline; audit span is empty.

7. At-A-Glance Section

#	Description	Result	Comments
7.1	[at_a_glance] is dense, execution-oriented summary of the ER `Conclusion` section	🟢	Condenses the ER Conclusion into an execution-oriented summary.
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.	🟢	Essentiality, sufficiency, longevity/cancer confounding, copper depletion, gout — each in the ER Conclusion.
7.4	It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead	🟢	“genetic-material waste”, “trace mineral”, “gout-like symptoms” — plain language, 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 statistics.

8. Contraindications

#	Description	Result	Comments
8.1	The section is derived from the ER `Key Interactions & Contraindications` section	🟢	Sourced from the ER “populations who should avoid or minimize” bullet.
8.2	[stop_items] represent the Contraindications from the ER	🟢	All six ER contraindication populations represented.
8.3	Individual [stop_items] are formatted as <li></li>	🟢	Each is a distinct `<li>`.
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.	🟢	No trailing dash clauses; only key facts retained.
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).	🟢	eGFR <60 threshold and “except under specialist direction” carve-out preserved.
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 contraindications contain no severity-ranking notation.
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	🟢	Sourced from the ER interactions bullets.
9.2	[caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications	🟢	All six interaction bullets included; no overlap with contraindications.
9.3	Individual [caution_items] are formatted as <li></li>	🟢	Each is a distinct `<li>`.
9.4	Items are as concise as possible. No trailing explanations, no elaborations, no mechanistic rationale, no attributions, no citations, no study details. No content after an em-dash, en-dash, or hyphen-dash (e.g., “— dose reduction required”, “— reduced efficacy”) — these trailing clauses are stripped. Just the key fact.	🟢	Severity/consequence/mitigation elaborations stripped; only interaction identities retained.
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).	🟢	Named drug lists (tetrathiomolybdate/ALXN1840, penicillamine, trientine; allopurinol, febuxostat; zinc) preserved.
9.6	When the ER uses ranking notation inside parens (e.g., “>” for severity ordering) that depends on an explanatory phrase to interpret, normalize the items to a plain comma-separated list rather than carrying through the bare symbol.	N/A	The ER interactions contain no severity-ranking notation.
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	🟢	Sourced from the ER Therapeutic Protocol.
10.2	The three sets of [action] items cover the three most important actionable implementation aspects from the ER `Protocol` section	🟢	Dietary sufficiency, supplemental dose, form & timing.
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 distinct actionable aspects exist and 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 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	🟢	Deficiency correction, sulfite-sensitivity trial, replete adults.
11.2	The sets are picked and ordered by the magnitude of the related benefit	🟢	Ordered high (deficiency correction) → medium (sulfite sensitivity) → none (replete adults).
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 distinct time-to-effect aspects exist and 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.	🟢	All three time sets carry meaningful 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 (Practical Considerations).

12. Benefits

#	Description	Result	Comments
12.1	The section is derived from the ER `Expected Benefits` section	🟢	Sourced from ER Expected Benefits.
12.2	Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative]	🟢	All four tier variables 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 tier facts only.
12.4	Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved.	🟢	“⚠️ Conflicted” markers and magnitudes stripped.
12.5	If no items of a specific sub-section (high, medium, low, speculative) are present the respective is set to “display=none”, not filled with “None documented in human trials to date” or similar empty-state phrasing.	N/A	All four benefit tiers have content in the ER; none is empty.

13. Risks

#	Description	Result	Comments
13.1	The section is derived from the ER `Potential Risks & Side Effects` section	🟢	Sourced from ER Potential Risks & Side Effects.
13.2	Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative]	🟢	All four tier variables 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 tier facts only.
13.4	Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved.	🟢	“(animal/observational)” parenthetical stripped from the low-tier 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.	N/A	All four risk tiers have content in the ER; none is empty.

14. Monitoring

#	Description	Result	Comments
14.1	The section is derived from the ER `Monitoring` section	🟢	Sourced from the ER Monitoring Protocol table.
14.2	All measurable/quantifiable biomarkers from the `Monitoring` section are listed	🟢	All five: serum copper, ceruloplasmin, serum uric acid, complete blood count, plasma/serum molybdenum.
14.3	[monitoring_cadence] is populated with the monitoring cadence/frequency derived from the ER `Monitoring` section. It is not left with placeholder text or empty.	🟢	“Baseline, then ~8–12 weeks, then every 6–12 months during continued use”.

15. Qualitative Assessment

#	Description	Result	Comments
15.1	The section is derived from the ER `Monitoring` section	🟢	Sourced from the ER “Qualitative markers of success” list.
15.2	All subjective/qualitative biomarkers from the `Monitoring` section are listed	🟢	All four: joint pain/gout flares, energy/pallor/bruising, sulfite-sensitivity reactions, cognitive/mood changes.

Issues 02/08/2026 06:33

Pass rate 100.00%. No issues found.