Audit: QRS - Forskolin for Health & Longevity of the ER frontmatter

Audit conducted on 06/07/2026 07:44 using AI4L / Opus 4.8

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 traces to the ER (Protocol, Benefits, Risks, Interactions, Monitoring, Conclusion).
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.	🟢	Cautious framing (“thin and mixed”, “unproven”, “appears reasonable”) 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”).	🟢	No strengthening/softening; contraindications and benefit grades 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.	🟢	Gates come from ER Key Interactions & Contraindications; risks from Potential Risks & Side Effects.
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 citations, IDs, expert names, or brand names.
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.	🟢	Matches the ER’s objective, evidence-graded tone.
2.2	The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging	🟢	Expert yet accessible throughout.
2.3	The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor	🟢	Presents evidence, not directives.
2.4	The QRS avoids language that implies medical or clinical advice	🟢	Footer disclaimer present; body presents facts.
2.5	The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising”	🟢	Descriptive framing used throughout.
2.6	The QRS never addresses “the reader” directly — it presents evidence, not guidance	🟢	No second-person address found.
2.7	The QRS is written in plain language, avoiding unnecessary medical jargon	🟢	Plain-language phrasing used.
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 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, optimization-oriented 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.	🟢	Protocol/monitoring detail assumes an engaged reader.
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 framed.
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.	🟢	Weighting reflects the target 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.	🟢	No “anti-aging” language present.
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.	🟢	Formal register (“intraocular pressure”, “orthostatic”, “capsules”) used.

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/labels intact.
3.2	All “…” from the [qrs_template] are present in the the QRS.	🟢	Full set of expected data-qrs-var spans present.
3.3	Spans that are not addressed in a checklist item are left unchanged	🟢	Non-addressed spans (website placeholders) 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”	N/A	No mapped ER section is empty; empty tiers are handled via display:none per 12.5/13.5.
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.	🟢	Benefit/risk headings and biomarker names carried verbatim.
4.3	Labels are not paraphrased, abbreviated, or invented.	🟢	Labels preserved.
4.4	The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels.	🟢	No emoji; “⚠️ Conflicted” dropped from the fat-loss benefit.
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.	🟢	Comment at lines 2–14, first element after doctype.
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.	🟢	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 HTML comment.
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; duration quoted (contains colon).
5.5	The filename of the source ER is stated as “er_filename: [er_filename]”	🟢	er_filename: forskolin_2026-0706-0615_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.
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: 2026-0706-0736.
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 plus version, no qualifier.
5.12	The filename of the document is stated as “qrs_filename: [filename of this document]”	🟢	qrs_filename: forskolin_2026-0706-0615_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; only duration quoted.

#	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 `&`)	🟢	“Forskolin 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 `&`)	🟢	“Forskolin for Health & Longevity”.
6.3	[header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY]	🟢	2026-0706-0736 → 07/06/2026.
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 the standard template content.

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 faithfully.
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.	🟢	Each clause maps to the Conclusion (eye pressure, fat loss mixed, safety, unproven, inexpensive).
7.4	It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead	🟢	“key cell signal” used instead of cAMP; plain terms throughout.
7.5	It DOES NOT cite specific trials (names, years, sample sizes, p-values)	🟢	No trials cited.
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	🟢	Derived from ER lines 258–259.
8.2	[stop_items] represent the Contraindications from the ER	🟢	Populations to avoid plus cardiovascular thresholds captured.
8.3	Individual [stop_items] are formatted as <li></li>	🟢	Each item is an <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.	🟢	Items are bare 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).	🟢	“(within 90 days)” and “(NYHA Class III–IV)” 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 uses no “>” ranking notation in contraindications.
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	🟢	Derived from ER lines 252–257.
9.2	[caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications	🟢	All six ER interaction bullets represented.
9.3	Individual [caution_items] are formatted as <li></li>	🟢	Each item is an <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 clauses 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).	🟢	Example-drug lists preserved in parentheses.
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 interactions.
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	🟢	Derived from ER Therapeutic Protocol (lines 274–279).
10.2	The three sets of [action] items cover the three most important actionable implementation aspects from the ER `Protocol` section	🟢	Dose, Duration, 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 actionable aspects are present.
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 cells carry 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	🟢	Eye pressure, body composition, metabolic markers.
11.2	The sets are picked and ordered by the magnitude of the related benefit	🟢	Eye pressure (Medium) first, then Low-tier body composition and metabolic.
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 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 cells carry 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	🟢	Derived from ER Expected Benefits (lines 142–188).
12.2	Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative]	🟢	All four variables present.
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 benefit names only.
12.4	Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved.	🟢	“(Men)” and “⚠️ Conflicted” stripped from benefit names.
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.	🟢	benefits_high set to display:none (no High tier in ER).

13. Risks

#	Description	Result	Comments
13.1	The section is derived from the ER `Potential Risks & Side Effects` section	🟢	Derived from ER lines 200–238.
13.2	Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative]	🟢	All four variables present.
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 risk names only.
13.4	Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved.	🟢	“(Platelet Inhibition)” stripped from the bleeding risk.
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.	🟢	risks_high and risks_medium set to display:none.

14. Monitoring

#	Description	Result	Comments
14.1	The section is derived from the ER `Monitoring` section	🟢	Derived from ER Monitoring Protocol (lines 322–336).
14.2	All measurable/quantifiable biomarkers from the `Monitoring` section are listed	🟢	All seven biomarkers with targets present.
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 populated from ER line 326.

15. Qualitative Assessment

#	Description	Result	Comments
15.1	The section is derived from the ER `Monitoring` section	🟢	Derived from ER qualitative markers (lines 340–344).
15.2	All subjective/qualitative biomarkers from the `Monitoring` section are listed	🟢	All five qualitative markers listed.

Issues 06/07/2026 07:44

Pass rate 100.00%. No issues found.