Audit: QRS - Gratitude for Health & Longevity

Audit conducted on 12/07/2026 04:56 using AI4L / Opus 4.8

Iterations

Summary

Items Count
Total 91
Passed 80
Failed 0
N/A 11
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 maps to ER passages (Conclusion, Protocol, Benefits, Risks, Monitoring, Key Interactions & Contraindications).
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. 🟢 “promising but far less certain” preserved from 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”). 🟢 Caution populations kept as caution, not escalated to contraindication.
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. 🟢 Caution gate content sourced from ER “Key Interactions & Contraindications”.
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, PMIDs, NCTs, expert names, or brands 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. 🟢 Measured, evidence-graded tone matches ER.
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢 Balanced framing throughout.
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢 Presents evidence, no prescriptions.
2.4 The QRS avoids language that implies medical or clinical advice 🟢 No advisory language in authored content.
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢 Presentational voice used.
2.6 The QRS never addresses “the reader” directly — it presents evidence, not guidance 🟢 Uses “one”, no second-person address.
2.7 The QRS is written in plain language, avoiding unnecessary medical jargon 🟢 Plain language throughout.
2.8 Information is presented in a concise and very compact manner 🟢 Compact cells and short sub-lines.
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 consistent with this audience.
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 assumes willingness to practice.
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 mirrors ER.
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”/”living longer”; 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. 🟢 Formal register maintained.

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 present and unchanged.
3.2 All “” from the [qrs_template] are present in the QRS. 🟢 Full set of expected named spans present.
3.3 Spans that are not addressed in a checklist item are left unchanged 🟢 Non-data spans (website=*) left intact.

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 that maps to the QRS 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 use ER biomarker names verbatim.
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢 Marker and tier labels faithful; protocol category labels are permitted per section 10.
4.4 The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. 🟢 No emojis in content.
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 a single sheet.

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. 🟢 Inside 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; duration quoted (contains colon).
5.5 The filename of the source ER is stated as “er_filename: [er_filename]” 🟢 er_filename: gratitude_2026-0712-0353_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: 2026-0712-0451
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.
5.12 The filename of the document is stated as “qrs_filename: [filename of this document]” 🟢 qrs_filename: gratitude_2026-0712-0353_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 clean and consistent.

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 &) 🟢 “Gratitude 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., &amp; for &) 🟢 “Gratitude for Health & Longevity”.
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 2026-0712 → 07/12/2026.
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 date, source, AI4L, and model.

7. At-A-Glance Section

# Description Result Comments
7.1 [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section 🟢 Condenses ER Conclusion (lines 458–464).
7.2 [at_a_glance] is no longer than 60 words 🟢 ~50 words.
7.3 Every fact in [at_a_glance] is supported by a distinct passage in the ER. 🟢 Each claim traces to the Conclusion.
7.4 It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead 🟢 Plain terms only.
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 statistics.

8. Contraindications

# Description Result Comments
8.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Sourced from ER lines 308–322.
8.2 [stop_items] represent the Contraindications from the ER 🟢 ER states no absolute contraindication; stop_items correctly empty.
8.3 Individual [stop_items] are formatted as <li></li> N/A No stop_items present.
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 — these trailing clauses are stripped. Just the key fact. N/A No stop_items present.
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). N/A No stop_items present.
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 No stop_items present; no ranking notation.
8.7 If no [stop_items] are present the section is left empty 🟢 stop_items span is empty.

9. Key Interactions

# Description Result Comments
9.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 Sourced from “Populations who should exercise caution” (ER line 322).
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 Two caution populations listed; none duplicated as contraindications.
9.3 Individual [caution_items] are formatted as <li></li> 🟢 Two <li> items present.
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 — these trailing clauses are stripped. Just the key fact. 🟢 “Acute grief, trauma, or crisis”; “Active severe depression, PTSD, or acute psychiatric crisis”.
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). 🟢 No threshold/time/severity parentheticals in source; PTSD definition is elaboration, correctly abbreviated.
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 ER uses no ranking notation in this section.
9.7 If no [caution_items] are present the section is left empty N/A caution_items are present.

10. Protocol

# Description Result Comments
10.1 The section is derived from the ER Protocol section 🟢 Derived from ER Therapeutic Protocol (lines 340–366).
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 Format (counting blessings), Frequency (1–3×/week), Timing (flexible).
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 aspects present and 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 sets fully populated from ER.

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 🟢 Mood, Well-being & Sleep, Physical & Longevity (ER line 393).
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 Ordered high (mood) → low (physical/longevity).
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 aspects present and used.
11.4 All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. 🟢 All three sets populated from ER line 393.
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 ER provides time-to-effect information.

12. Benefits

# Description Result Comments
12.1 The section is derived from the ER Expected Benefits section 🟢 Derived from ER Expected Benefits (lines 158–232).
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four populated and tier-accurate.
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 titles only.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parentheticals; “⚠️ Conflicted” markers dropped.
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 contain items.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢 Derived from ER Potential Risks (lines 248–292).
13.2 Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] 🟢 All four spans 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 titles only.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parentheticals; “⚠️ Conflicted” marker 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. 🟢 ER has no High risks; risks_high span set to display:none.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢 Derived from ER Monitoring table (lines 421–430).
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 All 8 biomarkers listed with targets and rationale.
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 417.

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢 Derived from ER qualitative bullets (lines 434–438).
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All 5 qualitative items listed.

Issues 12/07/2026 04:56

Pass rate 100.00%. No issues found.