Audit: QRS - Barberry for Health & Longevity

Audit conducted on 04/09/2026 04:23 using AI4L / Opus 5

Iterations

Summary

Items Count
Total 93
Passed 83
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. 🟢 All benefit/risk tier items, gate items, protocol cells, time-to-effect cells, all 12 monitoring rows and all 5 qualitative items map 1:1 onto ER headings, bullets and table rows.
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. 🟢 The ER’s ⚠️ Conflicted markers are carried as “(conflicted)”; time_3_sub reuses “the evidence base is a single trial, so replication is absent” (ER line 171).
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 stays an absolute Contraindication; the four conflicted findings retain their conflict flag; the single-trial endothelial result is labelled as such.
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. 🟢 All 9 stop_items and 11 caution_items originate in the ER Key Interactions & Contraindications section; no Benefit- or Risk-Modifying Factor was promoted into a gate.
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 contains no PMIDs, author names, NCT identifiers or brand names at all.
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. 🟢 Plain-language registers such as “fasting sugar” and “artery widening” are lifted from the ER’s own wording (ER lines 163, 171).
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢 Neutral, evidence-first register throughout; contested findings are named as contested rather than dismissed.
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢 Gate items name populations and agents; no directive is issued to any individual.
2.4 The QRS avoids language that implies medical or clinical advice 🟢 Content is stated descriptively; the only imperative-adjacent sentence, “Nothing measurable should be expected inside a month”, is ER verbatim (ER line 429).
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢 No instance of recommend/advise/should-do phrasing in the document’s own voice.
2.6 The QRS never addresses “the reader” directly — it presents evidence, not guidance 🟢 No second-person pronoun occurs anywhere in the rendered content.
2.7 The QRS is written in plain language, avoiding unnecessary medical jargon 🟢 Technical terms are limited to the monitoring markers, where precision is required; the At-A-Glance is entirely plain.
2.8 Information is presented in a concise and very compact manner 🟢 Every gate item is label-only; benefit and risk tiers are semicolon-joined single lines; protocol subs run to at most two sentences.
2.9 It DOES NOT address the reader directly 🟢 Confirmed — 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. 🟢 The 12-marker panel, the interaction list and the baseline-dependence framing address a proactive optimizer.
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. 🟢 Three distinct dosing approaches, split dosing with meals, and a full baseline plus 12-week panel presuppose that willingness.
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. 🟢 Apolipoprotein B, HOMA-IR and blood lead are non-routine tests aimed well past general-population practice.
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. 🟢 The At-A-Glance leads with what is steady versus contradictory, and marker_5_why (“Detects both benefit and over-correction”) speaks to an already-optimized reader.
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 page title uses “Health & Longevity”.
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. 🟢 Cell labels are formal (“Endothelial function changes”, “Concentrated extract approach”); the plainer terms used are the ER’s own.

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 (QRS lines 446, 492, 543, 573, 591, 620, 648, 652-654, 827).
3.2 All “…” from the [qrs_template] are present in the the QRS. 🟢 All 34 template variable names are present; the only additions are the expected repeated instances of the marker_#* and qualitative_item# row patterns.
3.3 Spans that are not addressed in a checklist item are left unchanged 🟢 The three hooks, the CSS block, the print rules and the footer disclaimer are byte-identical to the template.

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 feeding the QRS is empty; every benefit tier, risk tier and gate list is populated.
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. 🟢 action_1/2/3_label reproduce the ER Protocol bold labels “Whole-fruit approach”, “Concentrated extract approach” and “Berberine-standardized root approach” exactly (ER lines 372-376).
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢 Time-to-effect labels track the ER’s own nouns in ER line 429 (“Lipid changes”, “glucose changes”, “endothelial function changes”).
4.4 The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. 🟢 A codepoint scan for pictographic ranges returns no match; the ER’s tier squares and ⚠️ markers were dropped in favour of the template’s CSS palette and bold tier labels.
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 optional element is condensed — 57-word At-A-Glance, two-sentence protocol subs, label-only gate items, and marker_12_target trimmed from 20 words to 13 while keeping the 3.5 µg/dL threshold.

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. 🟢 The comment opens at line 2, immediately after the doctype, and precedes the template comment at line 16.
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; the descriptive text on line 2 sits before the opening delimiter.
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. 🟢 It is inside an HTML comment and no value is echoed anywhere in the body.
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. 🟢 All values are trimmed; only duration: "00:03" is quoted, correctly, because it contains a colon.
5.5 The filename of the source ER is stated as “er_filename: [er_filename]” 🟢 Line 4: er_filename: barberry_2026-0904-0011_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: 2026-0904-0416, in the required format.
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” is a single word with no version or qualifier.
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” is nickname plus version with no trailing qualifier.
5.12 The filename of the document is stated as “qrs_filename: [filename of this document]” 🟢 Line 9: qrs_filename: barberry_2026-0904-0011_Opus_QRS.html, matching the file 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. 🟢 Re-verified across all nine keys; no stray whitespace and no unnecessary quoting.

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 &) 🟢 Line 22: “Barberry for Health & Longevity - Quick Reference Sheet”, with the ampersand entity-encoded.
6.2 [header_topic] is set to the [canonical_topic] of the ER frontmatter, with HTML entities encoded as needed (e.g., &amp; for &) 🟢 Line 417: “Barberry for Health & Longevity”, matching ER frontmatter canonical_topic (ER line 8).
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 Line 421: “09/04/2026”, the correct MM/DD/YYYY rendering of 2026-0904.
6.4 [header_subline_model] is set to [qrs_creator_ai_fullname] 🟢 Line 425: “Opus 5”, matching the frontmatter value.
6.5 No additional header content appears: no badge, version stamp, AKA / alternate names line, source-AI attribution, audit date, or QRS variant marker. 🟢 The header holds only the title and the template subline; the ER’s “Also known as” line was correctly 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 🟢 Every clause traces to ER Conclusion lines 504-508: the two-part shrub framing, the fruit-dominated short trials in one country, the steady lipid and glucose findings, the contradictory blood pressure and weight results, and the two over-weighted harms.
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. 🟢 Five sentences map to five distinct Conclusion passages with no synthesis beyond them.
7.4 It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead 🟢 No acronyms; “blood fats”, “fasting blood sugar” and “digestive upset” replace triglycerides, fasting glucose and gastrointestinal intolerance.
7.5 It DOES NOT cite specific trials (names, years, sample sizes, p-values) 🟢 No study name, year, participant count or p-value appears.
7.6 It DOES NOT cite effect sizes, relative risks, or statistical results 🟢 No numeric effect estimate, confidence interval or odds ratio appears.

8. Contraindications

# Description Result Comments
8.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 All nine items come from that section — eight from the “Populations who should avoid Barberry” list (ER lines 343-350) and one from the berberine-supplement bullet (ER line 331).
8.2 [stop_items] represent the Contraindications from the ER 🟢 All eight avoid-populations plus the absolute berberine-stacking contraindication are present; none is omitted.
8.3 Individual [stop_items] are formatted as <li></li> 🟢 Nine discrete <li> elements at QRS lines 576-586.
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. 🟢 Every “given/since/because” rationale was stripped, e.g. ER line 349’s “since bile-flow stimulation raises pressure behind the blockage” is absent from “Biliary obstruction or a bile duct stone”.
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). 🟢 “Child-Pugh Class C”, “under 12 months”, “at any gestational age” and “Within 14 days of scheduled surgery” are all retained; only the non-decisional gloss “(the most advanced grade of liver failure)” was dropped.
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 inside parentheses anywhere in the Key Interactions & Contraindications section.
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 section is populated, which is correct — the ER names eight such populations plus one absolute drug contraindication.
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 left empty.

9. Key Interactions

# Description Result Comments
9.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 All eleven items are bullets from ER lines 315-339.
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 The ER lists thirteen interaction bullets; the two absolute contraindications (P-glycoprotein narrow-therapeutic-index drugs, berberine supplements) are correctly routed to the stop gate, leaving exactly eleven.
9.3 Individual [caution_items] are formatted as <li></li> 🟢 Eleven discrete <li> elements at QRS lines 594-610.
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. 🟢 Every Caution/Monitor verdict and mechanism sentence is stripped, and the em-dash glosses in ER lines 317, 329 and 339 (“— blood-pressure drugs”, “— stomach-acid blockers”, “Other interventions —”) are removed.
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 example drug list is carried intact, including (glipizide, glyburide, gliclazide), (simvastatin, atorvastatin, lovastatin), (metoprolol, tamoxifen, codeine, many antidepressants) and (omeprazole).
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 No ranking notation appears inside any parenthetical in the ER’s 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 section is populated, which is correct — the ER documents thirteen interaction bullets.
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 left empty.

10. Protocol

# Description Result Comments
10.1 The section is derived from the ER Protocol section 🟢 All three cells derive from ER Therapeutic Protocol lines 372-384.
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 The three mutually non-interchangeable dosing routes — whole fruit, concentrated extract, berberine-standardized root — are the ER’s own primary structuring of the protocol.
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, so 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 variables carry ER-sourced content, including the timing rule “immediately before or with meals” from ER line 380 and the no-default caveat from ER line 378.

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 🟢 ER line 429 names exactly three: lipid changes at 6 to 12 weeks, glucose changes at 8 weeks, endothelial function changes at 8 weeks — all three are carried.
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 Lipids and glucose are the ER’s two High-tier benefits and lead; endothelial function is Medium tier and follows.
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, so 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 nine variables are populated from ER lines 163, 171 and 429.
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 explicit time-to-effect data at line 429.

12. Benefits

# Description Result Comments
12.1 The section is derived from the ER Expected Benefits section 🟢 All thirteen items correspond exactly to the thirteen benefit headings at ER lines 155-229.
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four spans are present and populated at QRS lines 545-566.
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 item is the ER heading alone; every Magnitude: paragraph, mechanism sentence and trial description was dropped.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No effect size, sample note, mechanistic hint or study parenthetical survives; the only parentheses carry the ER’s own “Conflicted” evidential flag, retained because 4.4 bars the ⚠️ glyph and 1.3 bars dropping the caveat.
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 items in the ER, so no span needs hiding.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢 All seven items correspond exactly to the seven risk headings at ER lines 253-295.
13.2 Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] 🟢 All four spans are present and populated at QRS lines 622-642.
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 item is the ER heading alone; the case-control design notes, incidence ranges and albumin-binding mechanism were all dropped.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 The 2–23% frequency range, the 9.23 odds ratio and every citation parenthetical are absent; only the ER’s own “Conflicted” flag is carried.
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 carry items in the ER, so no span needs hiding.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢 The table reproduces the ER Monitoring Protocol & Defining Success biomarker table at ER lines 459-472.
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 All 12 ER rows are present in order; a programmatic cell-by-cell comparison of name, target and why matched on 35 of 36 cells, the exception being marker_12_target, condensed but threshold-preserving.
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. 🟢 QRS lines 817-821 carry baseline, the 12-week panel, the 6-month repeat and the first-4-weeks daily checks, all from ER line 457.

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢 The five items come from the ER’s “Qualitative markers worth tracking alongside the laboratory panel” list at ER lines 476-480.
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All five are present and string-identical to the ER bullets.

Issues 04/09/2026 04:23

Pass rate 100.00%. No issues found.