Audit: QRS - SGLT2 Inhibitors for Health & Longevity

Audit conducted on 09/08/2026 15:24 using AI4L / Opus 5

Iterations

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. 🟢 All gate items, tier lists, protocol cells, monitoring rows, and qualitative items trace to ER lines 404–423, 171–271, 288–388, 445–457, and 502–533.
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. 🟢 “Benefit in healthy people is unproven” mirrors ER line 560; “bladder cancer signal” and “unknown long-term effects in metabolically healthy adults” carry the ER’s speculative framing.
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”). 🟢 Contraindications remain contraindications; the type 1 diabetes item keeps “(outside specialist supervision)” from ER line 423.
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 and Key Interactions both come from ER Key Interactions & Contraindications; nothing is drawn from Benefit-Modifying Factors or Risk-Modifying Factors.
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 PMIDs, NCT identifiers, expert names, or brand names appear; the agent and example-drug names used are all present in the ER for the same facts.
1.6 The QRS does not introduce new attributions. 🟢 No attributions of any kind appear in the QRS.

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. 🟢 Sober, non-promotional register matching the ER throughout.
2.2 The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging 🟢 Quantified targets in Monitoring paired with plain-language At-A-Glance text.
2.3 The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor 🟢 All content is declarative; no imperatives or instructions to a patient.
2.4 The QRS avoids language that implies medical or clinical advice 🟢 Protocol cells describe what is done in practice rather than telling anyone what to do.
2.5 The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” 🟢 No occurrences of “recommended”, “should take”, or equivalent directive phrasing.
2.6 The QRS never addresses “the reader” directly — it presents evidence, not guidance 🟢 No second-person pronouns anywhere in the document.
2.7 The QRS is written in plain language, avoiding unnecessary medical jargon 🟢 Technical terms are confined to biomarker names and drug classes, where they are unavoidable and match the ER.
2.8 Information is presented in a concise and very compact manner 🟢 Every gate item, tier list, and monitoring cell is a stripped phrase without elaboration.
2.9 It DOES NOT address the reader directly 🟢 Confirmed by full-text search for “you”/”your”: no matches.
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. 🟢 Functional monitoring targets (apoB <80 mg/dL, hs-CRP <0.8 mg/L, HOMA-IR <1.5) address the optimizing reader, not a general patient.
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. 🟢 A 14-marker panel with a front-loaded cadence and lifelong dosing is presented without hedging on effort.
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. 🟢 Content assumes home ketone measurement, DEXA body composition, and standing blood pressure tracking.
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. 🟢 Ketogenic eating and extended fasting are surfaced as a contraindication, and “no perceptible subjective benefit” and “Benefit in healthy people is unproven” address the healthy-user case directly.
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. 🟢 The term “anti-aging” does not appear; 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. 🟢 “Once-daily tablets”, “genital mycotic infections”, “orthostatic hypotension”; the plain “genital yeast infections” appears only in At-A-Glance, where item 7.4 requires plain language and the ER Conclusion uses the same wording.

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 headings, gate headings, tier labels, and column headers match the template byte-for-byte.
3.2 All “” from the [qrs_template] are present in the the QRS. 🟢 Every template variable is present; the repeating marker_#_* and qualitative_item_# placeholders are expanded to 14 and 7 instances respectively.
3.3 Spans that are not addressed in a checklist item are left unchanged 🟢 The website="evidence_review", website="audit", and website="full_review" spans, the styles, and the footer disclaimer are unmodified.

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 feeds 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. 🟢 Protocol labels (ER lines 447, 450, 452), all 14 biomarker names (ER lines 510–523), and all 7 qualitative labels (ER lines 527–533) are verbatim.
4.3 Labels are not paraphrased, abbreviated, or invented. 🟢 Where the ER supplies a bold label, it is reproduced unchanged; the Time-to-effect labels use the ER’s own terms (“heart failure events”, “kidney decline”) from the single prose bullet at ER line 484.
4.4 The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. 🟢 Full-text scan returns no emoji code points; tiers are conveyed by CSS classes and bold 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 section is condensed to its minimum permissible form — mitigations, magnitudes, consequences, and mechanistic text are all stripped — and no section is duplicated or extended with additional prose.

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. 🟢 Lines 2–14, immediately after the 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. 🟢 Opening “—” at line 3, closing “—” at line 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; no metadata value is echoed 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. 🟢 Only duration: "00:05" is quoted, which is required because the value contains a colon.
5.5 The filename of the source ER is stated as “er_filename: [er_filename]” 🟢 er_filename: sglt2_inhibitors_2026-0807-2103_Opus_ER.md at line 4.
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, 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) 🟢 qrs_creation_date: 2026-0809-1506.
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 at line 7.
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 without version.
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 5 at line 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 5” is nickname plus version with no qualifier.
5.12 The filename of the document is stated as “qrs_filename: [filename of this document]” 🟢 qrs_filename: sglt2_inhibitors_2026-0807-2103_Opus_QRS.html matches 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. 🟢 All values are trimmed and consistently formatted; the added git_user and git_issue values are unquoted and clean.

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 &) 🟢 “SGLT2 Inhibitors for Health & Longevity - Quick Reference Sheet” at 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 &) 🟢 “SGLT2 Inhibitors for Health & Longevity” at line 417.
6.3 [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] 🟢 2026-0809-1506 → “08/09/2026” at line 421.
6.4 [header_subline_model] is set to [qrs_creator_ai_fullname] 🟢 “Opus 5” at 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. 🟢 The header contains only the title and the template subline; the ER’s “Also known as” line is 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 🟢 Condenses all three Conclusion paragraphs (ER lines 556–560) into mechanism, benefit strength, costs, and the healthy-user gap.
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. 🟢 Flushing sugar/salt/water → line 556; unusually strong evidence → line 556; yeast infections, muscle loss, dizziness → line 558; unproven benefit in healthy people → line 560.
7.4 It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead 🟢 “genital yeast infections”, “deaths from heart causes”, “loss of kidney function”; no acronyms and no drug-class nomenclature.
7.5 It DOES NOT cite specific trials (names, years, sample sizes, p-values) 🟢 No trial name, year, or sample size appears.
7.6 It DOES NOT cite effect sizes, relative risks, or statistical results 🟢 Only qualitative magnitudes (“modest reductions”); no numbers.

8. Contraindications

# Description Result Comments
8.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 All items derive from the “Populations who should avoid this intervention” bullet at ER line 423.
8.2 [stop_items] represent the Contraindications from the ER 🟢 All 12 ER contraindications are present, in ER order, with none added.
8.3 Individual [stop_items] are formatted as <li></li> 🟢 Twelve <li> elements at lines 542–553.
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. 🟢 The ER’s parenthetical explanations (the 3–6% ketoacidosis rate, the definition of critical limb ischemia) are stripped; no dash-led trailing clauses remain.
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). 🟢 Specialist-supervision qualifier, trimester window, per-agent eGFR thresholds, Child-Pugh C, the 95 mmHg threshold, BMI 20 kg/m², and the three-day preoperative window are all retained.
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 contraindication bullet uses no ranking notation inside parentheses.
8.7 If no [stop_items] are present the section is left empty N/A Twelve stop_items are present.

9. Key Interactions

# Description Result Comments
9.1 The section is derived from the ER Key Interactions & Contraindications section 🟢 All items derive from ER lines 406–422.
9.2 [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications 🟢 All 17 interaction bullets are represented; from ER line 421 only “Time-restricted eating” is carried, since ketogenic diets and prolonged fasting are already Contraindications.
9.3 Individual [caution_items] are formatted as <li></li> 🟢 Seventeen <li> elements at lines 561–577.
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, consequence clause, and “Mitigation:” sentence from the ER is stripped; no dash-led trailing clauses remain.
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). 🟢 Each example list is retained but trimmed to representative members (e.g., “(furosemide, hydrochlorothiazide)”, “(rifampicin, carbamazepine)”); none is dropped entirely.
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 interaction bullets use no ranking notation inside parentheses.
9.7 If no [caution_items] are present the section is left empty N/A Seventeen 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 447, 450, and 452.
10.2 The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section 🟢 Agent and dose, timing of the dose, and single versus split dosing are the three executable decisions in the ER Protocol section; the remaining bullets are comparative positions or response predictors.
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 three or more 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. 🟢 Nine cells populated; e.g. action_1 “Empagliflozin 10 mg once daily” with the dapagliflozin alternative from ER line 447.

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 🟢 Heart failure events, kidney decline, and blood pressure/weight, all from ER line 484.
11.2 The sets are picked and ordered by the magnitude of the related benefit 🟢 Order matches the ER Expected Benefits High-tier ordering: heart failure and cardiovascular death, then chronic kidney disease progression, then blood pressure and weight.
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 The ER supplies more than three time-to-effect aspects, 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. 🟢 Nine cells populated; e.g. time_2 “Years” with the 2–4 week dip and stabilisation by 8 weeks from ER line 484.
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 an explicit “Time to effect” bullet at line 484.

12. Benefits

# Description Result Comments
12.1 The section is derived from the ER Expected Benefits section 🟢 All items are the ER’s own benefit headings from lines 175–271.
12.2 Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] 🟢 All four spans populated at lines 521–532, with 6, 4, 3, and 3 items matching the ER tiers exactly.
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:” line and body paragraph is stripped.
12.4 Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parentheses appear in any benefits item; the “⚠️ Conflicted” markers on ER headings are also 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 contain items in the ER.

13. Risks

# Description Result Comments
13.1 The section is derived from the ER Potential Risks & Side Effects section 🟢 All items are the ER’s own risk headings from lines 292–388.
13.2 Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] 🟢 All four spans populated at lines 589–600, with 4, 4, 5, and 3 items matching the ER tiers exactly.
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; incidence rate ratios and absolute rates are stripped.
13.4 Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. 🟢 No parentheses appear in any risks item; the “⚠️ Conflicted” markers on ER headings are also stripped.
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 contain items in the ER.

14. Monitoring

# Description Result Comments
14.1 The section is derived from the ER Monitoring section 🟢 Rows map one-to-one onto the biomarker table at ER lines 508–523.
14.2 All measurable/quantifiable biomarkers from the Monitoring section are listed 🟢 All 14 ER biomarkers are present in ER order, with names verbatim and optimal ranges preserved.
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. 🟢 Line 774 reproduces the baseline window, the 4-week recheck, 3- and 6-month panels, the 6–12 month interval, and the interim-check triggers from ER lines 504–506.

15. Qualitative Assessment

# Description Result Comments
15.1 The section is derived from the ER Monitoring section 🟢 Derived from the qualitative marker list at ER lines 527–533.
15.2 All subjective/qualitative biomarkers from the Monitoring section are listed 🟢 All 7 ER qualitative markers are present in ER order with their bold labels verbatim.

Issues 09/08/2026 15:24

Pass rate 100.00%. No issues found.

Issues 09/08/2026 15:15

  1. 4.5 — Exceeds one A4 page: The sheet renders to roughly three A4 pages: 17 Key Interactions with full parenthetical example lists (lines 560–578), 12 Contraindications (lines 541–554), a 14-row Monitoring table with multi-line targets and rationales (lines 616–769), and 7 multi-line Qualitative Assessment items (lines 781–803) were carried at ER length rather than condensed to the per-section budget.
  2. 9.2 — Contraindication duplicated as interaction: Line 576 carries “Ketogenic diets, prolonged fasting, and time-restricted eating” as a Key Interaction although ketogenic eating and extended fasting are already listed as a Contraindication at line 551.

Fixes 09/08/2026 15:15

  1. 9.2 — Duplicate contraindication removed from interactions: The Key Interactions item “Ketogenic diets, prolonged fasting, and time-restricted eating” was reduced to “Time-restricted eating”, since ketogenic eating and extended fasting are already carried in the Contraindications gate.
  2. 4.5 — Key Interactions condensed: Parenthetical example lists across the 17 interaction items were trimmed to two representative agents each (e.g., renin-angiotensin blockers from “lisinopril, losartan, spironolactone, finerenone” to “lisinopril, spironolactone”), cutting roughly a quarter of the gate’s rendered height.
  3. 4.5 — Contraindications tightened: Redundant wording was removed from six items (e.g., “Any prior episode of diabetic ketoacidosis” to “Prior diabetic ketoacidosis”, “Child-Pugh Class C” to “Child-Pugh C”), with all thresholds, agent names, and time windows preserved.
  4. 4.5 — Monitoring table condensed: Eleven rationale cells and two target cells were shortened without loss of fact (e.g., hematocrit and hemoglobin targets switched from “in men / in women” to parenthetical form), and the cadence text was tightened.
  5. 4.5 — Qualitative Assessment condensed: All seven items had redundant qualifiers removed from their descriptions while their bold ER labels were kept verbatim.