Audit: QRS - Phosphorus for Health & Longevity
Audit conducted on 26/06/2026 02:39 using AI4L / Opus 4.8
Summary
| Items | Count |
|---|---|
| Total | 91 |
| Passed | 85 |
| Failed | 0 |
| N/A | 6 |
| 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 preserved (e.g., “Potential long-term benefits”, “Documented need”). |
| 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 or softening detected. |
| 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. | 🟢 | Categories map faithfully to ER sections. |
| 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, NCTs, or expert names introduced; drug brand names (sevelamer, etc.) match the ER. |
| 1.6 | The QRS does not introduce new attributions. | 🟢 | No new attributions. |
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. | 🟢 | Tone mirrors the ER’s measured, balanced framing. |
| 2.2 | The tone of the QRS is simultaneously expert, accessible, objective, and data-driven, but also empowering and encouraging | 🟢 | Achieved. |
| 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 directive medical advice. |
| 2.5 | The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” | 🟢 | Information-presenting voice maintained. |
| 2.6 | The QRS never addresses “the reader” directly — it presents evidence, not guidance | 🟢 | No direct address. |
| 2.7 | The QRS is written in plain language, avoiding unnecessary medical jargon | 🟢 | Technical terms glossed (e.g., “hyperphosphatemia”). |
| 2.8 | Information is presented in a concise and very compact manner | 🟢 | Compact throughout. |
| 2.9 | It DOES NOT address the reader directly | 🟢 | Confirmed. |
| 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 fits 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. | 🟢 | Dietary-restraint protocol reflects this. |
| 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 pitched to general population. |
| 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. | 🟢 | Excess-risk emphasis 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. | 🟢 | Formal terminology used. |
3. Template Integrity
| # | Description | Result | Comments |
|---|---|---|---|
| 3.1 | The following labels and headings on the QRS are fixed and not modified (card/section headings, gate headings, tier labels, table column headers) | 🟢 | All fixed headings/labels match the blank template verbatim, including “Risk & Side Effects” (line 568), the gate headings, tier labels, and Monitoring column headers. |
| 3.2 | All “…” from the [qrs_template] are present in the the QRS. | 🟢 | All template spans present, including hidden time_3 and page_title/header spans. |
| 3.3 | Spans that are not addressed in a checklist item are left unchanged | 🟢 | No unaddressed spans modified. |
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 ER source sections are empty; all 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. | 🟢 | Tier and marker labels consistent with ER. |
| 4.3 | Labels are not paraphrased, abbreviated, or invented. | 🟢 | Labels faithful. |
| 4.4 | The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. | 🟢 | No emoji indicators in the QRS. |
| 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 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 first element (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 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; only duration quoted (contains colon). |
| 5.5 | The filename of the source ER is stated as “er_filename: [er_filename]” | 🟢 | er_filename: phosphorus_2026-0626-0122_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: 26.5.18 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: 2026-0626-0122. |
| 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” 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: phosphorus_2026-0626-0122_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. | 🟢 | Confirmed trimmed and correctly quoted. |
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., & for &) |
🟢 | “Phosphorus for Health & Longevity - Quick Reference Sheet” (line 22). |
| 6.2 | [header_topic] is set to the [canonical_topic] of the ER frontmatter, with HTML entities encoded as needed (e.g., & for &) |
🟢 | “Phosphorus for Health & Longevity” (line 417). |
| 6.3 | [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] | 🟢 | 06/26/2026 matches 2026-0626. |
| 6.4 | [header_subline_model] is set to [qrs_creator_ai_fullname] | 🟢 | “Opus 4.8” (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. | 🟢 | Header is clean; no extra content. |
7. At-A-Glance Section
| # | Description | Result | Comments |
|---|---|---|---|
| 7.1 | [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section |
🟢 | Distills the ER Conclusion (lines 407-409). |
| 7.2 | [at_a_glance] is no longer than 60 words | 🟢 | 55 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-language (“blood phosphate”, “stiffer arteries”). |
| 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 |
🟢 | Derived from “Populations who should avoid extra phosphorus” (line 272). |
| 8.2 | [stop_items] represent the Contraindications from the ER | 🟢 | Dialysis/advanced CKD, CKD <60, hyperphosphatemia, soft-tissue calcification. |
| 8.3 | Individual [stop_items] are formatted as <li></li> | 🟢 | Each item is an <li> (lines 542-545). |
| 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. | 🟢 | Items concise; no trailing 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. | 🟢 | “eGFR below 60 mL/min/1.73 m²” and “(hyperphosphatemia)” 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. | 🟢 | No bare ranking symbols carried through. |
| 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 Prescription/OTC/Supplement interaction bullets. |
| 9.2 | [caution_items] represent the Key Interactions from the ER, excluding any that are already listed as Contraindications | 🟢 | Drug/supplement interactions listed; no overlap with contraindications. |
| 9.3 | Individual [caution_items] are formatted as <li></li> | 🟢 | Each item is an <li> (lines 553-558). |
| 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. | 🟢 | Concise; no trailing clauses. |
| 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. | 🟢 | Named example drugs (calcitriol, sevelamer, ferric carboxymaltose, etc.) 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. | 🟢 | No bare ranking symbols. |
| 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 Therapeutic Protocol (lines 294-321). |
| 10.2 | The three sets of [action] items cover the three most important actionable implementation aspects from the ER Protocol section |
🟢 | Adequate intake, food-first sourcing, supplement only if deficient. |
| 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 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 populated with 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 | 🟢 | ER provides two distinct time-to-effect aspects; both used (third correctly hidden per 11.3). |
| 11.2 | The sets are picked and ordered by the magnitude of the related benefit | 🟢 | Vascular & bone (months-years) then serum phosphate (hours-days). |
| 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. | 🟢 | time_3 set is empty and display:none (lines 503-512). |
| 11.4 | All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. | 🟢 | Both used time cells populated from ER Practical Considerations (line 347). |
| 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. |
12. Benefits
| # | Description | Result | Comments |
|---|---|---|---|
| 12.1 | The section is derived from the ER Expected Benefits section |
🟢 | Derived from Expected Benefits (lines 148-188). |
| 12.2 | Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] | 🟢 | All four 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; mechanism stripped. |
| 12.4 | Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parenthetical content carried through. |
| 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 tiers have content in the ER. |
13. Risks
| # | Description | Result | Comments |
|---|---|---|---|
| 13.1 | The section is derived from the ER Potential Risks & Side Effects section |
🟢 | Derived from Potential Risks & Side Effects (lines 204-244). |
| 13.2 | Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] | 🟢 | All four 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; mechanism stripped. |
| 13.4 | Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | No parenthetical content carried through. |
| 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 tiers have content in the ER. |
14. Monitoring
| # | Description | Result | Comments |
|---|---|---|---|
| 14.1 | The section is derived from the ER Monitoring section |
🟢 | Derived from Monitoring Protocol table (lines 371-378). |
| 14.2 | All measurable/quantifiable biomarkers from the Monitoring section are listed |
🟢 | All six biomarkers listed (serum phosphate, eGFR, calcium, PTH, FGF23, 25-OH vit D). |
| 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 line 369 (“every 6-12 months…”). |
15. Qualitative Assessment
| # | Description | Result | Comments |
|---|---|---|---|
| 15.1 | The section is derived from the ER Monitoring section |
🟢 | Derived from qualitative markers (lines 382-385). |
| 15.2 | All subjective/qualitative biomarkers from the Monitoring section are listed |
🟢 | All four qualitative markers listed. |
Issues 26/06/2026 02:39
Pass rate 100.00%. No issues found.
Issues 26/06/2026 02:36
- 11.1 — Only two time-to-effect aspects exist: The ER describes only two time-to-effect aspects (serum phosphate over hours-to-days, ER line 308; vascular/bone benefits over months-to-years, ER line 347), so the assertion that three sets cover the three most important aspects cannot be fully satisfied; the third set is correctly hidden per 11.3.
Fixes 26/06/2026 02:36
- 11.1 — Time-to-effect extraction confirmed complete: Verified the ER provides only two genuine time-to-effect aspects (serum phosphate over hours-to-days and vascular/bone benefits over months-to-years, ER line 347); the two used time cells already capture both faithfully and the unused third set is correctly hidden via display:none per 11.3, so no QRS content change was warranted.
Issues 26/06/2026 02:31
- 13.3 — Risk items not bare facts: The High-tier risk entries carry explanatory/mechanistic phrasing (“Cardiovascular mortality and vascular calcification from high phosphate; disruption of calcium and bone metabolism from excess phosphorus”) rather than the concise bare facts the tier-descriptor rule requires.
Fixes 26/06/2026 02:31
- 13.3 — Risk items not bare facts: Stripped the mechanistic trailing clauses from the High-tier risk entry, changing “Cardiovascular mortality and vascular calcification from high phosphate; disruption of calcium and bone metabolism from excess phosphorus” to “Cardiovascular mortality and vascular calcification; disruption of calcium and bone metabolism”.
Issues 26/06/2026 02:28
- 8.4 — Contraindication trailing elaboration: The first stop item (line 542) “Dialysis or advanced kidney disease (absolute contraindication to supplementation)” carries a trailing explanatory parenthetical that elaborates rather than identifying who the item applies to; per 8.4 such trailing elaborations must be stripped to the key fact.
Fixes 26/06/2026 02:28
- 8.4 — Strip contraindication elaboration: Removed the trailing parenthetical from the first stop item, changing “Dialysis or advanced kidney disease (absolute contraindication to supplementation)” to “Dialysis or advanced kidney disease”.