Audit: QRS - HEPA Air Purifier for Health & Longevity
Audit conducted on 10/30/2026 03:34 using AI4L / Opus 5.5
Summary
| Items | Count |
|---|---|
| Total | 97 |
| Passed | 86 |
| 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. | 🟢 | Lede, Protocol, Time to effect, gates, tiers and markers all trace to ER Conclusion, Therapeutic Protocol, Practical Considerations, Key Interactions and Monitoring passages |
| 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. | 🟢 | Theoretical items keep “possibly”; lede keeps “not supported” and “inconsistent” for infections and asthma |
| 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 claim strengthened or softened; antihypertensive item keeps “slightly” |
| 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. | 🟢 | Contraindication taken from ER “Populations who should avoid”; Risk-Modifying pregnancy signal not surfaced as 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. | 🟢 | No PMIDs, NCT IDs, expert or brand names; questionnaire names appear in ER |
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. | 🟢 | |
| 2.2 | The tone of the QRS is expert, accessible, objective, and data-driven | 🟢 | |
| 2.3 | The QRS reads as a trusted, knowledgeable guide rather than a prescriptive doctor | 🟢 | |
| 2.4 | The QRS avoids language that implies medical or clinical advice | 🟢 | |
| 2.5 | The QRS “presents information” instead of “providing guidance”, “recommending”, or “advising” | 🟢 | |
| 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 | 🟢 | Acronyms are ER label terms (COPD, PM2.5, hs-CRP glossed); CADR is the rating term needed to apply the sizing rule |
| 2.8 | Information is presented in a concise and very compact manner | 🟢 | |
| 2.9 | 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. | 🟢 | |
| 2.10 | The target audience is willing to employ lifestyle and behavioral changes as well as follow protocols that may be inconvenient, costly, or require effort. | 🟢 | |
| 2.11 | 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. | 🟢 | |
| 2.12 | 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. | 🟢 | Lede notes benefit concentrated in raised pressure and polluted homes with well-sized, continuously run units |
| 2.13 | 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” wording |
| 2.14 | The document’s own voice uses formal clinical and scientific terminology, not colloquial or consumer-grade language (e.g., “oral medication” not “pill(s)”; “oral” / “administered orally” not “taken by mouth” / “given by mouth”; “injection” not “shot”; “adverse event” not “bad reaction”). This holds on EVERY surface, including the QRS lede — the stricter plain-language bar (see 2.7) does not license lay phrasing for route of administration. Direct quotes from sources are exempt. | 🟢 |
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, gate headings, tier labels and column headers unchanged |
| 3.2 | Every element carrying a data-qrs-var attribute in [qrs_template] is present in the QRS with the same name | 🟢 | All template data-qrs-var names present; marker_# and qualitative_item_# expanded to 1-5 |
| 3.3 | Everything outside the data-qrs-var spans — markup, text, styles, comments — is as in the template; spans that no checklist item addresses are left unchanged as well | 🟢 | Diff against template shows only variable content and the pipeline metadata fields |
4. Formatting
| # | Description | Result | Comments |
|---|---|---|---|
| 4.1 | An empty ER section never produces visible empty-state text in the QRS: the corresponding region is hidden or left empty. Phrases such as “None documented in human trials to date” or “Not formally studied” appear only where the ER uses them for a fact the QRS carries over. | 🟢 | Empty High/Medium risk tiers hidden; no empty-state text |
| 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 and interaction labels are the ER bold labels verbatim |
| 4.3 | Labels are not paraphrased, abbreviated, or invented. | 🟢 | SGRQ dropped from marker_5 example list is trimming, ER words kept |
| 4.4 | The QRS DOES NOT use emoji indicators (no 🟩, 🟥, 🟨, etc.). Color and emphasis are conveyed through CSS and bold labels. | 🟢 | No emoji found |
| 4.5 | The QRS is designed to render on one A4 page. It fails this item only for one of four things: a trailing clause after a dash, an optional gloss, an example list left untrimmed, or a repetition. Nothing else is cut to fit. | 🟢 | No trailing dash clause, added gloss, untrimmed list or repetition found |
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. | 🟢 | |
| 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. | 🟢 | |
| 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. | 🟢 | |
| 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 is quoted (contains colon) |
| 5.5 | The filename of the source ER is stated as “er_filename: [er_filename]” | 🟢 | |
| 5.6 | Version of the QRS.md file used to create the document is stated as “qrs_prompt_version: [Version of QRS.md]” | 🟢 | 26.10.25 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) | 🟢 | 2026-1030-0312 |
| 5.8 | The nickname of the AI used to create the document is stated as “qrs_creator_ai_nickname: [qrs_creator_ai_nickname]” | 🟢 | |
| 5.9 | The nickname of the AI is the full name without the version number, with all remaining words joined by hyphens (e.g., Opus, Sonnet, Grok, Gemini-Flash, GPT); when the full name has no version number or is “Unknown”, the nickname equals the full name | 🟢 | 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]” | 🟢 | |
| 5.11 | The full name of the AI consists of the model name (the word or words directly before the version number, leaving out the first if there is more than one, e.g., Claude Opus 5.5 → Opus 5.5), the model version number and the variant (if any) as stated in the system prompt or developer instructions of the creating model, with every word capitalized and without product, effort or pricing names (e.g., Opus X.Y, Sonnet X.Y, Grok X.Y, Gemini X.Y Flash, GPT X.Y), the model name alone when the system prompt or developer instructions name a model without a version number (e.g., Grok), or “Unknown” when neither the system prompt nor the developer instructions of the creating model name a model | 🟢 | Opus 5.5 |
| 5.12 | The filename of the document is stated as “qrs_filename: [filename of this document]” | 🟢 |
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 &) |
🟢 | |
| 6.2 | [header_topic] is set to the [canonical_topic] of the ER frontmatter, with HTML entities encoded as needed (e.g., & for &) |
🟢 | |
| 6.3 | [header_subline_date] is set to [qrs_creation_date reformatted as MM/DD/YYYY] | 🟢 | 10/30/2026 |
| 6.4 | [header_subline_model] is set to [qrs_creator_ai_fullname] | 🟢 | |
| 6.5 | No additional header content appears: no badge, version stamp, AKA / alternate names line, source-AI attribution, audit date, or QRS variant marker. | 🟢 |
7. At-A-Glance Section
| # | Description | Result | Comments |
|---|---|---|---|
| 7.1 | [at_a_glance] opens by saying what the intervention is — its kind (e.g., dietary supplement, prescription medication, peptide, plant, procedure, practice) — and what it is used for, in plain language, before any verdict on the evidence | 🟢 | Opens with “a room device trapping airborne particles” before any verdict |
| 7.2 | [at_a_glance] is dense, execution-oriented summary of the ER Conclusion section |
🟢 | |
| 7.3 | [at_a_glance] is no longer than 70 words | 🟢 | 70 words (script count) |
| 7.4 | Every fact in [at_a_glance] is supported by a distinct passage in the ER. | 🟢 | |
| 7.5 | It DOES NOT use acronyms or technical classifications that require specialist knowledge, uses plain-language terms instead | 🟢 | HEPA and COPD rendered in plain words |
| 7.6 | It DOES NOT cite specific trials (names, years, sample sizes, p-values) | 🟢 | “one pregnancy trial” names no trial, year or size |
| 7.7 | It DOES NOT cite effect sizes, relative risks, or statistical results | 🟢 |
8. Contraindications
| # | Description | Result | Comments |
|---|---|---|---|
| 8.1 | The section is derived from the ER Key Interactions & Contraindications section |
🟢 | |
| 8.2 | [stop_items] represent the Contraindications from the ER | 🟢 | “None identified for HEPA-only units” correctly not an item |
| 8.3 | Individual [stop_items] are formatted as <li></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. | 🟢 | |
| 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). | 🟢 | ER bullet has no decision-relevant parenthetical; CARB sentence is trailing context |
| 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 ranking notation in ER |
| 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. |
🟢 | Section populated; ER names a population |
| 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 | Section not empty |
9. Key Interactions
| # | Description | Result | Comments |
|---|---|---|---|
| 9.1 | The section is derived from the ER Key Interactions & Contraindications section |
🟢 | |
| 9.2 | [caution_items] represent the ER’s documented interactions — the items under its “Documented interactions:” label — excluding any that are already listed as Contraindications and any entry phrased as no interaction found | 🟢 | Three documented interactions; ozone-device item applies to everyone, not a duplicate of the asthma/COPD contraindication |
| 9.3 | [caution_theoretical_items] represent the ER’s theoretical interactions — the items under its “Theoretical interactions (inferred from mechanism, not studied in humans):” label | 🟢 | All five theoretical interactions present |
| 9.4 | The ER placeholder “None identified” is never an item: it means that group is empty | 🟢 | |
| 9.5 | Individual [caution_items] and [caution_theoretical_items] are formatted as <li></li>. The template’s bold “Theoretical (inferred from mechanism)” sub-heading is the only marker of the second list’s status: no item carries “(theoretical)”, “inferred from” or a mechanism clause | 🟢 | |
| 9.6 | 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. | 🟢 | |
| 9.7 | 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 |
| 9.8 | 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 in ER |
| 9.9 | If the ER’s theoretical group is empty, the whole Theoretical block — the caution_theoretical span with its sub-heading and list — is hidden with style="display:none", not removed: its spans stay in place, empty. |
N/A | ER theoretical group not empty |
| 9.10 | 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. |
🟢 | |
| 9.11 | 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, and the Theoretical block is hidden per 9.9. E.g. | N/A | Section not empty |
10. Protocol
| # | Description | Result | Comments |
|---|---|---|---|
| 10.1 | The section is derived from the ER Therapeutic Protocol section |
🟢 | |
| 10.2 | The three sets of [action] items cover the three most important actionable implementation aspects from that section | 🟢 | Device standard, sizing and trial regimen |
| 10.3 | If fewer than three distinct actionable implementation aspects are mentioned in the ER, the unused sets are left empty and hidden with style="display:none", not filled with placeholder text or empty-state phrasing. |
N/A | ER has more than three actionable aspects |
| 10.4 | All used [action_#label], [action#value], [action#_sub] items are filled with meaningful content derived from that section. | 🟢 |
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 | 🟢 | Blood pressure, COPD and cognition, as named in ER Practical Considerations |
| 11.2 | The sets are picked and ordered by the magnitude of the related benefit | 🟢 | High-tier blood pressure first, then Medium-tier COPD and cognition in ER order |
| 11.3 | If fewer than three distinct time-to-effect aspects are mentioned in the ER, the unused sets are left empty and hidden with style="display:none", not filled with placeholder text or empty-state phrasing. |
N/A | Three aspects available |
| 11.4 | All used [time_#label], [time#value], [time#_sub] items are filled with meaningful content derived from the ER. | 🟢 | |
| 11.5 | If the ER provides no information on time to effect at all, the whole Time to effect block (its subhead and all three sets) is hidden with style="display:none", not removed: its spans stay in place, empty. |
N/A | ER gives time-to-effect information |
12. Benefits
| # | Description | Result | Comments |
|---|---|---|---|
| 12.1 | The section is derived from the ER Expected Benefits section |
🟢 | |
| 12.2 | Key variables are [benefits_high], [benefits_medium], [benefits_low], [benefits_speculative] | 🟢 | |
| 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. | 🟢 | Items are the ER headings, tiered as in ER |
| 12.4 | Parenthetical content — including effect sizes, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | |
| 12.5 | If a tier (high, medium, low, speculative) has no items, its span is hidden with style="display:none", not filled with “None documented in human trials to date” or similar empty-state phrasing. |
N/A | All four benefit tiers have items |
13. Risks
| # | Description | Result | Comments |
|---|---|---|---|
| 13.1 | The section is derived from the ER Potential Risks & Side Effects section |
🟢 | |
| 13.2 | Key variables are [risks_high], [risks_medium], [risks_low], [risks_speculative] | 🟢 | |
| 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. | 🟢 | |
| 13.4 | Parenthetical content — including frequencies, severity grades, sample notes, mechanistic hints, and example studies — is stripped, NOT preserved. | 🟢 | |
| 13.5 | If a tier (high, medium, low, speculative) has no items, its span is hidden with style="display:none", not filled with “None documented in human trials to date” or similar empty-state phrasing. |
🟢 | risks_high and risks_medium hidden with style=”display:none” |
14. Monitoring
| # | Description | Result | Comments |
|---|---|---|---|
| 14.1 | The section is derived from the ER Monitoring Protocol & Defining Success section |
🟢 | |
| 14.2 | All measurable/quantifiable biomarkers from that section are listed, one table row per marker; the template’s # row is the pattern, repeated with # replaced by 1, 2, 3 … in the data-qrs-var names |
🟢 | All five ER table markers listed |
| 14.3 | [marker_#name] is the marker, [marker#target] its target value or range as given in the ER, [marker#_why] its purpose in a few words; a target the ER does not give is written “Not specified in the ER” | 🟢 | |
| 14.4 | [monitoring_cadence] is populated with the monitoring cadence/frequency derived from that section. It is not left with placeholder text or empty. | 🟢 | |
| 14.5 | If the ER names no measurable biomarker, the table is hidden with style="display:none" and the single # row is left as in the template |
N/A | ER names measurable biomarkers |
15. Qualitative Assessment
| # | Description | Result | Comments |
|---|---|---|---|
| 15.1 | The section is derived from the ER Monitoring Protocol & Defining Success section |
🟢 | |
| 15.2 | All subjective/qualitative markers from that section are listed, one <li> per marker; the template’s # item is the pattern, repeated with # replaced by 1, 2, 3 … |
🟢 | All five ER qualitative markers listed |
| 15.3 | If the ER names no qualitative marker, the card’s list is hidden with style="display:none" and the single # item is left as in the template |
N/A | ER names qualitative markers |
Issues 10/30/2026 03:34
Pass rate 100.00%. No issues found.
Issues 10/30/2026 03:30
- 7.2 — Lede lacks execution takeaway: The at-a-glance at line 439 condenses the Conclusion’s verdicts but omits its execution point (ER line 417: “The likely payoff is largest where indoor particle levels are high and units are sized and run continuously”).
Fixes 10/30/2026 03:30
- 7.2 — Lede execution takeaway added: Added “Gains are largest in polluted homes with well-sized, continuously run units.” from the ER Conclusion, trimming “like smoke and dust”, “or polluted indoor air” and “use” to stay within 70 words.
Issues 10/30/2026 03:27
- 2.6 — Imperative in monitoring target: The marker 5 target at line 661 reads “No established target; track change from own baseline”, an imperative that addresses the reader directly (carried from the ER table wording).
Fixes 10/30/2026 03:27
- 2.6 — Imperative in monitoring target: Changed marker 5 target from “No established target; track change from own baseline” to “No established target; change from own baseline”.
Issues 10/30/2026 03:22
- 7.2 — Lede drops a main risk: Line 439 says “main risks come from add-on features and fan noise”, leaving out the third main risk the ER Conclusion names (line 417): an unexplained signal of more early births in one pregnancy trial.
Fixes 10/30/2026 03:22
- 7.2 — Lede drops a main risk: Rewrote the lede risk sentence from “main risks come from add-on features and fan noise” to “Main risks: add-on features, fan noise and one pregnancy trial’s unexplained early-birth signal”. Earlier sentences were tightened so the lede stays at 69 words.
Issues 10/30/2026 03:18
- 1.3 — Hedge dropped in Monitoring: marker_3_why at line 642 reads “Inflammation marker shift”, dropping the ER’s “modest” from “Expected to change: modest inflammation marker shift”.
- 9.5 — Mechanism clause in theoretical item: The antihypertensive item at line 568 carries the ER mechanism “additive blood pressure lowering” rather than its consequence “slightly lower home readings”.
Fixes 10/30/2026 03:18
- 1.3 — Hedge restored in Monitoring: Changed marker_3_why from “Inflammation marker shift” to “Modest inflammation marker shift”, matching the ER.
- 9.5 — Consequence replaces mechanism clause: Changed the antihypertensive theoretical item from “additive blood pressure lowering” to the ER consequence “slightly lower home readings”.
Issues 10/30/2026 03:14
- 4.3 — Marker example list dropped: marker_5_name at line 658 reads “COPD or asthma symptom score”, dropping every example from the ER’s parenthetical “(COPD Assessment Test, SGRQ, or Asthma Control Questionnaire)” instead of keeping at least one.
Fixes 10/30/2026 03:14
- 4.3 — Marker example list restored: Changed marker_5_name from “COPD or asthma symptom score” to “COPD or asthma symptom score (COPD Assessment Test or Asthma Control Questionnaire)”, keeping the ER’s own examples.