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extract: 2021-02-00-mckinsey-facility-to-home-265-billion-shift #851

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leo commented 2026-03-15 15:13:58 +00:00
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leo added 1 commit 2026-03-15 15:13:59 +00:00 
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m3taversal commented 2026-03-15 15:14:28 +00:00
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Validation: FAIL — 2/49 claims pass

[FAIL] ai-alignment/AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency.md

  • no_frontmatter

[FAIL] ai-alignment/AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium.md

  • no_frontmatter

[FAIL] ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md

  • no_frontmatter

[FAIL] ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md

  • no_frontmatter

[FAIL] entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md

  • no_frontmatter

[FAIL] entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md

  • no_frontmatter

[FAIL] entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md

  • no_frontmatter

[FAIL] entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md

  • no_frontmatter

[FAIL] entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md

  • no_frontmatter

[FAIL] entertainment/creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers.md

  • no_frontmatter

[FAIL] entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md

  • no_frontmatter

[FAIL] entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md

  • no_frontmatter

[FAIL] entertainment/entertainment.md

  • no_frontmatter

[FAIL] entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md

  • no_frontmatter

[FAIL] entertainment/gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance.md

  • no_frontmatter

[FAIL] entertainment/human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant.md

  • no_frontmatter

[FAIL] entertainment/in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models.md

  • no_frontmatter

[FAIL] entertainment/the-advertiser-consumer-ai-perception-gap-is-a-widening-structural-misalignment-not-a-temporal-communications-lag.md

  • no_frontmatter

[FAIL] health/caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md

  • no_frontmatter

[FAIL] health/family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population.md

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[pass] health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md

[FAIL] health/pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md

  • no_frontmatter

[FAIL] health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md

  • no_frontmatter

[pass] health/remote-patient-monitoring-adoption-requires-ai-middleware-because-continuous-data-volume-exceeds-clinician-review-capacity.md

[FAIL] health/unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models.md

  • no_frontmatter

[FAIL] internet-finance/areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue.md

  • no_frontmatter

[FAIL] internet-finance/areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens.md

  • no_frontmatter

[FAIL] internet-finance/areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments.md

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[FAIL] internet-finance/consumer-crypto-adoption-requires-apps-optimized-for-earning-and-belonging-not-speculation.md

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[FAIL] internet-finance/defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff.md

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[FAIL] internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md

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[FAIL] internet-finance/futarchy-can-override-its-own-prior-decisions-when-new-evidence-emerges-because-conditional-markets-re-evaluate-proposals-against-current-information-not-historical-commitments.md

  • no_frontmatter

[FAIL] internet-finance/futarchy-enables-conditional-ownership-coins.md

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[FAIL] internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md

  • no_frontmatter

[FAIL] internet-finance/futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously.md

  • no_frontmatter

[FAIL] internet-finance/futardio-cult-raised-11-4-million-in-one-day-through-futarchy-governed-meme-coin-launch.md

  • no_frontmatter

[FAIL] internet-finance/house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient.md

  • no_frontmatter

[FAIL] internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md

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[FAIL] internet-finance/internet-capital-markets-compress-fundraising-timelines.md

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[FAIL] internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md

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[FAIL] internet-finance/performance-unlocked-team-tokens-with-price-multiple-triggers-and-twap-settlement-create-long-term-alignment-without-initial-dilution.md

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[FAIL] internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md

  • no_frontmatter

[FAIL] internet-finance/protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select.md

  • no_frontmatter

[FAIL] internet-finance/sanctum-wonder-mobile-app-proposal-failed-futarchy-vote-march-2025.md

  • no_frontmatter

[FAIL] internet-finance/seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation.md

  • no_frontmatter

[FAIL] internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md

  • no_frontmatter

[FAIL] internet-finance/tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise.md

  • no_frontmatter

[FAIL] space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md

  • no_frontmatter

[FAIL] space-development/varda-vertical-integration-reduces-space-manufacturing-access-costs.md

  • no_frontmatter

Fix the violations above and push to trigger re-validation.
LLM review will run after all mechanical checks pass.

tier0-gate v2 | 2026-03-15 15:14 UTC

<!-- TIER0-VALIDATION:9337970c3f698c22f704aefd6b46b3c15576aa25 --> **Validation: FAIL** — 2/49 claims pass **[FAIL]** `ai-alignment/AI-companion-apps-correlate-with-increased-loneliness-creating-systemic-risk-through-parasocial-dependency.md` - no_frontmatter **[FAIL]** `ai-alignment/AI-generated-persuasive-content-matches-human-effectiveness-at-belief-change-eliminating-the-authenticity-premium.md` - no_frontmatter **[FAIL]** `ai-alignment/AI-models-distinguish-testing-from-deployment-environments-providing-empirical-evidence-for-deceptive-alignment-concerns.md` - no_frontmatter **[FAIL]** `ai-alignment/pre-deployment-AI-evaluations-do-not-predict-real-world-risk-creating-institutional-governance-built-on-unreliable-foundations.md` - no_frontmatter **[FAIL]** `entertainment/beast-industries-5b-valuation-prices-content-as-loss-leader-model-at-enterprise-scale.md` - no_frontmatter **[FAIL]** `entertainment/community-owned-IP-has-structural-advantage-in-human-made-premium-because-provenance-is-inherent-and-legible.md` - no_frontmatter **[FAIL]** `entertainment/consumer-rejection-of-ai-generated-ads-intensifies-as-ai-quality-improves-disproving-the-exposure-leads-to-acceptance-hypothesis.md` - no_frontmatter **[FAIL]** `entertainment/creator-brand-partnerships-shifting-from-transactional-campaigns-to-long-term-joint-ventures-with-shared-formats-audiences-and-revenue.md` - no_frontmatter **[FAIL]** `entertainment/creator-owned-direct-subscription-platforms-produce-qualitatively-different-audience-relationships-than-algorithmic-social-platforms-because-subscribers-choose-deliberately.md` - no_frontmatter **[FAIL]** `entertainment/creator-owned-streaming-infrastructure-has-reached-commercial-scale-with-430M-annual-creator-revenue-across-13M-subscribers.md` - no_frontmatter **[FAIL]** `entertainment/creator-world-building-converts-viewers-into-returning-communities-by-creating-belonging-audiences-can-recognize-participate-in-and-return-to.md` - no_frontmatter **[FAIL]** `entertainment/creators-became-primary-distribution-layer-for-under-35-news-consumption-by-2025-surpassing-traditional-channels.md` - no_frontmatter **[FAIL]** `entertainment/entertainment.md` - no_frontmatter **[FAIL]** `entertainment/established-creators-generate-more-revenue-from-owned-streaming-subscriptions-than-from-equivalent-social-platform-ad-revenue.md` - no_frontmatter **[FAIL]** `entertainment/gen-z-hostility-to-ai-generated-advertising-is-stronger-than-millennials-and-widening-making-gen-z-a-negative-leading-indicator-for-ai-content-acceptance.md` - no_frontmatter **[FAIL]** `entertainment/human-made-is-becoming-a-premium-label-analogous-to-organic-as-AI-generated-content-becomes-dominant.md` - no_frontmatter **[FAIL]** `entertainment/in-game-creators-represent-alternative-distribution-ecosystems-outside-traditional-media-and-platform-creator-models.md` - no_frontmatter **[FAIL]** `entertainment/the-advertiser-consumer-ai-perception-gap-is-a-widening-structural-misalignment-not-a-temporal-communications-lag.md` - no_frontmatter **[FAIL]** `health/caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md` - no_frontmatter **[FAIL]** `health/family-caregiving-functions-as-poverty-transmission-mechanism-forcing-debt-savings-depletion-and-food-insecurity-on-working-age-population.md` - no_frontmatter **[pass]** `health/home-based-care-could-capture-265-billion-in-medicare-spending-by-2025-through-hospital-at-home-remote-monitoring-and-post-acute-shift.md` **[FAIL]** `health/pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md` - no_frontmatter **[FAIL]** `health/pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md` - no_frontmatter **[pass]** `health/remote-patient-monitoring-adoption-requires-ai-middleware-because-continuous-data-volume-exceeds-clinician-review-capacity.md` **[FAIL]** `health/unpaid-family-caregiving-provides-870-billion-annually-representing-16-percent-of-total-us-health-economy-invisible-to-policy-models.md` - no_frontmatter **[FAIL]** `internet-finance/areal-demonstrates-rwa-tokenization-with-vehicle-pilot-achieving-26-percent-apy-through-carsharing-revenue.md` - no_frontmatter **[FAIL]** `internet-finance/areal-proposes-unified-rwa-liquidity-through-index-token-aggregating-yield-across-project-tokens.md` - no_frontmatter **[FAIL]** `internet-finance/areal-targets-smb-rwa-tokenization-as-underserved-market-versus-equity-and-large-financial-instruments.md` - no_frontmatter **[FAIL]** `internet-finance/consumer-crypto-adoption-requires-apps-optimized-for-earning-and-belonging-not-speculation.md` - no_frontmatter **[FAIL]** `internet-finance/defi-insurance-hybrid-claims-assessment-routes-clear-exploits-to-automation-and-ambiguous-disputes-to-governance-resolving-the-speed-fairness-tradeoff.md` - no_frontmatter **[FAIL]** `internet-finance/domain-expertise-loses-to-trading-skill-in-futarchy-markets-because-prediction-accuracy-requires-calibration-not-just-knowledge.md` - no_frontmatter **[FAIL]** `internet-finance/futarchy-can-override-its-own-prior-decisions-when-new-evidence-emerges-because-conditional-markets-re-evaluate-proposals-against-current-information-not-historical-commitments.md` - no_frontmatter **[FAIL]** `internet-finance/futarchy-enables-conditional-ownership-coins.md` - no_frontmatter **[FAIL]** `internet-finance/futarchy-excels-at-relative-selection-but-fails-at-absolute-prediction-because-ordinal-ranking-works-while-cardinal-estimation-requires-calibration.md` - no_frontmatter **[FAIL]** `internet-finance/futarchy-variance-creates-portfolio-problem-because-mechanism-selects-both-top-performers-and-worst-performers-simultaneously.md` - no_frontmatter **[FAIL]** `internet-finance/futardio-cult-raised-11-4-million-in-one-day-through-futarchy-governed-meme-coin-launch.md` - no_frontmatter **[FAIL]** `internet-finance/house-mode-betting-addresses-prediction-market-cold-start-by-letting-protocol-take-counterparty-risk-when-player-liquidity-is-insufficient.md` - no_frontmatter **[FAIL]** `internet-finance/house-mode-betting-against-protocol-enables-prediction-markets-to-function-with-uneven-liquidity-by-having-the-platform-take-counterparty-risk.md` - no_frontmatter **[FAIL]** `internet-finance/internet-capital-markets-compress-fundraising-timelines.md` - no_frontmatter **[FAIL]** `internet-finance/myco-realms-demonstrates-futarchy-governed-physical-infrastructure-through-125k-mushroom-farm-raise-with-market-controlled-capex-deployment.md` - no_frontmatter **[FAIL]** `internet-finance/performance-unlocked-team-tokens-with-price-multiple-triggers-and-twap-settlement-create-long-term-alignment-without-initial-dilution.md` - no_frontmatter **[FAIL]** `internet-finance/play-money-futarchy-attracts-participation-but-produces-uncalibrated-predictions-because-absence-of-downside-risk-removes-selection-pressure.md` - no_frontmatter **[FAIL]** `internet-finance/protocol-specific-first-loss-staking-creates-stronger-defi-insurance-underwriting-incentives-than-socialized-coverage-pools-because-stakers-bear-concentrated-losses-on-protocols-they-select.md` - no_frontmatter **[FAIL]** `internet-finance/sanctum-wonder-mobile-app-proposal-failed-futarchy-vote-march-2025.md` - no_frontmatter **[FAIL]** `internet-finance/seyf-demonstrates-intent-based-wallet-architecture-where-natural-language-replaces-manual-defi-navigation.md` - no_frontmatter **[FAIL]** `internet-finance/tridash-implements-60-second-prediction-markets-as-multiplayer-game-mechanics-compressing-resolution-time-from-days-to-seconds.md` - no_frontmatter **[FAIL]** `internet-finance/tridash-tests-whether-60-second-prediction-market-resolution-enables-faster-feedback-or-primarily-measures-price-noise.md` - no_frontmatter **[FAIL]** `space-development/varda-space-biologics-development-blurs-three-tier-manufacturing-sequence.md` - no_frontmatter **[FAIL]** `space-development/varda-vertical-integration-reduces-space-manufacturing-access-costs.md` - no_frontmatter --- Fix the violations above and push to trigger re-validation. LLM review will run after all mechanical checks pass. *tier0-gate v2 | 2026-03-15 15:14 UTC*
leo commented 2026-03-15 15:14:59 +00:00
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Eval started — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), rio (domain-peer, sonnet) *teleo-eval-orchestrator v2*
leo commented 2026-03-15 15:17:02 +00:00
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Leo Cross-Domain Review — PR #851

Branch: extract/2021-02-00-mckinsey-facility-to-home-265-billion-shift

Scope

  • 2 new claims in domains/health/
  • 4 enrichments to existing health claims (AI middleware, continuous monitoring, atoms-to-bits, attractor state)
  • 1 source archive updated (inbox/archive/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md)
  • ~165 files modified with mass wiki-link bracket removal (Topics sections, Source references, some Relevant Notes links)

Issues

1. Semantic duplicate — request changes

"Remote patient monitoring adoption requires AI middleware because continuous data volume exceeds clinician review capacity" is a semantic duplicate of the existing claim "AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review."

Same thesis (RPM data volume requires AI middleware), same mechanism (continuous data exceeds clinician capacity), same evidence (71M RPM users, CAGR numbers). The new claim adds no insight the existing one doesn't already cover — especially since the existing claim also received an enrichment in this same PR adding the McKinsey RPM market data. The enrichment already does the job. The standalone claim is redundant.

Action: Drop the new file. The enrichment to the existing AI middleware claim is sufficient.

2. Mass reformatting bundled into extraction PR

165 files had wiki-link brackets stripped from Topics sections, Source references, and some Relevant Notes links. This is a formatting normalization change — not inherently wrong, but:

  • It doesn't belong in an extraction PR. It makes the diff unreadable and obscures the actual extraction work.
  • The bracket removal is inconsistent — some wiki links in the same files retain brackets (e.g., in the atoms-to-bits claim, [[continuous health monitoring...]] keeps brackets while Devoted Health proves that... loses them). This creates an inconsistent state that's worse than either convention applied uniformly.
  • Some of the removed brackets were on Relevant Notes links that should be wiki links (e.g., [[Devoted Health proves that optimizing...]] → plain text). Relevant Notes links are graph edges — removing brackets breaks the semantic graph.

Action: Split the reformatting into a separate PR if it's intentional policy. If it's an extraction tool artifact, fix the tool. Either way, revert the mass changes from this PR.

3. The $265B claim — passes with a note

"Home-based care could capture $265 billion in Medicare spending by 2025 through hospital-at-home, remote monitoring, and post-acute shift" is well-constructed. Good evidence density, proper frontmatter, clear wiki links to existing claims. Two notes:

  • Temporal awkwardness: The McKinsey source is from 2021, projecting to 2025. We're now in 2026. The claim title says "could capture... by 2025" — that's a past-tense projection now. The body doesn't address whether this actually materialized. At minimum, the description or body should acknowledge this is a 2021 projection whose outcome window has passed, and flag whether validation evidence exists.
  • Confidence: Rated likely based on a single consulting firm's projection. McKinsey market sizing is directionally useful but notoriously imprecise on magnitude. likely is defensible given the multiple evidence lines (Johns Hopkins data, RPM market growth, patient preference surveys), but the $265B specific number should be treated as order-of-magnitude, not precise.

4. Enrichments — good

The four enrichments to existing claims are well-targeted and add genuine evidence from the McKinsey source. The attractor state enrichment is particularly good — it connects the physical care site dimension (home vs. facility) to the existing payment + technology framework, creating a three-layer model that's more complete.

5. Source archive — correct

Archive updated properly: status: processed, processed_by: vida, claims and enrichments listed, extraction notes present.

Cross-domain connections worth noting

The home-based care claim has an underexplored connection to the caregiver workforce crisis claim (caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md). If facilities are closing due to workforce shortages, the facility-to-home shift isn't just a cost optimization — it's a forced migration. That strengthens the claim but changes its character from "opportunity" to "necessity." Worth a wiki link.

The RPM + AI middleware stack also connects to Vida's PACE claims — PACE's community-based delivery model is essentially a precursor to the home-based care infrastructure described here, but PACE achieves it through integrated staffing rather than technology. The contrast is instructive.

Verdict: request_changes
Model: opus
Summary: One good new claim (home-based care $265B), one semantic duplicate to drop (RPM/AI middleware), four solid enrichments, and a mass reformatting change that should be split into its own PR. Fix the duplicate, acknowledge the temporal issue on the $265B projection, and separate the bracket-removal changes.

# Leo Cross-Domain Review — PR #851 **Branch:** `extract/2021-02-00-mckinsey-facility-to-home-265-billion-shift` ## Scope - **2 new claims** in `domains/health/` - **4 enrichments** to existing health claims (AI middleware, continuous monitoring, atoms-to-bits, attractor state) - **1 source archive** updated (`inbox/archive/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md`) - **~165 files modified** with mass wiki-link bracket removal (Topics sections, Source references, some Relevant Notes links) ## Issues ### 1. Semantic duplicate — request changes **"Remote patient monitoring adoption requires AI middleware because continuous data volume exceeds clinician review capacity"** is a semantic duplicate of the existing claim **"AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review."** Same thesis (RPM data volume requires AI middleware), same mechanism (continuous data exceeds clinician capacity), same evidence (71M RPM users, CAGR numbers). The new claim adds no insight the existing one doesn't already cover — especially since the existing claim also received an enrichment in this same PR adding the McKinsey RPM market data. The enrichment already does the job. The standalone claim is redundant. **Action:** Drop the new file. The enrichment to the existing AI middleware claim is sufficient. ### 2. Mass reformatting bundled into extraction PR 165 files had wiki-link brackets stripped from Topics sections, Source references, and some Relevant Notes links. This is a formatting normalization change — not inherently wrong, but: - It doesn't belong in an extraction PR. It makes the diff unreadable and obscures the actual extraction work. - The bracket removal is **inconsistent** — some wiki links in the same files retain brackets (e.g., in the atoms-to-bits claim, `[[continuous health monitoring...]]` keeps brackets while `Devoted Health proves that...` loses them). This creates an inconsistent state that's worse than either convention applied uniformly. - Some of the removed brackets were on Relevant Notes links that *should* be wiki links (e.g., `[[Devoted Health proves that optimizing...]]` → plain text). Relevant Notes links are graph edges — removing brackets breaks the semantic graph. **Action:** Split the reformatting into a separate PR if it's intentional policy. If it's an extraction tool artifact, fix the tool. Either way, revert the mass changes from this PR. ### 3. The $265B claim — passes with a note **"Home-based care could capture $265 billion in Medicare spending by 2025 through hospital-at-home, remote monitoring, and post-acute shift"** is well-constructed. Good evidence density, proper frontmatter, clear wiki links to existing claims. Two notes: - **Temporal awkwardness:** The McKinsey source is from 2021, projecting to 2025. We're now in 2026. The claim title says "could capture... by 2025" — that's a past-tense projection now. The body doesn't address whether this actually materialized. At minimum, the description or body should acknowledge this is a 2021 projection whose outcome window has passed, and flag whether validation evidence exists. - **Confidence:** Rated `likely` based on a single consulting firm's projection. McKinsey market sizing is directionally useful but notoriously imprecise on magnitude. `likely` is defensible given the multiple evidence lines (Johns Hopkins data, RPM market growth, patient preference surveys), but the $265B specific number should be treated as order-of-magnitude, not precise. ### 4. Enrichments — good The four enrichments to existing claims are well-targeted and add genuine evidence from the McKinsey source. The attractor state enrichment is particularly good — it connects the physical care site dimension (home vs. facility) to the existing payment + technology framework, creating a three-layer model that's more complete. ### 5. Source archive — correct Archive updated properly: `status: processed`, `processed_by: vida`, claims and enrichments listed, extraction notes present. ## Cross-domain connections worth noting The home-based care claim has an underexplored connection to the **caregiver workforce crisis** claim (`caregiver-workforce-crisis-shows-all-50-states-experiencing-shortages-with-43-states-reporting-facility-closures-signaling-care-infrastructure-collapse.md`). If facilities are closing due to workforce shortages, the facility-to-home shift isn't just a cost optimization — it's a forced migration. That strengthens the claim but changes its character from "opportunity" to "necessity." Worth a wiki link. The RPM + AI middleware stack also connects to Vida's **PACE claims** — PACE's community-based delivery model is essentially a precursor to the home-based care infrastructure described here, but PACE achieves it through integrated staffing rather than technology. The contrast is instructive. --- **Verdict:** request_changes **Model:** opus **Summary:** One good new claim (home-based care $265B), one semantic duplicate to drop (RPM/AI middleware), four solid enrichments, and a mass reformatting change that should be split into its own PR. Fix the duplicate, acknowledge the temporal issue on the $265B projection, and separate the bracket-removal changes. <!-- VERDICT:LEO:REQUEST_CHANGES -->
rio commented 2026-03-15 15:17:34 +00:00
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Rio Domain Peer Review — PR #851

McKinsey Facility-to-Home $265B Shift Extraction

What this PR does

Two new health claims extracted from a 2021 McKinsey report, four enrichments to existing health claims, and widespread minor formatting cleanup (removing [[Source: ...]] wiki-link notation from source fields in Additional Evidence blocks across 160+ files).

Issues worth flagging

1. The 2025 projections are now testable — and the claims don't acknowledge this

Both new claims cite McKinsey 2021 projections with explicit 2025 targets: "$265B in Medicare spending by 2025," "71M Americans expected to use RPM by 2025." We are in March 2026. These are no longer forward projections — they are testable claims about events that should have occurred.

The claims treat them as predictive evidence without noting that the targets have passed. If the 2025 numbers materialized, the evidence gets stronger. If they didn't, confidence: likely needs review. This is the primary confidence calibration concern: a 2021 projection citing 2025 as its target, presented in 2026 without verification, is weakly grounded evidence at best and potentially stale evidence at worst.

The home-based-care claim should either verify the 2025 actuals or explicitly acknowledge these are unverified projections from a report whose target date has passed. The RPM market numbers ($29B → $138B through 2033) are long-term and fine; the 2025-specific numbers are the problem.

2. Near-duplicate: the new RPM-middleware claim substantially overlaps an existing claim

The new claim "Remote patient monitoring adoption requires AI middleware because continuous data volume exceeds clinician review capacity" and the existing "AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review" make the same core argument. The difference:

  • Existing: wearable-to-EHR architecture, Mayo/Apple Watch evidence, FHIR interoperability
  • New: RPM market scale data (71M users, 27.5% vs 19% CAGR differential), home healthcare segment

The new claim's contribution is primarily quantitative scale — it adds McKinsey market numbers to support what's already in the KB. The McKinsey evidence belongs as an enrichment on the existing claim, not as a standalone claim. The new claim doesn't argue something the KB can't already conclude from the existing claim plus the enrichment that was also added to it.

One test: can you disagree with the new claim while agreeing with the existing one? Arguably not — they make the same structural point with different evidence bases. The enrichment added to the existing claim in this same PR already captures most of what the new claim adds.

3. Inference from "AI grows faster than RPM" to "AI is not optional" is slightly overconfident

The claim argues: AI in RPM grows at 27.5% CAGR vs. RPM at 19% → "AI middleware layer is not optional infrastructure but the enabling technology." Faster market growth for the software layer is consistent with necessity, but also consistent with market enthusiasm outpacing actual deployment requirements. The existing claim is better grounded in mechanism (alert fatigue, data volume constraints). The likely confidence is appropriate overall, but "not optional" deserves a bit more hedging in the body text.

4. Wiki links removed from Relevant Notes in healthcares-defensible-layer enrichment

The enrichment to healthcares defensible layer... also removed [[wiki link]] formatting from several notes in the Relevant Notes section:

  • [[Devoted Health proves...]] → plain text
  • [[Devoted's atoms-plus-bits moat...]] → plain text
  • [[competitive advantage must be actively deepened...]] → plain text

These removals break graph traversal for those claims. The PR doesn't explain why. If these are intentional fixes (e.g., those claims don't exist as files), fine — but it should be stated. If they're accidental, the links should be restored.

What's strong

The home-based-care-265-billion claim is solid: specific, quantitative, well-evidenced, correctly scoped to Medicare and the 2021 McKinsey source. The mechanism argument (RPM + AI middleware + home workforce = 3-4x capacity without facilities) is clean and specific. The enrichments to the attractor state claim and the continuous monitoring claim genuinely extend those claims with a new dimension (care site as infrastructure layer).

The extraction note is honest: "The $265B number is well-known; the more extractable insight is the enabling technology stack." The executor executed on that correctly for the first new claim.

Cross-domain note (internet finance lens)

The $265B facility-to-home shift is structural disintermediation — hospitals as intermediaries, home as direct delivery, AI as the protocol layer that makes disintermediation viable without quality loss. This maps directly onto Rio's framework: the cost savings (19-30% at Johns Hopkins) represent intermediary rent being eliminated. The technology stack (RPM sensors + AI middleware) is the coordination infrastructure that enables the transition, analogous to smart contracts enabling DeFi. Worth flagging for KB connections if the health attractor state narrative ever needs to be connected to general disintermediation theory.

Verdict: request_changes
Model: sonnet
Summary: The home-based-care-265-billion claim is strong and should merge. The second new claim (remote-patient-monitoring-adoption...) is a near-duplicate of an existing claim — its evidence should be absorbed into the existing claim as an enrichment (which this PR also adds). Both claims should acknowledge that 2025-target projections from a 2021 report are now testable and unverified as of March 2026. Removed wiki links in healthcares-defensible-layer Relevant Notes should be clarified as intentional or restored.

# Rio Domain Peer Review — PR #851 ## McKinsey Facility-to-Home $265B Shift Extraction --- ### What this PR does Two new health claims extracted from a 2021 McKinsey report, four enrichments to existing health claims, and widespread minor formatting cleanup (removing `[[Source: ...]]` wiki-link notation from source fields in Additional Evidence blocks across 160+ files). --- ### Issues worth flagging **1. The 2025 projections are now testable — and the claims don't acknowledge this** Both new claims cite McKinsey 2021 projections with explicit 2025 targets: "$265B in Medicare spending by 2025," "71M Americans expected to use RPM by 2025." We are in March 2026. These are no longer forward projections — they are testable claims about events that should have occurred. The claims treat them as predictive evidence without noting that the targets have passed. If the 2025 numbers materialized, the evidence gets stronger. If they didn't, `confidence: likely` needs review. This is the primary confidence calibration concern: a 2021 projection citing 2025 as its target, presented in 2026 without verification, is weakly grounded evidence at best and potentially stale evidence at worst. The `home-based-care` claim should either verify the 2025 actuals or explicitly acknowledge these are unverified projections from a report whose target date has passed. The RPM market numbers ($29B → $138B through 2033) are long-term and fine; the 2025-specific numbers are the problem. **2. Near-duplicate: the new RPM-middleware claim substantially overlaps an existing claim** The new claim "Remote patient monitoring adoption requires AI middleware because continuous data volume exceeds clinician review capacity" and the existing "AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review" make the same core argument. The difference: - Existing: wearable-to-EHR architecture, Mayo/Apple Watch evidence, FHIR interoperability - New: RPM market scale data (71M users, 27.5% vs 19% CAGR differential), home healthcare segment The new claim's contribution is primarily quantitative scale — it adds McKinsey market numbers to support what's already in the KB. The McKinsey evidence belongs as an enrichment on the existing claim, not as a standalone claim. The new claim doesn't argue something the KB can't already conclude from the existing claim plus the enrichment that was also added to it. One test: can you disagree with the new claim while agreeing with the existing one? Arguably not — they make the same structural point with different evidence bases. The enrichment added to the existing claim in this same PR already captures most of what the new claim adds. **3. Inference from "AI grows faster than RPM" to "AI is not optional" is slightly overconfident** The claim argues: AI in RPM grows at 27.5% CAGR vs. RPM at 19% → "AI middleware layer is not optional infrastructure but the enabling technology." Faster market growth for the software layer is consistent with necessity, but also consistent with market enthusiasm outpacing actual deployment requirements. The existing claim is better grounded in mechanism (alert fatigue, data volume constraints). The `likely` confidence is appropriate overall, but "not optional" deserves a bit more hedging in the body text. **4. Wiki links removed from Relevant Notes in healthcares-defensible-layer enrichment** The enrichment to `healthcares defensible layer...` also removed `[[wiki link]]` formatting from several notes in the Relevant Notes section: - `[[Devoted Health proves...]]` → plain text - `[[Devoted's atoms-plus-bits moat...]]` → plain text - `[[competitive advantage must be actively deepened...]]` → plain text These removals break graph traversal for those claims. The PR doesn't explain why. If these are intentional fixes (e.g., those claims don't exist as files), fine — but it should be stated. If they're accidental, the links should be restored. --- ### What's strong The `home-based-care-265-billion` claim is solid: specific, quantitative, well-evidenced, correctly scoped to Medicare and the 2021 McKinsey source. The mechanism argument (RPM + AI middleware + home workforce = 3-4x capacity without facilities) is clean and specific. The enrichments to the attractor state claim and the continuous monitoring claim genuinely extend those claims with a new dimension (care site as infrastructure layer). The extraction note is honest: "The $265B number is well-known; the more extractable insight is the enabling technology stack." The executor executed on that correctly for the first new claim. --- ### Cross-domain note (internet finance lens) The $265B facility-to-home shift is structural disintermediation — hospitals as intermediaries, home as direct delivery, AI as the protocol layer that makes disintermediation viable without quality loss. This maps directly onto Rio's framework: the cost savings (19-30% at Johns Hopkins) represent intermediary rent being eliminated. The technology stack (RPM sensors + AI middleware) is the coordination infrastructure that enables the transition, analogous to smart contracts enabling DeFi. Worth flagging for KB connections if the health attractor state narrative ever needs to be connected to general disintermediation theory. --- **Verdict:** request_changes **Model:** sonnet **Summary:** The `home-based-care-265-billion` claim is strong and should merge. The second new claim (`remote-patient-monitoring-adoption...`) is a near-duplicate of an existing claim — its evidence should be absorbed into the existing claim as an enrichment (which this PR also adds). Both claims should acknowledge that 2025-target projections from a 2021 report are now testable and unverified as of March 2026. Removed wiki links in healthcares-defensible-layer Relevant Notes should be clarified as intentional or restored. <!-- VERDICT:RIO:REQUEST_CHANGES -->
leo commented 2026-03-15 15:17:35 +00:00
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Changes requested by leo(cross-domain), rio(domain-peer). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by leo(cross-domain), rio(domain-peer). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*
m3taversal closed this pull request 2026-03-15 15:51:22 +00:00

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Reference: teleo/teleo-codex#851
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