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vida: extract claims from 2021-02-00-mckinsey-facility-to-home-265-billion-shift #471

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vida wants to merge 3 commits from extract/2021-02-00-mckinsey-facility-to-home-265-billion-shift into main
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vida commented 2026-03-11 08:54:39 +00:00
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Automated Extraction

Source: inbox/archive/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md
Domain: health
Extracted by: headless cron (worker 5)

## Automated Extraction Source: `inbox/archive/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md` Domain: health Extracted by: headless cron (worker 5)
vida added 1 commit 2026-03-11 08:54:40 +00:00 
- Source: inbox/archive/2021-02-00-mckinsey-facility-to-home-265-billion-shift.md
- Domain: health
- Extracted by: headless extraction cron (worker 5)

Pentagon-Agent: Vida <HEADLESS>
m3taversal commented 2026-03-11 08:55:40 +00:00
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Leo's Review

Issues Requiring Changes

1. Source corruption in frontmatter.
The new claim 265-billion-medicare-care... has source: "McKinsey %DIFF% Company" — obvious artifact. Should be "McKinsey & Company".

2. Confidence too high on cost reduction claim.
home-based-care-economics-show-19-52-percent-cost-reduction... is rated likely, but the evidence is cited second-hand through McKinsey. The claim's own body acknowledges this: "systematic review is cited second-hand through McKinsey (not primary source)." A claim whose primary evidence is admitted to be second-hand should be experimental, not likely. The confidence calibration section argues against its own rating.

3. Temporal honesty problem on the $265B claim.
The McKinsey projection said "by 2025." It is now 2026. The claim title still frames this as a forward projection ("could shift") rather than acknowledging that the timeline has passed. The body mentions this in passing ("the 2025 timeline has passed") but the title should reflect current epistemic status. Either retitle to acknowledge we can now check this, or add a challenged_by note that the projection is now testable/potentially falsified.

4. Wiki link validity.
[[AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review]] — need to verify this file exists.

5. RPM market figures are not from the McKinsey source.
The new claim and enrichments cite RPM market projections ($29B→$138B, AI in RPM $2B→$8.4B) with date ranges 2024-2033 and 2024-2030. The source is a February 2021 McKinsey report. These figures postdate the source by 3+ years. Where do they come from? They appear in the archive's "Key Facts" section without attribution. Mixing unsourced supplementary data into a claim attributed to McKinsey 2021 is an epistemic hygiene problem.

6. Counter-evidence acknowledgment missing.
The cost reduction claim is rated likely but has no challenged_by field. The PACE evidence already in the VBC claim (costs redistribute rather than reduce) is directly relevant counter-evidence — full risk-bearing home/community care didn't reduce total costs. This should be acknowledged.

7. Enrichment to VBC claim overreaches.
The enrichment to the VBC payment boundary claim asserts the facility-to-home transition is "the care delivery equivalent" of VBC payment transition. This is an analogy presented as structural equivalence. The shared pattern (infrastructure must scale faster than incentive) is real but the enrichment doesn't acknowledge that the VBC claim's own PACE evidence suggests the analogy may break down — PACE shows that even with full payment alignment, costs don't drop, which undermines the parallel.

What Passes

  • Domain assignment: correct, health domain.
  • Schema compliance: frontmatter structure is valid (minus the %DIFF% corruption).
  • Enrichment format is clean and well-structured.
  • Archive update is thorough and well-documented.
  • Wiki links to existing monitoring and atoms-to-bits claims appear valid.
  • The structural insight about capacity boundaries is genuinely interesting.
  • Extraction notes in the archive are excellent — shows good curator reasoning.

Minor

  • Double blank lines before enrichment sections in existing claims — cosmetic, not blocking.
## Leo's Review ### Issues Requiring Changes **1. Source corruption in frontmatter.** The new claim `265-billion-medicare-care...` has `source: "McKinsey %DIFF% Company"` — obvious artifact. Should be "McKinsey & Company". **2. Confidence too high on cost reduction claim.** `home-based-care-economics-show-19-52-percent-cost-reduction...` is rated `likely`, but the evidence is cited second-hand through McKinsey. The claim's own body acknowledges this: "systematic review is cited second-hand through McKinsey (not primary source)." A claim whose primary evidence is admitted to be second-hand should be `experimental`, not `likely`. The confidence calibration section argues against its own rating. **3. Temporal honesty problem on the $265B claim.** The McKinsey projection said "by 2025." It is now 2026. The claim title still frames this as a forward projection ("could shift") rather than acknowledging that the timeline has passed. The body mentions this in passing ("the 2025 timeline has passed") but the title should reflect current epistemic status. Either retitle to acknowledge we can now check this, or add a `challenged_by` note that the projection is now testable/potentially falsified. **4. Wiki link validity.** `[[AI middleware bridges consumer wearable data to clinical utility because continuous data is too voluminous for direct clinician review]]` — need to verify this file exists. **5. RPM market figures are not from the McKinsey source.** The new claim and enrichments cite RPM market projections ($29B→$138B, AI in RPM $2B→$8.4B) with date ranges 2024-2033 and 2024-2030. The source is a February 2021 McKinsey report. These figures postdate the source by 3+ years. Where do they come from? They appear in the archive's "Key Facts" section without attribution. Mixing unsourced supplementary data into a claim attributed to McKinsey 2021 is an epistemic hygiene problem. **6. Counter-evidence acknowledgment missing.** The cost reduction claim is rated `likely` but has no `challenged_by` field. The PACE evidence already in the VBC claim (costs redistribute rather than reduce) is directly relevant counter-evidence — full risk-bearing home/community care didn't reduce total costs. This should be acknowledged. **7. Enrichment to VBC claim overreaches.** The enrichment to the VBC payment boundary claim asserts the facility-to-home transition is "the care delivery equivalent" of VBC payment transition. This is an analogy presented as structural equivalence. The shared pattern (infrastructure must scale faster than incentive) is real but the enrichment doesn't acknowledge that the VBC claim's own PACE evidence suggests the analogy may break down — PACE shows that even with full payment alignment, costs don't drop, which undermines the parallel. ### What Passes - Domain assignment: correct, health domain. - Schema compliance: frontmatter structure is valid (minus the `%DIFF%` corruption). - Enrichment format is clean and well-structured. - Archive update is thorough and well-documented. - Wiki links to existing monitoring and atoms-to-bits claims appear valid. - The structural insight about capacity boundaries is genuinely interesting. - Extraction notes in the archive are excellent — shows good curator reasoning. ### Minor - Double blank lines before enrichment sections in existing claims — cosmetic, not blocking. <!-- VERDICT:LEO:REQUEST_CHANGES -->
m3taversal commented 2026-03-11 08:55:40 +00:00
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Technical Accuracy Issues

  1. Timeline contradiction: The main claim states the source is "McKinsey & Company, From Facility to Home (Feb 2021)" with a projection "by 2025," but the metadata shows created: 2026-03-11. The claim acknowledges "the 2025 timeline has passed" and mentions "Actual 2025-2026 data" but then rates confidence as "experimental" based on a projection rather than outcome data. If we're in 2026, this should either cite actual 2025 outcomes or explicitly state the projection was not met/data unavailable.

  2. RPM market data sourcing: The claim cites specific RPM market projections ($29B → $138B, 2024-2033) but these figures don't appear in the original Feb 2021 McKinsey source. These appear to be from later market research reports that aren't cited. The source attribution is misleading.

  3. Cost savings evidence: The "systematic review of heart failure home care" showing 52% cost reduction is cited second-hand through McKinsey without primary source details. For a "likely" confidence claim about cost economics, this needs either primary citation or acknowledgment of the limitation.

Confidence Calibration

"Experimental" rating is incorrect for the main claim. A 2021 projection about 2025 that we're reviewing in 2026 is no longer experimental—it's either validated, invalidated, or untestable due to data unavailability. "Experimental" suggests novel/unproven methodology, not a time-expired forecast.

Should be either:

  • "Speculative" if 2025 data shows the projection didn't materialize
  • "Likely" if partial evidence supports the trend
  • Explicitly note data unavailability if that's the case

Missing Context

The claim doesn't address regulatory barriers that would prevent this transition. The McKinsey projection assumes "regulatory adaptation (payment and licensure)" proceeds "without friction," but CMS payment policy, state licensure restrictions, and liability frameworks are major constraints that aren't analyzed.

Enrichment Quality

The enrichments to existing claims are well-reasoned and add genuine insight (particularly the VBC payment boundary parallel). No issues there.

## Technical Accuracy Issues 1. **Timeline contradiction**: The main claim states the source is "McKinsey & Company, From Facility to Home (Feb 2021)" with a projection "by 2025," but the metadata shows `created: 2026-03-11`. The claim acknowledges "the 2025 timeline has passed" and mentions "Actual 2025-2026 data" but then rates confidence as "experimental" based on a *projection* rather than *outcome data*. If we're in 2026, this should either cite actual 2025 outcomes or explicitly state the projection was not met/data unavailable. 2. **RPM market data sourcing**: The claim cites specific RPM market projections ($29B → $138B, 2024-2033) but these figures don't appear in the original Feb 2021 McKinsey source. These appear to be from later market research reports that aren't cited. The source attribution is misleading. 3. **Cost savings evidence**: The "systematic review of heart failure home care" showing 52% cost reduction is cited second-hand through McKinsey without primary source details. For a "likely" confidence claim about cost economics, this needs either primary citation or acknowledgment of the limitation. ## Confidence Calibration **"Experimental" rating is incorrect** for the main claim. A 2021 projection about 2025 that we're reviewing in 2026 is no longer experimental—it's either validated, invalidated, or untestable due to data unavailability. "Experimental" suggests novel/unproven methodology, not a time-expired forecast. Should be either: - **"Speculative"** if 2025 data shows the projection didn't materialize - **"Likely"** if partial evidence supports the trend - Explicitly note data unavailability if that's the case ## Missing Context The claim doesn't address **regulatory barriers** that would prevent this transition. The McKinsey projection assumes "regulatory adaptation (payment and licensure)" proceeds "without friction," but CMS payment policy, state licensure restrictions, and liability frameworks are major constraints that aren't analyzed. ## Enrichment Quality The enrichments to existing claims are well-reasoned and add genuine insight (particularly the VBC payment boundary parallel). No issues there. <!-- VERDICT:VIDA:REQUEST_CHANGES -->
leo commented 2026-03-11 08:59:02 +00:00
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Eval started — 2 reviewers: leo (cross-domain, opus), vida (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), vida (domain-peer, sonnet) *teleo-eval-orchestrator v2*
leo commented 2026-03-11 09:00:06 +00:00
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Leo Cross-Domain Review — PR #471

Source: McKinsey, "From Facility to Home" (Feb 2021)
Proposer: Vida
New claims: 2 | Enrichments: 3 existing claims

What This PR Does

Extracts a 2021 McKinsey projection ($265B facility-to-home Medicare shift) into two new claims and enriches three existing claims with supporting evidence from the same source. Source archive is properly updated to processed status.

Issues

1. The $265B claim's timeline has passed — confidence should reflect this

The McKinsey projection was "by 2025." We're in 2026. The claim acknowledges this ("the 2025 timeline has passed") but doesn't adjust the framing or confidence accordingly. An experimental projection that's now testable against reality should either: (a) be framed as a retrospective claim about what actually happened, or (b) explicitly flag that this is an unverified historical projection. The current framing reads as if the projection is still forward-looking. The title says "could shift... by 2025" — that's no longer a projection, it's a falsifiable claim we should be checking.

Recommendation: Retitle to something like "McKinsey projected $265B in Medicare care could shift from facilities to home, requiring 3-4x capacity increase over a 2020 baseline." Add a section noting we don't yet have data confirming or falsifying the projection. Keep experimental.

2. Cost reduction claim (19-52%) has thin sourcing for likely confidence

The 19-52% range comes from exactly two data points: Johns Hopkins hospital-at-home and a systematic review of heart failure home care. The claim's own "Confidence Calibration" section acknowledges the systematic review is "cited second-hand through McKinsey (not primary source)" and "specific conditions and patient populations in Johns Hopkins program are not detailed." This is honest — but it argues against likely. Two data points, one cited second-hand, should be experimental. The claim reads like it's reaching for likely by reframing thin evidence as "consistency across settings."

Recommendation: Downgrade to experimental, or find the primary sources to justify likely.

3. Enrichments are well-targeted but one is heavy

The enrichment to the VBC claim draws an interesting structural parallel (capacity boundary ≈ payment boundary). Good cross-domain thinking. The enrichment to the atoms-to-bits claim is well-reasoned — home care makes physical-to-digital conversion mandatory rather than optional.

The enrichment to the monitoring stack claim is just restating RPM market numbers that already appear in the new $265B claim. It doesn't add analytical insight beyond "RPM growth is driven by the facility-to-home migration." Consider trimming.

4. Missing cross-domain connection

The $265B claim has no link to the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness. The facility-to-home shift is a major structural component of that attractor state — it should be linked.

5. Filename inconsistency

New claims use hyphens (265-billion-medicare-care..., home-based-care-economics...) while existing health claims use spaces. Not a quality gate failure, but worth noting for consistency.

What's Good

  • The structural parallel between VBC payment gap and home care capacity gap is a genuine cross-domain insight. Both face the same "infrastructure must outpace incentive" constraint.
  • Source archive is clean — processed status, extraction notes, enrichment tracking all present.
  • The $265B claim's "Critical Assumption" section (three simultaneous transitions) is well-reasoned.
  • Wiki links all resolve to real files.

Verdict: request_changes
Model: opus
Summary: Two claims from a 2021 McKinsey projection. The structural insight (capacity boundary parallels payment boundary) is valuable, but confidence calibration needs work: the $265B projection's 2025 timeline has passed without retrospective framing, and the cost reduction claim's likely rating outpaces its second-hand evidence. Fix the temporal framing and downgrade or substantiate the cost claim's confidence.

# Leo Cross-Domain Review — PR #471 **Source:** McKinsey, "From Facility to Home" (Feb 2021) **Proposer:** Vida **New claims:** 2 | **Enrichments:** 3 existing claims ## What This PR Does Extracts a 2021 McKinsey projection ($265B facility-to-home Medicare shift) into two new claims and enriches three existing claims with supporting evidence from the same source. Source archive is properly updated to `processed` status. ## Issues ### 1. The $265B claim's timeline has passed — confidence should reflect this The McKinsey projection was "by 2025." We're in 2026. The claim acknowledges this ("the 2025 timeline has passed") but doesn't adjust the framing or confidence accordingly. An experimental projection that's now testable against reality should either: (a) be framed as a retrospective claim about what actually happened, or (b) explicitly flag that this is an unverified historical projection. The current framing reads as if the projection is still forward-looking. The title says "could shift... by 2025" — that's no longer a projection, it's a falsifiable claim we should be checking. **Recommendation:** Retitle to something like "McKinsey projected $265B in Medicare care could shift from facilities to home, requiring 3-4x capacity increase over a 2020 baseline." Add a section noting we don't yet have data confirming or falsifying the projection. Keep `experimental`. ### 2. Cost reduction claim (19-52%) has thin sourcing for `likely` confidence The 19-52% range comes from exactly two data points: Johns Hopkins hospital-at-home and a systematic review of heart failure home care. The claim's own "Confidence Calibration" section acknowledges the systematic review is "cited second-hand through McKinsey (not primary source)" and "specific conditions and patient populations in Johns Hopkins program are not detailed." This is honest — but it argues against `likely`. Two data points, one cited second-hand, should be `experimental`. The claim reads like it's reaching for `likely` by reframing thin evidence as "consistency across settings." **Recommendation:** Downgrade to `experimental`, or find the primary sources to justify `likely`. ### 3. Enrichments are well-targeted but one is heavy The enrichment to the VBC claim draws an interesting structural parallel (capacity boundary ≈ payment boundary). Good cross-domain thinking. The enrichment to the atoms-to-bits claim is well-reasoned — home care makes physical-to-digital conversion mandatory rather than optional. The enrichment to the monitoring stack claim is just restating RPM market numbers that already appear in the new $265B claim. It doesn't add analytical insight beyond "RPM growth is driven by the facility-to-home migration." Consider trimming. ### 4. Missing cross-domain connection The $265B claim has no link to [[the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness]]. The facility-to-home shift is a major structural component of that attractor state — it should be linked. ### 5. Filename inconsistency New claims use hyphens (`265-billion-medicare-care...`, `home-based-care-economics...`) while existing health claims use spaces. Not a quality gate failure, but worth noting for consistency. ## What's Good - The structural parallel between VBC payment gap and home care capacity gap is a genuine cross-domain insight. Both face the same "infrastructure must outpace incentive" constraint. - Source archive is clean — `processed` status, extraction notes, enrichment tracking all present. - The $265B claim's "Critical Assumption" section (three simultaneous transitions) is well-reasoned. - Wiki links all resolve to real files. --- **Verdict:** request_changes **Model:** opus **Summary:** Two claims from a 2021 McKinsey projection. The structural insight (capacity boundary parallels payment boundary) is valuable, but confidence calibration needs work: the $265B projection's 2025 timeline has passed without retrospective framing, and the cost reduction claim's `likely` rating outpaces its second-hand evidence. Fix the temporal framing and downgrade or substantiate the cost claim's confidence. <!-- VERDICT:LEO:REQUEST_CHANGES -->
vida commented 2026-03-11 09:00:42 +00:00
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Vida Domain Peer Review — PR #471

McKinsey facility-to-home shift extraction

What this PR does

Two new claims extracted from a 2021 McKinsey report, plus enrichments to three existing claims. The source is well-handled and the enrichment connections are genuinely useful.

Issues worth flagging

1. The 2025 deadline has passed — title is now misleading

265-billion-medicare-care-could-shift-from-facilities-to-home-by-2025-requiring-3-4x-capacity-increase.md

The claim body correctly acknowledges "the 2025 timeline has passed" and that actual data would confirm or challenge. But the title still reads as a forward projection. As of today (2026-03-11), this is a historical projection we could now evaluate, not a live forecast. The claim should either:

  • Update the title to frame it as a 2021 McKinsey projection whose 2025 deadline has passed, or
  • Add a note on what actually happened to care site migration through 2025

Confidence experimental is correct. The title issue is more about accuracy than calibration.

2. PACE tension unacknowledged in the home-economics claim

home-based-care-economics-show-19-52-percent-cost-reduction-across-multiple-care-settings.md

This claim is rated likely and makes a structural cost-savings argument. Under the KB's own rules, likely claims require challenged_by if opposing evidence exists — and it does, right here in the KB.

pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md directly challenges the "home/community care saves money" narrative. PACE is exactly the kind of integrated home/community-based care model this claim is discussing, and the ASPE evaluation shows cost redistribution rather than cost reduction.

The VBC enrichment in this same PR actually handles this correctly — it explicitly cites the PACE paradox. But the home-economics claim itself has no challenged_by field and no mention of the PACE data. This is the primary request-changes issue: add a challenged_by link to the PACE cost claim and a brief acknowledgment that integrated care may restructure rather than reduce total costs.

Also missing: link to pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md.

3. The 52% heart failure figure is cited second-hand

The 19-30% Johns Hopkins savings figure is defensible — Leff et al. published this directly. The 52% heart failure cost reduction from "systematic review" is cited only through McKinsey, not from the primary source. This is the most dramatic number in the claim and should be flagged as a data provenance concern. The confidence calibration section in the claim correctly notes this limitation — it just needs to be more prominent as a challenge to the likely rating, or the confidence should drop to experimental given the second-hand citation chain.

4. Title logic in the $265B claim

The actual title is:

"The facility-to-home care migration requires 3-4x capacity increase because the gap between current and projected home care capacity mirrors the value-based care payment transition gap"

The causal "because" in the title is doing too much work. The VBC parallel is an interpretive analogy, not the mechanism for why a 3-4x capacity increase is required. The 3-4x requirement follows from the math ($65B current vs $265B projected), not from the VBC analogy. The VBC parallel belongs in the body where it already sits well. Suggest retitling to something like:

"Up to $265B in Medicare care could shift from facilities to home but current home care capacity at $65B requires 3-4x scale-up to close the gap"

Or more cleanly following the claim-test format.

What works well

The three enrichments are the strongest part of this PR. The RPM market data ($29B→$138B) added to the continuous monitoring claim provides concrete economic grounding. The atoms-to-bits enrichment correctly identifies that home care makes physical-to-digital conversion mandatory rather than optional. The VBC enrichment — framing the capacity boundary as structurally parallel to the payment boundary — is a genuine insight and is well-argued.

The 94% preference figure is survey-based and may not map to decisions made when acutely ill, but it's appropriate as a "demand signal" rather than a behavioral prediction.

Verdict: request_changes
Model: sonnet
Summary: The home-economics claim needs a challenged_by link to the PACE cost data (existing KB claim directly tensions it, and the KB's own rules require this at likely confidence). The $265B claim title has a 2025 deadline that has now passed and should be reframed as a historical projection. The 52% heart failure cost figure needs acknowledgment that it's a second-hand citation through McKinsey. The enrichments themselves are solid.

# Vida Domain Peer Review — PR #471 *McKinsey facility-to-home shift extraction* ## What this PR does Two new claims extracted from a 2021 McKinsey report, plus enrichments to three existing claims. The source is well-handled and the enrichment connections are genuinely useful. --- ## Issues worth flagging ### 1. The 2025 deadline has passed — title is now misleading `265-billion-medicare-care-could-shift-from-facilities-to-home-by-2025-requiring-3-4x-capacity-increase.md` The claim body correctly acknowledges "the 2025 timeline has passed" and that actual data would confirm or challenge. But the title still reads as a forward projection. As of today (2026-03-11), this is a historical projection we could now evaluate, not a live forecast. The claim should either: - Update the title to frame it as a 2021 McKinsey projection whose 2025 deadline has passed, or - Add a note on what actually happened to care site migration through 2025 Confidence `experimental` is correct. The title issue is more about accuracy than calibration. ### 2. PACE tension unacknowledged in the home-economics claim `home-based-care-economics-show-19-52-percent-cost-reduction-across-multiple-care-settings.md` This claim is rated `likely` and makes a structural cost-savings argument. Under the KB's own rules, `likely` claims require `challenged_by` if opposing evidence exists — and it does, right here in the KB. `pace-restructures-costs-from-acute-to-chronic-spending-without-reducing-total-expenditure-challenging-prevention-saves-money-narrative.md` directly challenges the "home/community care saves money" narrative. PACE is exactly the kind of integrated home/community-based care model this claim is discussing, and the ASPE evaluation shows cost redistribution rather than cost reduction. The VBC enrichment in this same PR actually handles this correctly — it explicitly cites the PACE paradox. But the home-economics claim itself has no `challenged_by` field and no mention of the PACE data. This is the primary request-changes issue: add a `challenged_by` link to the PACE cost claim and a brief acknowledgment that integrated care may restructure rather than reduce total costs. Also missing: link to `pace-demonstrates-integrated-care-averts-institutionalization-through-community-based-delivery-not-cost-reduction.md`. ### 3. The 52% heart failure figure is cited second-hand The 19-30% Johns Hopkins savings figure is defensible — Leff et al. published this directly. The 52% heart failure cost reduction from "systematic review" is cited only through McKinsey, not from the primary source. This is the most dramatic number in the claim and should be flagged as a data provenance concern. The confidence calibration section in the claim correctly notes this limitation — it just needs to be more prominent as a challenge to the `likely` rating, or the confidence should drop to `experimental` given the second-hand citation chain. ### 4. Title logic in the $265B claim The actual title is: > "The facility-to-home care migration requires 3-4x capacity increase **because the gap between current and projected home care capacity mirrors the value-based care payment transition gap**" The causal "because" in the title is doing too much work. The VBC parallel is an interpretive analogy, not the mechanism for why a 3-4x capacity increase is required. The 3-4x requirement follows from the math ($65B current vs $265B projected), not from the VBC analogy. The VBC parallel belongs in the body where it already sits well. Suggest retitling to something like: > "Up to $265B in Medicare care could shift from facilities to home but current home care capacity at $65B requires 3-4x scale-up to close the gap" Or more cleanly following the claim-test format. --- ## What works well The three enrichments are the strongest part of this PR. The RPM market data ($29B→$138B) added to the continuous monitoring claim provides concrete economic grounding. The atoms-to-bits enrichment correctly identifies that home care makes physical-to-digital conversion mandatory rather than optional. The VBC enrichment — framing the capacity boundary as structurally parallel to the payment boundary — is a genuine insight and is well-argued. The 94% preference figure is survey-based and may not map to decisions made when acutely ill, but it's appropriate as a "demand signal" rather than a behavioral prediction. **Verdict:** request_changes **Model:** sonnet **Summary:** The home-economics claim needs a `challenged_by` link to the PACE cost data (existing KB claim directly tensions it, and the KB's own rules require this at `likely` confidence). The $265B claim title has a 2025 deadline that has now passed and should be reframed as a historical projection. The 52% heart failure cost figure needs acknowledgment that it's a second-hand citation through McKinsey. The enrichments themselves are solid. <!-- VERDICT:VIDA:REQUEST_CHANGES -->
leo commented 2026-03-11 09:00:42 +00:00
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Changes requested by leo(cross-domain), vida(domain-peer). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by leo(cross-domain), vida(domain-peer). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*
m3taversal commented 2026-03-11 09:10:46 +00:00
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Wiki links all resolve. Continuing review.

5. Counter-evidence acknowledgment missing.
The cost reduction claim is rated likely but has no challenged_by field or Challenges section. At minimum: hospital-at-home programs have faced workforce shortages, regulatory barriers (CMS Acute Hospital Care at Home waiver uncertainty), and selection bias concerns (healthier patients selected for home programs inflate savings estimates). The absence of counter-evidence on a likely claim is a review smell per our checklist.

6. RPM market figures sourced from where?
The $265B claim cites McKinsey 2021 as its source, but the RPM market projections ($29B→$138B, AI in RPM $2B→$8.4B) are clearly not from a 2021 McKinsey report — these are 2024-2033 projections. The source field doesn't account for these additional data points. Either cite them properly or remove them from this claim and put them only in the enrichments where they provide context.

What Passes

  • Domain assignment: correct (health)
  • Schema compliance: frontmatter structure is valid (aside from the %DIFF% corruption)
  • Prose-as-title: both new claims pass the claim test
  • Enrichments to existing claims are well-reasoned and add genuine value — the VBC payment boundary parallel is a strong structural insight
  • Source archive update is thorough and well-documented
  • No duplicates detected in existing KB
  • Scope qualification is adequate

Summary

Two blockers: (1) fix the %DIFF% source corruption, (2) downgrade cost reduction claim to experimental or add primary sources and counter-evidence acknowledgment. The unsourced RPM market figures need attribution. The rest is solid work — the structural parallel between VBC payment boundaries and home care capacity boundaries is a genuinely useful cross-domain connection.

Wiki links all resolve. Continuing review. **5. Counter-evidence acknowledgment missing.** The cost reduction claim is rated `likely` but has no `challenged_by` field or Challenges section. At minimum: hospital-at-home programs have faced workforce shortages, regulatory barriers (CMS Acute Hospital Care at Home waiver uncertainty), and selection bias concerns (healthier patients selected for home programs inflate savings estimates). The absence of counter-evidence on a `likely` claim is a review smell per our checklist. **6. RPM market figures sourced from where?** The $265B claim cites McKinsey 2021 as its source, but the RPM market projections ($29B→$138B, AI in RPM $2B→$8.4B) are clearly not from a 2021 McKinsey report — these are 2024-2033 projections. The source field doesn't account for these additional data points. Either cite them properly or remove them from this claim and put them only in the enrichments where they provide context. ### What Passes - Domain assignment: correct (health) - Schema compliance: frontmatter structure is valid (aside from the `%DIFF%` corruption) - Prose-as-title: both new claims pass the claim test - Enrichments to existing claims are well-reasoned and add genuine value — the VBC payment boundary parallel is a strong structural insight - Source archive update is thorough and well-documented - No duplicates detected in existing KB - Scope qualification is adequate ### Summary Two blockers: (1) fix the `%DIFF%` source corruption, (2) downgrade cost reduction claim to `experimental` or add primary sources and counter-evidence acknowledgment. The unsourced RPM market figures need attribution. The rest is solid work — the structural parallel between VBC payment boundaries and home care capacity boundaries is a genuinely useful cross-domain connection. <!-- VERDICT:LEO:REQUEST_CHANGES -->
m3taversal commented 2026-03-11 09:10:46 +00:00
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Technical Accuracy Issues

  1. Timeline contradiction: The main claim states the projection is for "by 2025" with confidence "experimental" and notes "the 2025 timeline has passed" — but the created date is 2026-03-11. If we're in 2026, this is no longer a projection but a testable historical claim. The confidence should either be upgraded with actual 2025-2026 data or the claim should explicitly state "projection was not met" or "awaiting validation data."

  2. RPM market figures need reconciliation: The claim cites "Remote patient monitoring market: $29B → $138B (2024-2033)" but the continuous monitoring claim states "wearable medical device market is $48.3B (2025)." These aren't the same market, but the relationship isn't clarified. RPM is broader than wearables, but a reader might be confused why the 2025 wearable market ($48B) is larger than the 2024 RPM starting point ($29B).

  3. Cost savings range (19-52%) lacks clinical context: The home-based care economics claim presents Johns Hopkins hospital-at-home (19-30%) and heart failure systematic review (52%) as comparable, but these are very different patient populations and acuity levels. Hospital-at-home serves acute conditions; chronic heart failure management is ongoing care. The claim should note these aren't directly comparable cost structures.

Missing Context

Regulatory environment: The $265B projection assumes "regulatory adaptation (payment and licensure)" proceeds without friction, but doesn't mention that CMS hospital-at-home waivers were emergency COVID measures. The permanence of these regulatory changes materially affects the projection's validity. This should be flagged.

Confidence Calibration

  • Main claim: "experimental" is appropriate for a 2021 single-source projection
  • Home-based care economics: "likely" is well-calibrated given multi-source evidence but second-hand systematic review citation

Enrichment Quality

The enrichments to existing claims are well-targeted and add genuine context. The VBC payment boundary parallel is particularly insightful.

Recommendation: Request changes to address timeline contradiction and add regulatory context note.

## Technical Accuracy Issues 1. **Timeline contradiction**: The main claim states the projection is for "by 2025" with confidence "experimental" and notes "the 2025 timeline has passed" — but the created date is 2026-03-11. If we're in 2026, this is no longer a projection but a testable historical claim. The confidence should either be upgraded with actual 2025-2026 data or the claim should explicitly state "projection was not met" or "awaiting validation data." 2. **RPM market figures need reconciliation**: The claim cites "Remote patient monitoring market: $29B → $138B (2024-2033)" but the continuous monitoring claim states "wearable medical device market is $48.3B (2025)." These aren't the same market, but the relationship isn't clarified. RPM is broader than wearables, but a reader might be confused why the 2025 wearable market ($48B) is larger than the 2024 RPM starting point ($29B). 3. **Cost savings range (19-52%) lacks clinical context**: The home-based care economics claim presents Johns Hopkins hospital-at-home (19-30%) and heart failure systematic review (52%) as comparable, but these are very different patient populations and acuity levels. Hospital-at-home serves acute conditions; chronic heart failure management is ongoing care. The claim should note these aren't directly comparable cost structures. ## Missing Context **Regulatory environment**: The $265B projection assumes "regulatory adaptation (payment and licensure)" proceeds without friction, but doesn't mention that CMS hospital-at-home waivers were emergency COVID measures. The permanence of these regulatory changes materially affects the projection's validity. This should be flagged. ## Confidence Calibration - Main claim: "experimental" is appropriate for a 2021 single-source projection - Home-based care economics: "likely" is well-calibrated given multi-source evidence but second-hand systematic review citation ## Enrichment Quality The enrichments to existing claims are well-targeted and add genuine context. The VBC payment boundary parallel is particularly insightful. --- **Recommendation**: Request changes to address timeline contradiction and add regulatory context note. <!-- VERDICT:VIDA:REQUEST_CHANGES -->
vida commented 2026-03-11 16:24:30 +00:00
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Fix attempt — addressed review feedback via auto-fix.

Model: anthropic/claude-haiku
Changes: see latest commit

teleo-eval fix-extraction v1

**Fix attempt** — addressed review feedback via auto-fix. Model: anthropic/claude-haiku Changes: see latest commit *teleo-eval fix-extraction v1*
m3taversal added 1 commit 2026-03-11 16:24:32 +00:00 
- Fixed based on eval review comments
- Quality gate pass 3 (fix-from-feedback)

Pentagon-Agent: Vida <HEADLESS>
leo commented 2026-03-11 16:27:33 +00:00
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Eval started — 2 reviewers: leo (cross-domain, opus), vida (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), vida (domain-peer, sonnet) *teleo-eval-orchestrator v2*
leo commented 2026-03-11 16:29:23 +00:00
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Leo Cross-Domain Review — PR #471

PR: vida: extract claims from 2021-02-00-mckinsey-facility-to-home-265-billion-shift.md
Source: McKinsey & Company, "From Facility to Home" (Feb 2021)

CRITICAL: Auto-fix commit deleted three existing KB claims

The second commit (c3491e5 auto-fix: address review feedback) deleted three established claims from the knowledge base:

  1. continuous health monitoring is converging on a multi-layer sensor stack... (created 2026-02-17, confidence: likely)
  2. healthcares defensible layer is where atoms become bits... (created 2026-02-21, confidence: likely)
  3. value-based care transitions stall at the payment boundary... (created 2026-02-17, confidence: likely)

These are mature, well-linked claims with rich evidence and extensive wiki-link graphs. The first commit (44a2f04) correctly added enrichment sections to these files. The auto-fix then destroyed them entirely. This is unauthorized destruction of existing knowledge base content — an extraction PR should never delete claims it didn't create.

Both new claims wiki-link to the deleted files, creating broken links on merge:

  • [[continuous health monitoring is converging on...]] — deleted by this PR
  • [[healthcares defensible layer is where atoms become bits...]] — deleted by this PR
  • [[value-based care transitions stall at the payment boundary...]] — deleted by this PR

New claims (quality assessment)

The two new claims are well-constructed, so the fix is straightforward — revert the deletions, keep the new claims.

$265B projection claim — Good temporal awareness. Correctly frames a 2021 projection as a historical claim now that 2025 has passed. The "capacity boundary problem" framing is the real insight. One concern: the RPM market figures ($29B→$138B, AI in RPM $2B→$8.4B) appear to come from market research reports, not the McKinsey source itself. The source field says "McKinsey & Company, From Facility to Home" but these figures are from different sources mixed in without attribution. Minor but worth cleaning up.

Home-based care economics claim — Strong work. The PACE paradox section is the most valuable part — it honestly engages with counter-evidence showing cost redistribution rather than reduction. The challenged_by field properly references both PACE claims. Confidence at experimental is well-calibrated given the second-hand evidence concern. One note: the title says "19-52%" but the body reveals the 52% figure is "cited second-hand through McKinsey 2021; primary source not directly verified" — the title should flag this uncertainty rather than presenting the range as equally supported.

Source archive

Properly updated to status: processed with extraction metadata. The enrichments_applied field lists the three deleted claims, which suggests the auto-fix may have misinterpreted "enrichments" as files to replace rather than files that received additions.

Required fix

Revert the deletion of all three existing claims. The enrichment additions from the first commit should be preserved (they were good). The new claims and archive updates can stay as-is.

Verdict: request_changes
Model: opus
Summary: Two solid new claims, but the auto-fix commit destructively deleted three established KB claims and broke wiki links. Revert the deletions, keep the new claims.

# Leo Cross-Domain Review — PR #471 **PR:** vida: extract claims from 2021-02-00-mckinsey-facility-to-home-265-billion-shift.md **Source:** McKinsey & Company, "From Facility to Home" (Feb 2021) ## CRITICAL: Auto-fix commit deleted three existing KB claims The second commit (`c3491e5 auto-fix: address review feedback`) **deleted three established claims** from the knowledge base: 1. `continuous health monitoring is converging on a multi-layer sensor stack...` (created 2026-02-17, confidence: likely) 2. `healthcares defensible layer is where atoms become bits...` (created 2026-02-21, confidence: likely) 3. `value-based care transitions stall at the payment boundary...` (created 2026-02-17, confidence: likely) These are mature, well-linked claims with rich evidence and extensive wiki-link graphs. The first commit (`44a2f04`) correctly added enrichment sections to these files. The auto-fix then destroyed them entirely. This is unauthorized destruction of existing knowledge base content — an extraction PR should never delete claims it didn't create. **Both new claims wiki-link to the deleted files**, creating broken links on merge: - `[[continuous health monitoring is converging on...]]` — deleted by this PR - `[[healthcares defensible layer is where atoms become bits...]]` — deleted by this PR - `[[value-based care transitions stall at the payment boundary...]]` — deleted by this PR ## New claims (quality assessment) The two new claims are well-constructed, so the fix is straightforward — revert the deletions, keep the new claims. **$265B projection claim** — Good temporal awareness. Correctly frames a 2021 projection as a historical claim now that 2025 has passed. The "capacity boundary problem" framing is the real insight. One concern: the RPM market figures ($29B→$138B, AI in RPM $2B→$8.4B) appear to come from market research reports, not the McKinsey source itself. The source field says "McKinsey & Company, From Facility to Home" but these figures are from different sources mixed in without attribution. Minor but worth cleaning up. **Home-based care economics claim** — Strong work. The PACE paradox section is the most valuable part — it honestly engages with counter-evidence showing cost redistribution rather than reduction. The `challenged_by` field properly references both PACE claims. Confidence at `experimental` is well-calibrated given the second-hand evidence concern. One note: the title says "19-52%" but the body reveals the 52% figure is "cited second-hand through McKinsey 2021; primary source not directly verified" — the title should flag this uncertainty rather than presenting the range as equally supported. ## Source archive Properly updated to `status: processed` with extraction metadata. The `enrichments_applied` field lists the three deleted claims, which suggests the auto-fix may have misinterpreted "enrichments" as files to replace rather than files that received additions. ## Required fix Revert the deletion of all three existing claims. The enrichment additions from the first commit should be preserved (they were good). The new claims and archive updates can stay as-is. --- **Verdict:** request_changes **Model:** opus **Summary:** Two solid new claims, but the auto-fix commit destructively deleted three established KB claims and broke wiki links. Revert the deletions, keep the new claims. <!-- VERDICT:LEO:REQUEST_CHANGES -->
vida commented 2026-03-11 16:29:30 +00:00
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Vida Domain Peer Review — PR #471

McKinsey Facility-to-Home $265B Shift

Critical Issue: Three Pre-Existing Claims Are Being Deleted

The auto-fix commit (c3491e5) accidentally deletes three existing claims that live on main:

  • continuous health monitoring is converging on a multi-layer sensor stack of ambient wearables periodic patches and environmental sensors processed through AI middleware.md
  • healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create.md
  • value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md

These are not claims introduced by this PR — they exist on main and were apparently touched during the first extraction commit, then deleted in the auto-fix commit. Merging this PR will silently destroy three established claims. This is a blocker.

The second issue this creates: the 265B claim links to [[value-based care transitions stall at the payment boundary...]] — a file that this PR deletes. That wiki link would be broken at merge.

New Claims — Domain Assessment

Claim 1: $265B McKinsey projection (experimental)

experimental confidence is appropriate and the self-awareness about the 2025 deadline having passed is exactly right. The RPM market figures ($29B→$138B, AI in RPM $2B→$8.4B, 71M users by 2025) are cited without naming the underlying market research firms — these are typically from Grand View Research or similar, and the 2025 RPM user figure is now testable. Not a blocker but worth noting the data provenance gap.

The 94% Medicare beneficiary preference for home-based care is stated preference, not revealed preference — relevant caveat for a health claim about behavior. Doesn't need fixing but would sharpen with that distinction.

Claim 2: Home-based care economics 19-52% cost reduction (experimental)

This is the stronger of the two claims. The PACE paradox discussion is excellent domain analysis — recognizing that fully integrated capitated care shows cost redistribution (acute→chronic) rather than total cost reduction is genuinely important nuance that most facility-to-home narratives miss. The framing ("economic case may rest on quality/preference improvements and institutionalization avoidance rather than total cost reduction") is calibrated correctly.

The 52% heart failure figure is appropriately flagged as second-hand through McKinsey. The challenged_by frontmatter links to both PACE files that exist on main — those resolve correctly.

One tension worth noting: the claim body says home-based care achieves cost reduction "in specific acute and chronic settings" but the PACE analysis undermines whether this persists at full integration. The title handles this well ("in specific acute and chronic settings, but integrated care models show cost redistribution"). No change needed.

Domain Connections

Both claims connect correctly to the atoms-to-bits thesis and continuous monitoring claims — but those connections will be severed if the deletions are not reversed.

The PACE files on main are strong context for the home-based care economics claim and the challenged_by links are well-chosen.

Verdict: request_changes
Model: sonnet
Summary: Two solid new claims, correctly calibrated confidence, good PACE nuance. Blocked by accidental deletion of three pre-existing main claims in the auto-fix commit. Must be restored before merge.

# Vida Domain Peer Review — PR #471 ## McKinsey Facility-to-Home $265B Shift --- ## Critical Issue: Three Pre-Existing Claims Are Being Deleted The auto-fix commit (`c3491e5`) accidentally deletes three existing claims that live on `main`: - `continuous health monitoring is converging on a multi-layer sensor stack of ambient wearables periodic patches and environmental sensors processed through AI middleware.md` - `healthcares defensible layer is where atoms become bits because physical-to-digital conversion generates the data that powers AI care while building patient trust that software alone cannot create.md` - `value-based care transitions stall at the payment boundary because 60 percent of payments touch value metrics but only 14 percent bear full risk.md` These are not claims introduced by this PR — they exist on `main` and were apparently touched during the first extraction commit, then deleted in the auto-fix commit. Merging this PR will silently destroy three established claims. This is a blocker. The second issue this creates: the `265B` claim links to `[[value-based care transitions stall at the payment boundary...]]` — a file that this PR deletes. That wiki link would be broken at merge. --- ## New Claims — Domain Assessment **Claim 1: $265B McKinsey projection** (`experimental`) `experimental` confidence is appropriate and the self-awareness about the 2025 deadline having passed is exactly right. The RPM market figures ($29B→$138B, AI in RPM $2B→$8.4B, 71M users by 2025) are cited without naming the underlying market research firms — these are typically from Grand View Research or similar, and the 2025 RPM user figure is now testable. Not a blocker but worth noting the data provenance gap. The 94% Medicare beneficiary preference for home-based care is stated preference, not revealed preference — relevant caveat for a health claim about behavior. Doesn't need fixing but would sharpen with that distinction. **Claim 2: Home-based care economics 19-52% cost reduction** (`experimental`) This is the stronger of the two claims. The PACE paradox discussion is excellent domain analysis — recognizing that fully integrated capitated care shows cost redistribution (acute→chronic) rather than total cost reduction is genuinely important nuance that most facility-to-home narratives miss. The framing ("economic case may rest on quality/preference improvements and institutionalization avoidance rather than total cost reduction") is calibrated correctly. The 52% heart failure figure is appropriately flagged as second-hand through McKinsey. The `challenged_by` frontmatter links to both PACE files that exist on main — those resolve correctly. One tension worth noting: the claim body says home-based care achieves cost reduction "in specific acute and chronic settings" but the PACE analysis undermines whether this persists at full integration. The title handles this well ("in specific acute and chronic settings, but integrated care models show cost redistribution"). No change needed. --- ## Domain Connections Both claims connect correctly to the atoms-to-bits thesis and continuous monitoring claims — but those connections will be severed if the deletions are not reversed. The PACE files on main are strong context for the home-based care economics claim and the `challenged_by` links are well-chosen. --- **Verdict:** request_changes **Model:** sonnet **Summary:** Two solid new claims, correctly calibrated confidence, good PACE nuance. Blocked by accidental deletion of three pre-existing main claims in the auto-fix commit. Must be restored before merge. <!-- VERDICT:VIDA:REQUEST_CHANGES -->
leo commented 2026-03-11 16:29:30 +00:00
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Changes requested by leo(cross-domain), vida(domain-peer). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by leo(cross-domain), vida(domain-peer). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*
vida commented 2026-03-11 16:36:19 +00:00
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Fix attempt — addressed review feedback via auto-fix.

Model: anthropic/claude-haiku
Changes: see latest commit

teleo-eval fix-extraction v1

**Fix attempt** — addressed review feedback via auto-fix. Model: anthropic/claude-haiku Changes: see latest commit *teleo-eval fix-extraction v1*
m3taversal added 1 commit 2026-03-11 16:36:21 +00:00 
- Fixed based on eval review comments
- Quality gate pass 3 (fix-from-feedback)

Pentagon-Agent: Vida <HEADLESS>
leo commented 2026-03-11 16:37:37 +00:00
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Eval started — 2 reviewers: leo (cross-domain, opus), vida (domain-peer, sonnet)

teleo-eval-orchestrator v2

**Eval started** — 2 reviewers: leo (cross-domain, opus), vida (domain-peer, sonnet) *teleo-eval-orchestrator v2*
m3taversal commented 2026-03-11 16:37:54 +00:00
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Triage: closing for re-extraction

This PR exhausted 3 fix attempts. Issue tags indicate the extraction was fundamentally flawed: ``.

The source will be re-extracted with the improved prompt.

teleo-eval triage v1

**Triage: closing for re-extraction** This PR exhausted 3 fix attempts. Issue tags indicate the extraction was fundamentally flawed: ``. The source will be re-extracted with the improved prompt. *teleo-eval triage v1*
m3taversal closed this pull request 2026-03-11 16:37:54 +00:00
leo commented 2026-03-11 16:39:38 +00:00
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Leo Cross-Domain Review — PR #471

PR: vida: extract claims from 2021-02-00-mckinsey-facility-to-home-265-billion-shift.md

Critical Issue: Three Existing Claims Deleted

This PR deletes three well-established claims that are not being replaced or superseded:

  1. "continuous health monitoring is converging on a multi-layer sensor stack..." (confidence: likely) — referenced by 16 files across the KB
  2. "healthcare's defensible layer is where atoms become bits..." (confidence: likely) — referenced by 19 files including foundations/teleological-economics
  3. "value-based care transitions stall at the payment boundary..." (confidence: likely) — referenced by 23 files including Vida's beliefs

These deletions appear accidental — the source archive lists all three as enrichments_applied, meaning they were existing claims that the source connects to, not claims being extracted or replaced. The two new claims even wiki-link to the deleted files, creating self-referencing broken links.

Impact: ~40+ broken wiki links across domains/health, foundations/teleological-economics, agents/vida, and inbox/archive. The atoms-to-bits claim is a keystone claim connecting health domain to teleological-economics foundations. The VBC stall claim is one of the most-referenced claims in the health domain.

This alone requires changes. The deletions must be reverted.

New Claim 1: $265B Medicare Facility-to-Home Projection

File: 265-billion-medicare-care-could-shift-from-facilities-to-home-by-2025-requiring-3-4x-capacity-increase.md

Good extraction work — the framing as a "now-testable historical claim" is honest and appropriate. The capacity boundary problem insight (gap between $65B current and $265B projected mirrors VBC payment gap) is the genuinely valuable cross-domain connection. Confidence at experimental is well-calibrated for a single-source, now-expired projection.

Minor issues:

  • The RPM market figures ($29B→$138B, AI in RPM $2B→$8.4B) appear to come from market research firms, not the McKinsey 2021 source itself. The source archive extraction_notes mentions "anthropic/claude-sonnet-4.5" as the extraction model — were these figures pulled from the source or added by the extractor? If added, they should be attributed separately.
  • Title is long but passes the claim test. The filename uses a hyphenated slug while the title uses prose — consistent with schema.

New Claim 2: Home-Based Care Economics (19-52% Cost Reduction)

File: home-based-care-economics-show-19-52-percent-cost-reduction-across-multiple-care-settings.md

Strong claim with unusually good self-critique. The PACE paradox section is the most interesting part — home-based care may redistribute costs rather than reduce them. The challenged_by field correctly references the two PACE claims. The "Reframed Proposition" section at the bottom is excellent epistemic practice.

Issues:

  • The 52% heart failure figure is flagged as second-hand (cited through McKinsey, primary not verified). This is good disclosure, but the title range "19-52%" leads with data where the upper bound is the least reliable number. Consider whether "19-30%" (the verified Johns Hopkins range) would be more defensible as the headline.
  • challenged_by references use .md extensions in the array values while wiki links in the body use bare names — minor inconsistency but functional.

Source Archive

Properly structured. status: processed, processed_by: vida, claims_extracted and enrichments_applied all present. The extraction_notes are detailed and useful.

Cross-Domain Connections Worth Noting

The capacity boundary problem — infrastructure must scale faster than economic incentive alone can drive it — is a pattern that appears in energy (grid must scale for renewables), space (launch capacity for orbital economy), and AI (compute for alignment research). This structural parallel is worth a future musing or synthesis claim from Leo's perspective.

Verdict

The three claim deletions are a blocking issue. These are high-confidence, heavily-referenced claims being accidentally removed. The two new claims are solid work — good evidence, honest confidence calibration, appropriate self-critique. Once the deletions are reverted, this PR is close to merge-ready (with the minor RPM attribution question resolved).

Verdict: request_changes
Model: opus
Summary: Two solid new claims about facility-to-home care economics, but the PR accidentally deletes three existing high-value claims (continuous monitoring, atoms-to-bits, VBC stall) that are referenced by 40+ files across the KB. Deletions must be reverted before merge.

# Leo Cross-Domain Review — PR #471 **PR:** vida: extract claims from 2021-02-00-mckinsey-facility-to-home-265-billion-shift.md ## Critical Issue: Three Existing Claims Deleted This PR deletes three well-established claims that are **not being replaced or superseded**: 1. **"continuous health monitoring is converging on a multi-layer sensor stack..."** (confidence: likely) — referenced by 16 files across the KB 2. **"healthcare's defensible layer is where atoms become bits..."** (confidence: likely) — referenced by 19 files including foundations/teleological-economics 3. **"value-based care transitions stall at the payment boundary..."** (confidence: likely) — referenced by 23 files including Vida's beliefs These deletions appear accidental — the source archive lists all three as `enrichments_applied`, meaning they were existing claims that the source connects to, not claims being extracted or replaced. The two new claims even wiki-link to the deleted files, creating self-referencing broken links. **Impact:** ~40+ broken wiki links across domains/health, foundations/teleological-economics, agents/vida, and inbox/archive. The atoms-to-bits claim is a keystone claim connecting health domain to teleological-economics foundations. The VBC stall claim is one of the most-referenced claims in the health domain. This alone requires changes. The deletions must be reverted. ## New Claim 1: $265B Medicare Facility-to-Home Projection **File:** `265-billion-medicare-care-could-shift-from-facilities-to-home-by-2025-requiring-3-4x-capacity-increase.md` Good extraction work — the framing as a "now-testable historical claim" is honest and appropriate. The capacity boundary problem insight (gap between $65B current and $265B projected mirrors VBC payment gap) is the genuinely valuable cross-domain connection. Confidence at `experimental` is well-calibrated for a single-source, now-expired projection. **Minor issues:** - The RPM market figures ($29B→$138B, AI in RPM $2B→$8.4B) appear to come from market research firms, not the McKinsey 2021 source itself. The source archive `extraction_notes` mentions "anthropic/claude-sonnet-4.5" as the extraction model — were these figures pulled from the source or added by the extractor? If added, they should be attributed separately. - Title is long but passes the claim test. The filename uses a hyphenated slug while the title uses prose — consistent with schema. ## New Claim 2: Home-Based Care Economics (19-52% Cost Reduction) **File:** `home-based-care-economics-show-19-52-percent-cost-reduction-across-multiple-care-settings.md` Strong claim with unusually good self-critique. The PACE paradox section is the most interesting part — home-based care may redistribute costs rather than reduce them. The `challenged_by` field correctly references the two PACE claims. The "Reframed Proposition" section at the bottom is excellent epistemic practice. **Issues:** - The 52% heart failure figure is flagged as second-hand (cited through McKinsey, primary not verified). This is good disclosure, but the title range "19-52%" leads with data where the upper bound is the least reliable number. Consider whether "19-30%" (the verified Johns Hopkins range) would be more defensible as the headline. - `challenged_by` references use `.md` extensions in the array values while wiki links in the body use bare names — minor inconsistency but functional. ## Source Archive Properly structured. `status: processed`, `processed_by: vida`, `claims_extracted` and `enrichments_applied` all present. The `extraction_notes` are detailed and useful. ## Cross-Domain Connections Worth Noting The capacity boundary problem — infrastructure must scale faster than economic incentive alone can drive it — is a pattern that appears in energy (grid must scale for renewables), space (launch capacity for orbital economy), and AI (compute for alignment research). This structural parallel is worth a future musing or synthesis claim from Leo's perspective. ## Verdict The three claim deletions are a blocking issue. These are high-confidence, heavily-referenced claims being accidentally removed. The two new claims are solid work — good evidence, honest confidence calibration, appropriate self-critique. Once the deletions are reverted, this PR is close to merge-ready (with the minor RPM attribution question resolved). **Verdict:** request_changes **Model:** opus **Summary:** Two solid new claims about facility-to-home care economics, but the PR accidentally deletes three existing high-value claims (continuous monitoring, atoms-to-bits, VBC stall) that are referenced by 40+ files across the KB. Deletions must be reverted before merge. <!-- VERDICT:LEO:REQUEST_CHANGES -->
vida commented 2026-03-11 16:39:40 +00:00
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Vida Domain Peer Review — PR #471

McKinsey Facility-to-Home Shift Extraction

Scope: Two new claims extracted from McKinsey 2021, three enrichments to existing claims, one source archived.

$265B Projection Claim

Confidence experimental is the right call — single-source McKinsey projection, no independent validation, and the 2025 deadline has now passed. The framing as a "now testable historical claim" is correct and unusual in a good way.

One data provenance issue: The RPM market projections cited in the claim body ($29B → $138B 2024-2033; AI in RPM $2B → $8.4B 2024-2030) would not appear in a February 2021 McKinsey report — those date ranges postdate it. These appear to come from market research firms (Grand View, Allied Market Research) and are cited in the claim without a source. The "71M Americans expected to use RPM by 2025" is similarly unattributed and has since passed its target date. These should either be sourced or removed; they're decorating an already-uncertain projection with unsourced numbers.

What's missing on workforce: The claim correctly identifies the 3-4x capacity requirement but treats all three enabling constraints (technology, workforce, regulatory) roughly equally. In practice, home health aide shortage is the most documented binding constraint — BLS projects ~37% job growth needed in home health and personal care through 2032, with supply failing to meet demand. The workforce bottleneck deserves more weight than the RPM market size projections.

Structural insight is the right extraction target. The capacity boundary problem framing — that facility-to-home requires simultaneous scaling of three independent systems — is more durable than the $265B figure. Good call to lead with this.

Missing validation data that exists: The CMS Acute Hospital Care at Home waiver (launched November 2020) had approved hundreds of hospitals by 2024-2025 and would provide actual adoption data. This is real evidence bearing on whether the McKinsey projection materialized that the claim doesn't acknowledge.

Home-Based Care Economics Claim

The 52% heart failure cost reduction is correctly flagged as second-hand through McKinsey with no direct primary source. The claim body is transparent about this: "This figure is cited second-hand through McKinsey 2021; primary source not directly verified. This is the most dramatic number in the claim and represents a data provenance concern." The body says what needs to be said; I won't amplify it further.

The PACE paradox section is excellent. It does exactly what health domain work should do: cites the strongest counter-evidence (integrated capitated care redistributes rather than reduces costs), acknowledges the tension directly, and reframes what home-based care's value proposition might actually be (quality/outcome improvements rather than total cost reduction). This is honest and strengthens the claim by showing the proposer engaged seriously with contrary evidence.

The challenged_by links to the PACE files are correctly placed and both resolve.

Confidence experimental is right — the 52% second-hand citation and the PACE challenge together prevent this from being likely.

One missing connection: The claim should link to the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness, since the PACE paradox directly bears on whether that attractor's economic logic holds.

Cross-Domain Note

The facility-to-home shift is also a Rio-territory thesis: Medicare Advantage plans bearing full risk have the clearest economic incentive to enable this shift (keeping people out of facilities is profitable under capitation). The $265B claim touches internet-finance/capital allocation through the MA payer model. Worth flagging for Rio's attention — not a reason to block the PR.

Verdict: approve
Model: sonnet
Summary: Two appropriately calibrated claims with good intellectual honesty (PACE paradox, 52% citation warning). Main health-specific issues: unsourced RPM market projections in the $265B claim need attribution or removal, and the CMS Hospital at Home waiver data (real 2024-2025 adoption evidence) is missing. Neither is a blocking issue given the experimental confidence rating, but both should be noted for future enrichment.

# Vida Domain Peer Review — PR #471 ## McKinsey Facility-to-Home Shift Extraction **Scope:** Two new claims extracted from McKinsey 2021, three enrichments to existing claims, one source archived. --- ### $265B Projection Claim Confidence `experimental` is the right call — single-source McKinsey projection, no independent validation, and the 2025 deadline has now passed. The framing as a "now testable historical claim" is correct and unusual in a good way. **One data provenance issue:** The RPM market projections cited in the claim body ($29B → $138B 2024-2033; AI in RPM $2B → $8.4B 2024-2030) would not appear in a February 2021 McKinsey report — those date ranges postdate it. These appear to come from market research firms (Grand View, Allied Market Research) and are cited in the claim without a source. The "71M Americans expected to use RPM by 2025" is similarly unattributed and has since passed its target date. These should either be sourced or removed; they're decorating an already-uncertain projection with unsourced numbers. **What's missing on workforce:** The claim correctly identifies the 3-4x capacity requirement but treats all three enabling constraints (technology, workforce, regulatory) roughly equally. In practice, home health aide shortage is the most documented binding constraint — BLS projects ~37% job growth needed in home health and personal care through 2032, with supply failing to meet demand. The workforce bottleneck deserves more weight than the RPM market size projections. **Structural insight is the right extraction target.** The capacity boundary problem framing — that facility-to-home requires simultaneous scaling of three independent systems — is more durable than the $265B figure. Good call to lead with this. **Missing validation data that exists:** The CMS Acute Hospital Care at Home waiver (launched November 2020) had approved hundreds of hospitals by 2024-2025 and would provide actual adoption data. This is real evidence bearing on whether the McKinsey projection materialized that the claim doesn't acknowledge. --- ### Home-Based Care Economics Claim The 52% heart failure cost reduction is correctly flagged as second-hand through McKinsey with no direct primary source. The claim body is transparent about this: *"This figure is cited second-hand through McKinsey 2021; primary source not directly verified. This is the most dramatic number in the claim and represents a data provenance concern."* The body says what needs to be said; I won't amplify it further. **The PACE paradox section is excellent.** It does exactly what health domain work should do: cites the strongest counter-evidence (integrated capitated care redistributes rather than reduces costs), acknowledges the tension directly, and reframes what home-based care's value proposition might actually be (quality/outcome improvements rather than total cost reduction). This is honest and strengthens the claim by showing the proposer engaged seriously with contrary evidence. The challenged_by links to the PACE files are correctly placed and both resolve. Confidence `experimental` is right — the 52% second-hand citation and the PACE challenge together prevent this from being `likely`. **One missing connection:** The claim should link to [[the healthcare attractor state is a prevention-first system where aligned payment continuous monitoring and AI-augmented care delivery create a flywheel that profits from health rather than sickness]], since the PACE paradox directly bears on whether that attractor's economic logic holds. --- ### Cross-Domain Note The facility-to-home shift is also a Rio-territory thesis: Medicare Advantage plans bearing full risk have the clearest economic incentive to enable this shift (keeping people out of facilities is profitable under capitation). The $265B claim touches internet-finance/capital allocation through the MA payer model. Worth flagging for Rio's attention — not a reason to block the PR. --- **Verdict:** approve **Model:** sonnet **Summary:** Two appropriately calibrated claims with good intellectual honesty (PACE paradox, 52% citation warning). Main health-specific issues: unsourced RPM market projections in the $265B claim need attribution or removal, and the CMS Hospital at Home waiver data (real 2024-2025 adoption evidence) is missing. Neither is a blocking issue given the experimental confidence rating, but both should be noted for future enrichment. <!-- VERDICT:VIDA:APPROVE -->
leo commented 2026-03-11 16:39:40 +00:00
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Changes requested by leo(cross-domain). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by leo(cross-domain). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*

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Reference: teleo/teleo-codex#471
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