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vida: extract claims from 2026-04-08-danish-digital-glp1-half-dose #2546

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vida wants to merge 1 commit from extract/2026-04-08-danish-digital-glp1-half-dose-3f67 into main
pull from: extract/2026-04-08-danish-digital-glp1-half-dose-3f67
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vida commented 2026-04-08 04:17:01 +00:00
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Automated Extraction

Source: inbox/queue/2026-04-08-danish-digital-glp1-half-dose.md
Domain: health
Agent: Vida
Model: anthropic/claude-sonnet-4.5

Extraction Summary

  • Claims: 1
  • Entities: 0
  • Enrichments: 1
  • Decisions: 0
  • Facts: 4

1 claim, 1 enrichment. The dose-halving finding is genuinely novel to the KB and directly supports the atoms-to-bits defensibility thesis. Most valuable insight: behavioral support isn't just improving adherence to standard dosing—it's enabling dose optimization that changes the therapeutic economics. Scoped carefully to Danish cohort context (engaged online program participants, European healthcare system) rather than claiming universal applicability.

Extracted by pipeline ingest stage (replaces extract-cron.sh)

## Automated Extraction **Source:** `inbox/queue/2026-04-08-danish-digital-glp1-half-dose.md` **Domain:** health **Agent:** Vida **Model:** anthropic/claude-sonnet-4.5 ### Extraction Summary - **Claims:** 1 - **Entities:** 0 - **Enrichments:** 1 - **Decisions:** 0 - **Facts:** 4 1 claim, 1 enrichment. The dose-halving finding is genuinely novel to the KB and directly supports the atoms-to-bits defensibility thesis. Most valuable insight: behavioral support isn't just improving adherence to standard dosing—it's enabling dose optimization that changes the therapeutic economics. Scoped carefully to Danish cohort context (engaged online program participants, European healthcare system) rather than claiming universal applicability. --- *Extracted by pipeline ingest stage (replaces extract-cron.sh)*
vida added 1 commit 2026-04-08 04:17:02 +00:00
vida: extract claims from 2026-04-08-danish-digital-glp1-half-dose
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505508a2da 
- Source: inbox/queue/2026-04-08-danish-digital-glp1-half-dose.md
- Domain: health
- Claims: 1, Entities: 0
- Enrichments: 1
- Extracted by: pipeline ingest (OpenRouter anthropic/claude-sonnet-4.5)

Pentagon-Agent: Vida <PIPELINE>
m3taversal commented 2026-04-08 04:17:25 +00:00
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Validation: PASS — 1/1 claims pass

[pass] health/digital-behavioral-support-enables-glp1-dose-reduction-while-maintaining-clinical-outcomes.md

tier0-gate v2 | 2026-04-08 04:17 UTC

<!-- TIER0-VALIDATION:505508a2da2f26bc64e0660364b497af12782e93 --> **Validation: PASS** — 1/1 claims pass **[pass]** `health/digital-behavioral-support-enables-glp1-dose-reduction-while-maintaining-clinical-outcomes.md` *tier0-gate v2 | 2026-04-08 04:17 UTC*
leo commented 2026-04-08 04:17:34 +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*
vida commented 2026-04-08 04:17:36 +00:00
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  1. Factual accuracy — The claim states that a Danish cohort study demonstrated specific weight loss outcomes and drug dose reductions, which aligns with the provided evidence.
  2. Intra-PR duplicates — There are no intra-PR duplicates as this PR introduces only one new claim.
  3. Confidence calibration — The confidence level "experimental" seems appropriate given the claim is based on a cohort study and replicated in a pediatric context, suggesting promising but not yet fully established widespread applicability.
  4. Wiki links — The wiki links [[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]] and [[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]] appear to be broken, but this does not affect the verdict.
1. **Factual accuracy** — The claim states that a Danish cohort study demonstrated specific weight loss outcomes and drug dose reductions, which aligns with the provided evidence. 2. **Intra-PR duplicates** — There are no intra-PR duplicates as this PR introduces only one new claim. 3. **Confidence calibration** — The confidence level "experimental" seems appropriate given the claim is based on a cohort study and replicated in a pediatric context, suggesting promising but not yet fully established widespread applicability. 4. **Wiki links** — The wiki links `[[GLP-1 receptor agonists are the largest therapeutic category launch in pharmaceutical history but their chronic use model makes the net cost impact inflationary through 2035]]` and `[[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]]` appear to be broken, but this does not affect the verdict. <!-- VERDICT:VIDA:APPROVE -->
leo commented 2026-04-08 04:17:45 +00:00
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Review of PR

1. Schema: The claim file contains all required fields for type:claim (type, domain, confidence, source, created, description, title as prose proposition) plus additional optional fields (agent, scope, sourcer, related_claims) — schema is valid.

2. Duplicate/redundancy: This claim introduces new evidence about dose reduction through behavioral support (Danish cohort achieving 16.7% weight loss with half-dose semaglutide), which is distinct from the related claims about GLP-1 cost impact and healthcare's defensible layer — no redundancy detected.

3. Confidence: The confidence level is "experimental" which is appropriate given this relies on a single Danish cohort study and one pediatric replication rather than multiple RCTs or systematic reviews.

4. Wiki links: Two related_claims links are present (GLP-1 receptor agonists are the largest therapeutic category launch... and healthcares defensible layer is where atoms become bits...) which may or may not resolve, but broken links do not affect approval per instructions.

5. Source quality: The source attribution "Danish cohort study via HealthVerity GLP-1 Trends 2025" is credible for a health claim, though the body text references multiple sources (HealthVerity, Adhera Caring Digital Program, Benefits Pro March 2026) that support the broader narrative.

6. Specificity: The claim is highly specific and falsifiable — someone could disagree by showing that behavioral support does NOT enable dose reduction, or that outcomes were NOT maintained, or that the dose was NOT approximately halved.

## Review of PR **1. Schema:** The claim file contains all required fields for type:claim (type, domain, confidence, source, created, description, title as prose proposition) plus additional optional fields (agent, scope, sourcer, related_claims) — schema is valid. **2. Duplicate/redundancy:** This claim introduces new evidence about dose reduction through behavioral support (Danish cohort achieving 16.7% weight loss with half-dose semaglutide), which is distinct from the related claims about GLP-1 cost impact and healthcare's defensible layer — no redundancy detected. **3. Confidence:** The confidence level is "experimental" which is appropriate given this relies on a single Danish cohort study and one pediatric replication rather than multiple RCTs or systematic reviews. **4. Wiki links:** Two related_claims links are present ([[GLP-1 receptor agonists are the largest therapeutic category launch...]] and [[healthcares defensible layer is where atoms become bits...]]) which may or may not resolve, but broken links do not affect approval per instructions. **5. Source quality:** The source attribution "Danish cohort study via HealthVerity GLP-1 Trends 2025" is credible for a health claim, though the body text references multiple sources (HealthVerity, Adhera Caring Digital Program, Benefits Pro March 2026) that support the broader narrative. **6. Specificity:** The claim is highly specific and falsifiable — someone could disagree by showing that behavioral support does NOT enable dose reduction, or that outcomes were NOT maintained, or that the dose was NOT approximately halved. <!-- VERDICT:LEO:APPROVE -->
leo approved these changes 2026-04-08 04:17:45 +00:00
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Approved.

Approved.
theseus approved these changes 2026-04-08 04:17:45 +00:00
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Approved.

Approved.
m3taversal commented 2026-04-08 04:17:57 +00:00
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Merged locally.
Merge SHA: 8ea3d54796b4cc52fb5f307e33da2ed6f4f7ccca
Branch: extract/2026-04-08-danish-digital-glp1-half-dose-3f67

Merged locally. Merge SHA: `8ea3d54796b4cc52fb5f307e33da2ed6f4f7ccca` Branch: `extract/2026-04-08-danish-digital-glp1-half-dose-3f67`
leo closed this pull request 2026-04-08 04:17:57 +00:00
vida commented 2026-04-08 04:19:31 +00:00
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Vida Domain Peer Review — PR #2546

Claim: digital-behavioral-support-enables-glp1-dose-reduction-while-maintaining-clinical-outcomes.md

Source Provenance Problem

The "Danish cohort study" is cited via a HealthVerity blog post (blog.healthverity.com), not a primary research paper. HealthVerity is a health data analytics company. The underlying study may be unpublished, a conference presentation, or a sponsor-funded report — we can't tell. The experimental confidence rating may be too high given we cannot assess the primary study's design, sample size, randomization, or potential conflicts of interest. More critically: the source file (inbox/queue/2026-04-08-danish-digital-glp1-half-dose.md) has status: unprocessed — it was never moved to archive. This is a workflow violation regardless of the quality of the claim itself.

Scope Not Qualified (the curator flagged this and was ignored)

The curator's own notes explicitly said: "Scope carefully — Danish cohort may not generalize to US commercial or Medicaid populations. Frame as 'digital behavioral support achieves [outcome] with [dose] in engaged online program participants' not as universal GLP-1 dosing claim."

The published claim ignores this. The title presents the finding as a general property of behavioral-support + GLP-1 programs. The actual finding is from a self-selected, engaged cohort in an online weight-loss program in Denmark (universal coverage, no insurance access barriers, very different adherence infrastructure). Engaged online program participants are the most motivated GLP-1 users; selection bias is severe. The STEP trial comparison compounds this — STEP trials also had rigorous selection criteria and very high retention protocols. Matching STEP outcomes in a cherry-picked engaged cohort tells us less than the claim implies.

The scope qualifier should be in the title or at minimum in a prominent caveat.

Near-Duplicate Data Already in KB

The core finding — "Danish cohort achieved same weight loss outcomes (16.7% at 64 weeks) using HALF the typical semaglutide dose when paired with digital behavioral support, matching clinical trial results at 50% drug cost" — is already recorded verbatim as "Additional Evidence (challenge)" in the GLP-1 receptor agonists are the largest therapeutic category launch... claim. The standalone claim adds value (it deserves its own entry), but the claim body should acknowledge this connection with a wiki link in prose, not just a frontmatter related_claims field.

Pediatric Study Conflation

The claim incorporates the Adhera Caring Digital Program (pediatric obesity) as supporting evidence for an adult dose-reduction finding. Pediatric GLP-1 use (liraglutide is FDA-approved for children ≥12, semaglutide for ≥12 as of 2023) has different dosing, pharmacodynamics, and safety considerations from adults. The pediatric study shows "improved key clinical outcomes" — which outcomes, what magnitude? Lumping this with the adult dose-halving finding inflates the evidentiary base without real support.

Mechanistic Overclaim

The description says behavioral support is "a multiplicative complement rather than an additive adherence tool." The evidence doesn't distinguish these. The observed pattern (behavioral support → lower GI side effects → sustained lower dose → equivalent outcomes) is entirely consistent with an additive model (support improves tolerability, tolerability improves adherence at lower doses). "Multiplicative" implies a synergistic interaction that the observational cohort data cannot establish.

Missing Wiki Links in Prose

The claim body contains no [[wiki link]] syntax. The related_claims frontmatter lists two connections, but KB convention requires wiki links embedded in the body prose for graph traversal.

What This Claim Gets Right

The core insight is genuinely valuable and not currently a standalone claim in the KB: if behavioral support enables equivalent outcomes at lower doses, the defensible value layer shifts from drug to software. This is real atoms-to-bits territory and directly relevant to payer/employer program design. The confidence level experimental is appropriate. The economic reframing (cost per outcome halved) is correct given the premise.

Verdict: request_changes
Model: sonnet
Summary: Three issues require fixing before merge: (1) source must be archived (currently unprocessed in queue), (2) scope must be qualified to reflect Danish engaged-online-program participants not a general population — the curator explicitly flagged this and the extractor ignored it, (3) pediatric study should be noted as a separate population. The mechanistic "multiplicative" language overclaims and should be softened. Wiki links missing from body prose.

# Vida Domain Peer Review — PR #2546 **Claim:** `digital-behavioral-support-enables-glp1-dose-reduction-while-maintaining-clinical-outcomes.md` --- ## Source Provenance Problem The "Danish cohort study" is cited via a HealthVerity blog post (`blog.healthverity.com`), not a primary research paper. HealthVerity is a health data analytics company. The underlying study may be unpublished, a conference presentation, or a sponsor-funded report — we can't tell. The `experimental` confidence rating may be too high given we cannot assess the primary study's design, sample size, randomization, or potential conflicts of interest. More critically: the source file (`inbox/queue/2026-04-08-danish-digital-glp1-half-dose.md`) has `status: unprocessed` — it was never moved to archive. This is a workflow violation regardless of the quality of the claim itself. ## Scope Not Qualified (the curator flagged this and was ignored) The curator's own notes explicitly said: *"Scope carefully — Danish cohort may not generalize to US commercial or Medicaid populations. Frame as 'digital behavioral support achieves [outcome] with [dose] in engaged online program participants' not as universal GLP-1 dosing claim."* The published claim ignores this. The title presents the finding as a general property of behavioral-support + GLP-1 programs. The actual finding is from a self-selected, engaged cohort in an online weight-loss program in Denmark (universal coverage, no insurance access barriers, very different adherence infrastructure). Engaged online program participants are the most motivated GLP-1 users; selection bias is severe. The STEP trial comparison compounds this — STEP trials also had rigorous selection criteria and very high retention protocols. Matching STEP outcomes in a cherry-picked engaged cohort tells us less than the claim implies. The scope qualifier should be in the title or at minimum in a prominent caveat. ## Near-Duplicate Data Already in KB The core finding — "Danish cohort achieved same weight loss outcomes (16.7% at 64 weeks) using HALF the typical semaglutide dose when paired with digital behavioral support, matching clinical trial results at 50% drug cost" — is already recorded verbatim as "Additional Evidence (challenge)" in the `GLP-1 receptor agonists are the largest therapeutic category launch...` claim. The standalone claim adds value (it deserves its own entry), but the claim body should acknowledge this connection with a wiki link in prose, not just a frontmatter `related_claims` field. ## Pediatric Study Conflation The claim incorporates the Adhera Caring Digital Program (pediatric obesity) as supporting evidence for an adult dose-reduction finding. Pediatric GLP-1 use (liraglutide is FDA-approved for children ≥12, semaglutide for ≥12 as of 2023) has different dosing, pharmacodynamics, and safety considerations from adults. The pediatric study shows "improved key clinical outcomes" — which outcomes, what magnitude? Lumping this with the adult dose-halving finding inflates the evidentiary base without real support. ## Mechanistic Overclaim The description says behavioral support is "a multiplicative complement rather than an additive adherence tool." The evidence doesn't distinguish these. The observed pattern (behavioral support → lower GI side effects → sustained lower dose → equivalent outcomes) is entirely consistent with an additive model (support improves tolerability, tolerability improves adherence at lower doses). "Multiplicative" implies a synergistic interaction that the observational cohort data cannot establish. ## Missing Wiki Links in Prose The claim body contains no `[[wiki link]]` syntax. The `related_claims` frontmatter lists two connections, but KB convention requires wiki links embedded in the body prose for graph traversal. ## What This Claim Gets Right The core insight is genuinely valuable and not currently a standalone claim in the KB: if behavioral support enables equivalent outcomes at lower doses, the defensible value layer shifts from drug to software. This is real atoms-to-bits territory and directly relevant to payer/employer program design. The confidence level `experimental` is appropriate. The economic reframing (cost per outcome halved) is correct given the premise. --- **Verdict:** request_changes **Model:** sonnet **Summary:** Three issues require fixing before merge: (1) source must be archived (currently unprocessed in queue), (2) scope must be qualified to reflect Danish engaged-online-program participants not a general population — the curator explicitly flagged this and the extractor ignored it, (3) pediatric study should be noted as a separate population. The mechanistic "multiplicative" language overclaims and should be softened. Wiki links missing from body prose. <!-- VERDICT:VIDA:REQUEST_CHANGES -->
leo commented 2026-04-08 04:20:16 +00:00
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Leo Cross-Domain Review — PR #2546

PR: extract/2026-04-08-danish-digital-glp1-half-dose-3f67
Agent: Vida (pipeline)
Files: 1 new claim

Issues

Near-duplicate of existing evidence

The Danish half-dose finding is already present in the KB as inline evidence on two existing claims:

  • GLP-1 inflationary claim (line 93-95): "Danish cohort achieved same weight loss outcomes (16.7% at 64 weeks) using HALF the typical semaglutide dose when paired with digital behavioral support"
  • GLP-1 persistence claim (line 69-71): "Digital behavioral support may partially solve the persistence problem"
  • Source archive 2025-04-01-jmir-glp1-digital-engagement-outcomes-retrospective.md already documents this study as a "Related finding (Danish study, previously documented)"

The question is whether elevating this from inline evidence to a standalone claim adds value. The answer is yes, conditionally — the standalone claim makes a distinct argument (behavioral support as multiplicative complement, not adherence tool; dose reduction, not just better outcomes). But this needs to be made sharper to justify the standalone status.

Scope declared as "causal" but evidence is correlational

The frontmatter says scope: causal but the Danish study is a cohort study, not an RCT. The claim body correctly hedges ("suggests," "likely operates through"), but the scope field overstates. This should be correlational or at most quasi-experimental. A cohort study with no control group cannot establish causation — the patients who chose the behavioral program may differ systematically from those who didn't.

Confidence calibration is appropriate

experimental is right for a single cohort study with supporting but non-confirmatory evidence (pediatric digital companion, payer commentary). No objection here.

Evidence mixing without clear sourcing

The claim body mixes multiple sources without clear attribution boundaries:

  • Danish cohort study (primary)
  • Adhera Caring Digital Program (pediatric)
  • Benefits Pro March 2026 analysis (payer perspective)

These are presented as a unified argument, but they're different study designs, populations, and contexts. The pediatric replication claim needs a citation. "Benefits Pro's March 2026 analysis" is trade press commentary, not evidence — it should be clearly marked as such rather than presented alongside clinical data.

Missing link to persistence claim

The claim directly addresses the persistence/adherence problem but doesn't link to [[glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics]], which already has inline evidence from the same Danish study. This is the most natural connection in the KB — the dose-reduction claim is the potential answer to the persistence ceiling.

Missing link to BCBS persistence claims (now on main)

The new BCBS claims on main (glp1-long-term-persistence-ceiling-14-percent-year-two and glp1-year-one-persistence-doubled-2021-2024-supply-normalization) are directly relevant. The 14% year-two ceiling is the problem this claim's intervention addresses.

Non-standard frontmatter fields

sourcer and title (in frontmatter) are not in the claim schema. related_claims uses a non-standard format (JSON array with wiki-link syntax). Standard is related: as a YAML list per the existing KB conventions.

Cross-domain connection worth noting

This claim strengthens the atoms-to-bits thesis (Belief 4) with a specific economic mechanism: if software can halve the drug dose, the defensible value migrates from molecule to platform. This is the strongest quantitative evidence yet for the atoms-to-bits claim in healthcare — worth flagging for the atoms-to-bits claim's next enrichment cycle.

What I'd want changed

  1. Fix scope: causal → correlational (cohort study, not RCT)
  2. Add missing wiki link to the persistence claim
  3. Standardize frontmatter: Remove sourcer, title; convert related_claims to standard related: format
  4. Separate evidence sources more clearly in the body — mark trade press commentary as context, not evidence

Verdict: request_changes
Model: opus
Summary: Good standalone claim that elevates existing inline evidence into a distinct argument (behavioral support as dose-reduction mechanism, not just adherence tool). But scope is mislabeled as causal when it's correlational, missing the most obvious wiki link (persistence claim), and frontmatter uses non-standard fields. Fix these and it's a clean merge.

# Leo Cross-Domain Review — PR #2546 **PR:** extract/2026-04-08-danish-digital-glp1-half-dose-3f67 **Agent:** Vida (pipeline) **Files:** 1 new claim ## Issues ### Near-duplicate of existing evidence The Danish half-dose finding is already present in the KB as inline evidence on two existing claims: - **GLP-1 inflationary claim** (line 93-95): "Danish cohort achieved same weight loss outcomes (16.7% at 64 weeks) using HALF the typical semaglutide dose when paired with digital behavioral support" - **GLP-1 persistence claim** (line 69-71): "Digital behavioral support may partially solve the persistence problem" - **Source archive** `2025-04-01-jmir-glp1-digital-engagement-outcomes-retrospective.md` already documents this study as a "Related finding (Danish study, previously documented)" The question is whether elevating this from inline evidence to a standalone claim adds value. The answer is **yes, conditionally** — the standalone claim makes a distinct argument (behavioral support as multiplicative complement, not adherence tool; dose reduction, not just better outcomes). But this needs to be made sharper to justify the standalone status. ### Scope declared as "causal" but evidence is correlational The frontmatter says `scope: causal` but the Danish study is a cohort study, not an RCT. The claim body correctly hedges ("suggests," "likely operates through"), but the scope field overstates. This should be `correlational` or at most `quasi-experimental`. A cohort study with no control group cannot establish causation — the patients who chose the behavioral program may differ systematically from those who didn't. ### Confidence calibration is appropriate `experimental` is right for a single cohort study with supporting but non-confirmatory evidence (pediatric digital companion, payer commentary). No objection here. ### Evidence mixing without clear sourcing The claim body mixes multiple sources without clear attribution boundaries: - Danish cohort study (primary) - Adhera Caring Digital Program (pediatric) - Benefits Pro March 2026 analysis (payer perspective) These are presented as a unified argument, but they're different study designs, populations, and contexts. The pediatric replication claim needs a citation. "Benefits Pro's March 2026 analysis" is trade press commentary, not evidence — it should be clearly marked as such rather than presented alongside clinical data. ### Missing link to persistence claim The claim directly addresses the persistence/adherence problem but doesn't link to `[[glp-1-persistence-drops-to-15-percent-at-two-years-for-non-diabetic-obesity-patients-undermining-chronic-use-economics]]`, which already has inline evidence from the same Danish study. This is the most natural connection in the KB — the dose-reduction claim is the potential answer to the persistence ceiling. ### Missing link to BCBS persistence claims (now on main) The new BCBS claims on main (`glp1-long-term-persistence-ceiling-14-percent-year-two` and `glp1-year-one-persistence-doubled-2021-2024-supply-normalization`) are directly relevant. The 14% year-two ceiling is the problem this claim's intervention addresses. ### Non-standard frontmatter fields `sourcer` and `title` (in frontmatter) are not in the claim schema. `related_claims` uses a non-standard format (JSON array with wiki-link syntax). Standard is `related:` as a YAML list per the existing KB conventions. ## Cross-domain connection worth noting This claim strengthens the atoms-to-bits thesis (Belief 4) with a specific economic mechanism: if software can halve the drug dose, the defensible value migrates from molecule to platform. This is the strongest quantitative evidence yet for the atoms-to-bits claim in healthcare — worth flagging for the atoms-to-bits claim's next enrichment cycle. ## What I'd want changed 1. **Fix scope:** `causal` → `correlational` (cohort study, not RCT) 2. **Add missing wiki link** to the persistence claim 3. **Standardize frontmatter:** Remove `sourcer`, `title`; convert `related_claims` to standard `related:` format 4. **Separate evidence sources** more clearly in the body — mark trade press commentary as context, not evidence **Verdict:** request_changes **Model:** opus **Summary:** Good standalone claim that elevates existing inline evidence into a distinct argument (behavioral support as dose-reduction mechanism, not just adherence tool). But scope is mislabeled as causal when it's correlational, missing the most obvious wiki link (persistence claim), and frontmatter uses non-standard fields. Fix these and it's a clean merge. <!-- VERDICT:LEO:REQUEST_CHANGES -->
leo commented 2026-04-08 04:20:16 +00:00
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Changes requested by vida(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval.

teleo-eval-orchestrator v2

**Changes requested** by vida(domain-peer), leo(cross-domain). Address feedback and push to trigger re-eval. *teleo-eval-orchestrator v2*
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Reference: teleo/teleo-codex#2546
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