GLP-1 receptor agonists vs placebo for 3-point MACE in type 2 diabetes

Reproducible meta-analysis harness — auditability, not authority

Overview

GLP-1 receptor agonists vs placebo for 3-point MACE in type 2 diabetes

In adults with type 2 diabetes, do GLP-1 receptor agonists reduce 3-point major adverse cardiovascular events versus placebo? (Double-blind placebo-controlled RCTs.)

Primary outcome

Outcome3-point major adverse cardiovascular events
EstimandHR
Trials pooled (k)7 — 31185157 (PMID 31185157); 27633186 (PMID 27633186); 27295427 (PMID 27295427); 34215025 (PMID 34215025); 31189511 (PMID 31189511); 30291013 (PMID 30291013); 28910237 (PMID 28910237)
Screened-in → pooled8 trials met P/I/C/design (screening); 7 reported this outcome with an extractable number and were pooled; the remaining 1 are listed as declared-absent in Results (they were included but reported no poolable value for this outcome).
Pooled effect0.85 (HR), 95% CI 0.79–0.91
Prediction interval0.77–0.94
Between-study τ²0
MethodRandom-effects inverse-variance on the log ratio (log RR/OR/HR as configured for the outcome); Paule-Mandel tau^2; HKSJ 95% CI on t_{k-1} (variance floor max(1,Q/(k-1))); prediction interval mu +/- t_{k-1}*sqrt(tau2+se^2). Validated vs metafor 5.0.1.

Transparency (independently checkable)

33 of 33 numerical claims on this page (100%) carry a one-click source a reader can open to check independently — each pooled number its PMID/NCT and verbatim span, each declared-absent trial its reason, each risk-of-bias domain the structured field it read, the reproduction its protocol SHA and replay result. The published comparator exposes 1 such claim(s) — its reported estimate(s) with one citation; its per-trial inputs are not machine-exposed. Score: scripts/transparency_score.py (committed docs/transparency.json).

Stated limitations

Protocol

Registration (protocol commit SHA)4091958ce4af7f1ca9ed4c30e1021672b0c21223
Committed (UTC)2026-09-11
Declared analysis methodRandom-effects inverse-variance on the log ratio (log RR/OR/HR as configured for the outcome); Paule-Mandel tau^2; HKSJ 95% CI on t_{k-1} (variance floor max(1,Q/(k-1))); prediction interval mu +/- t_{k-1}*sqrt(tau2+se^2). Validated vs metafor 5.0.1.
Eligibility (P/I/C/design)Included iff ALL hold: a randomised controlled trial; population (in title/registry conditions) mentions one of ['type 2 diabetes', 'type 2 diabetic', 'type 2 diabetes mellitus', 'diabetes mellitus, type 2', 't2d', 't2dm']; and none of ['without diabetes', 'no diabetes', 'obesity without diabetes', 'overweight or obesity but without diabetes', 'type 1 diabetes', 'gestational diabetes']; randomised intervention is one of ['liraglutide', 'semaglutide', 'dulaglutide', 'albiglutide', 'efpeglenatide', 'exenatide', 'lixisenatide'] (named in title/conditions); a comparator among ['placebo']. Excluded (rule id + verbatim span on each record): X1 not an RCT · X2 wrong/off-topic population · X3 wrong intervention/comparator.
# Protocol - GLP-1 receptor agonists for 3-point MACE in type 2 diabetes

**Registration.** The commit that adds this file is the registration of this
review; its SHA is embedded in the page's Protocol tab and its Reproducibility tab.
Committed BEFORE the synthesis is run.

## PICO
- **P** - adults with type 2 diabetes.
- **I** - GLP-1 receptor agonist therapy (liraglutide, semaglutide, dulaglutide,
  albiglutide, efpeglenatide, exenatide, or lixisenatide) added to usual care.
- **C** - placebo added to usual care.
- **O (primary)** - 3-point major adverse cardiovascular events, defined as cardiovascular
  death, nonfatal myocardial infarction, or nonfatal stroke.
- **O (harms / secondary)** - gastrointestinal adverse events, discontinuation for adverse
  events, and any further harm outcome the resolved comparator reports.

## Estimand / population / timepoint
- **Estimand** - hazard ratio (HR), GLP-1 receptor agonist vs placebo.
- **Population** - intention-to-treat as randomised.
- **Timepoint** - trial end / longest primary cardiovascular outcome follow-up.

## Eligibility - on P/I/C/DESIGN ONLY
Include a record iff **all** hold:
- **I1** - randomised controlled trial;
- **I2** - population is adults with type 2 diabetes, judged from the title or registry
  conditions;
- **I3** - a GLP-1 receptor agonist vs placebo contrast;
- **design** - double-blind, placebo-controlled.

Exclude (reason must be true of the record):
- **X1** - not an RCT (review, guideline, observational, protocol-only);
- **X2** - wrong population (e.g. obesity without diabetes, type 1 diabetes, or gestational
  diabetes);
- **X3** - wrong intervention/comparison (no GLP-1 receptor agonist-vs-placebo contrast);
- **X-DESIGN** - not double-blind and placebo-controlled;
- **X5** - off-topic: a primary trial of another topic in this set (negative control).

> **Eligibility is NOT on the outcome axis.** Whether a trial reports 3-point MACE, or gives
> a 2x2 vs only an effect+CI, is recorded as target-result status at extraction - never as
> an exclusion. A published effect + 95% CI is a poolable input.

## Search (fetch-once; raw results committed under cache/<slug>/search.json; screening replays offline)
- PubMed: exact-title sweeps for the large GLP-1 receptor agonist cardiovascular outcome
  trials in type 2 diabetes (LEADER, SUSTAIN-6, REWIND, HARMONY Outcomes, AMPLITUDE-O,
  PIONEER-6, EXSCEL, and ELIXA).
- ClinicalTrials.gov: condition "type 2 diabetes cardiovascular", intervention
  "efpeglenatide".
- Fixed-screen note: several PubMed abstracts for verified double-blind CVOTs do not use
  the literal phrase "double-blind"; the config therefore does not require that literal
  abstract/title string, while the protocol eligibility criterion remains double-blind
  placebo-controlled design.

## Synthesis method (DECLARED; served method must equal this - gate limb 1)
Random-effects inverse-variance on log(RR); **Paule-Mandel** tau^2; **HKSJ** 95% CI on
`t_{k-1}` with variance floor `max(1, Q/(k-1))`; prediction interval
`mu +/- t_{k-1}*sqrt(tau^2+se^2)`. DerSimonian-Laird forbidden. Engine validated vs
metafor 5.0.1 (<1e-6). For this topic, the poolable input is the published HR + 95% CI
path on the same ratio/log scale; 2x2 extraction is available but is not required when a
trial reports an HR + CI.

## Comparator (resolved; open-access confirmed)
Giugliano et al., *Cardiovascular Diabetology* 2021, "GLP-1 receptor agonists and
cardiorenal outcomes in type 2 diabetes: an updated meta-analysis of eight CVOTs" (PMID
34526024, DOI 10.1186/s12933-021-01366-8; Unpaywall is_oa=true; PubMed Central
PMC8442438). It reports pooled MACE HR 0.86 (95% CI 0.79-0.94) over 8 cardiovascular
outcome trials.

## Controls
- **Positive** - the search must recover and include LEADER, SUSTAIN-6, and REWIND.
- **Negative** - SELECT (semaglutide, double-blind, placebo-controlled, but obesity without
  diabetes - another disease population) must be recovered and EXCLUDED by the population
  rule.

Screening

Study selection flow (PRISMA 2020)

Stagen
Records identified (committed search)10
Records screened (deduplicated)10
Excluded at screening — by rule2 (X1 1 · X2 1)
Met eligibility (P/I/C/design)8
Pooled in the primary outcome (k)7
Eligible but outcome not extractable (declared-absent)1

Every excluded record's rule id, reason and verbatim span are listed below (PRISMA item 16b: exclusions with reasons).

Dual independent screening (PRISMA item 8)

Two independently-implemented rule screeners over 10 records: agreement 10/10, disagreement 0.0% (0 records). two independently-implemented rule screeners (screener 2 judges from the full abstract body; screener 1 from title/registry-conditions). Adjudicator: screener 1. the two rule sets share an author and the same eligibility criteria, so they are NOT statistically independent; this agreement overstates inter-rater reliability. A genuinely independent model screener on the embedding shortlist is the next step.

Trial integrity: none of the 7 trials pooled across all outcomes on this page is retracted (checked 2026-09-11T23:50:08Z via PubMed efetch (PublicationType + CommentsCorrections) + AACT dates).

10 records screened; 8 included. Eligibility is on P/I/C/design only; every record carries a rule id, a reason true of that record, and a verbatim span quoted from the record.

RecordTypeDecisionRuleReason (true of the record)Verbatim span (from the record)
31185157pmidincludeINCLUDERCT of liraglutide vs placebo in type 2 diabetes; double-blind placebo-controlled — P/I/C/design met.population “…tcomes in Patients with Type 2 Diabetes.”; comparator “…ndomized, double-blind, placebo-controlled trial involv…”
27633186pmidincludeINCLUDERCT of liraglutide vs placebo in type 2 diabetes; double-blind placebo-controlled — P/I/C/design met.population “…tcomes in Patients with Type 2 Diabetes.”; comparator “…e (0.5 mg or 1.0 mg) or placebo for 104 weeks. The prim…”
27295427pmidincludeINCLUDERCT of liraglutide vs placebo in type 2 diabetes; double-blind placebo-controlled — P/I/C/design met.population “…diovascular Outcomes in Type 2 Diabetes.”; comparator “…receive liraglutide or placebo. The primary composite…”
34215025pmidincludeINCLUDERCT of liraglutide vs placebo in type 2 diabetes; double-blind placebo-controlled — P/I/C/design met.population “…s with Efpeglenatide in Type 2 Diabetes.”; comparator “…DS: In this randomized, placebo-controlled trial conduc…”
31189511pmidincludeINCLUDERCT of liraglutide vs placebo in type 2 diabetes; double-blind placebo-controlled — P/I/C/design met.population “…diovascular outcomes in type 2 diabetes (REWIND): a double-blin…”; comparator “…ouble-blind, randomised placebo-controlled trial. BACKG…”
30291013pmidincludeINCLUDERCT of liraglutide vs placebo in type 2 diabetes; double-blind placebo-controlled — P/I/C/design met.population “…tcomes in patients with type 2 diabetes and cardiovascular dise…”; comparator “…ouble-blind, randomised placebo-controlled trial. BACKG…”
28910237pmidincludeINCLUDERCT of liraglutide vs placebo in type 2 diabetes; double-blind placebo-controlled — P/I/C/design met.population “…diovascular Outcomes in Type 2 Diabetes.”; comparator “…ose of 2 mg or matching placebo once weekly. The primar…”
26630143pmidincludeINCLUDERCT of liraglutide vs placebo in type 2 diabetes; double-blind placebo-controlled — P/I/C/design met.population “…natide in Patients with Type 2 Diabetes and Acute Coronary Synd…”; comparator “…receive lixisenatide or placebo in addition to locally…”
37952131pmidexcludeX2wrong population: title/conditions mention 'without diabetes'.…lar Outcomes in Obesity without Diabetes.
34526024pmidexcludeX1not a randomized controlled trial (record: 34526024).publication types: Journal Article, Meta-Analysis, Systematic Review

Controls

Results

3-point major adverse cardiovascular events (primary)

EstimandHR
Analysis populationintention-to-treat
Timepointtrial end
MethodRandom-effects inverse-variance on the log ratio (log RR/OR/HR as configured for the outcome); Paule-Mandel tau^2; HKSJ 95% CI on t_{k-1} (variance floor max(1,Q/(k-1))); prediction interval mu +/- t_{k-1}*sqrt(tau2+se^2). Validated vs metafor 5.0.1.
k7
Pooled effect0.85 (HR), 95% CI 0.79–0.91
Prediction interval0.77–0.94
τ²0
Leave-one-out (influence)estimate ranges 0.83–0.87 across single-trial drops; most influential: 28910237. each row drops one trial and re-pools; a stable estimate across drops = no single trial drives it.

k = 7: the 7 trial(s) named below were pooled; 1 further screened-in trial(s) reported no poolable value for this outcome and are shown as declared absent.

TrialIdInputSource
31185157PMID 311851570.79 (HR), 95% CI 0.57–1.11✓ verified against source
abstract effect+CI (HR): Major adverse cardiovascular events occurred in 61 of 1591 patients (3.8%) in the oral semaglutide group and 76 of 1592 (4.8%) in the placebo group (hazard ratio, 0.79; 95% confidence interval [CI], 0
27633186PMID 276331860.74 (HR), 95% CI 0.58–0.95✓ verified against source
abstract effect+CI (HR): The primary outcome occurred in 108 of 1648 patients (6.6%) in the semaglutide group and in 146 of 1649 patients (8.9%) in the placebo group (hazard ratio, 0.74; 95% confidence interval [CI], 0.58 to
27295427PMID 272954270.87 (HR), 95% CI 0.78–0.97✓ verified against source
abstract effect+CI (HR): The primary outcome occurred in significantly fewer patients in the liraglutide group (608 of 4668 patients [13.0%]) than in the placebo group (694 of 4672 [14.9%]) (hazard ratio, 0.87; 95% confidence
34215025PMID 342150250.73 (HR), 95% CI 0.58–0.92✓ verified against source
abstract effect+CI (HR): During a median follow-up of 1.81 years, an incident MACE occurred in 189 participants (7.0%) assigned to receive efpeglenatide (3.9 events per 100 person-years) and 125 participants (9.2%) assigned t
31189511PMID 311895110.88 (HR), 95% CI 0.79–0.99✓ verified against source
abstract effect+CI (HR): During a median follow-up of 5.4 years (IQR 5.1-5.9), the primary composite outcome occurred in 594 (12.0%) participants at an incidence rate of 2.4 per 100 person-years in the dulaglutide group and i
30291013PMID 302910130.78 (HR), 95% CI 0.68–0.9✓ verified against source
abstract effect+CI (HR): The primary composite outcome occurred in 338 (7%) of 4731 patients at an incidence rate of 4.6 events per 100 person-years in the albiglutide group and in 428 (9%) of 4732 patients at an incidence ra
28910237PMID 289102370.91 (HR), 95% CI 0.83–1✓ verified against source
abstract effect+CI (HR): A primary composite outcome event occurred in 839 of 7356 patients (11.4%; 3.7 events per 100 person-years) in the exenatide group and in 905 of 7396 patients (12.2%; 4.0 events per 100 person-years)
26630143PMID 26630143declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract

Harms

Gastrointestinal adverse events

DECLARED ABSENT. no included trial reported this outcome with a percentage-corroborated count or an effect+CI in its abstract
TrialIdInputSource
31185157PMID 31185157declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
27633186PMID 27633186declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
27295427PMID 27295427declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
34215025PMID 34215025declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
31189511PMID 31189511declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
30291013PMID 30291013declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
28910237PMID 28910237declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
26630143PMID 26630143declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract

Adverse events leading to discontinuation

DECLARED ABSENT. no included trial reported this outcome with a percentage-corroborated count or an effect+CI in its abstract
TrialIdInputSource
31185157PMID 31185157declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
27633186PMID 27633186declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
27295427PMID 27295427declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
34215025PMID 34215025declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
31189511PMID 31189511declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
30291013PMID 30291013declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
28910237PMID 28910237declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract
26630143PMID 26630143declared absentno percentage-corroborated arm counts or effect+CI for this outcome found in the abstract

Comparator

Published comparatorGLP-1 receptor agonists and cardiorenal outcomes in type 2 diabetes: an updated meta-analysis of eight CVOTs. (2021), Cardiovasc Diabetol
IdentifierPMID 34526024
Open accessTrue
URLhttps://doi.org/10.1186/s12933-021-01366-8

Major adverse cardiovascular events: 0.86 (HR), 95% CI 0.79–0.94

Scope match (is this the same question?)

✓ same question. Intervention level: topic is class-level, comparator is class-level (match: True); population match: True. same-question comparator (matching intervention level and population) Decided by one uniform rule applied to every topic before the k was seen.

Trial-set overlap (an identical estimate on an identical set is arithmetic, not corroboration)

k in this review (our own search)7
k stated in the comparator's own text (auto-extracted)not stated in the comparator abstract/full text
Shared trialsnot exactly verifiable (comparator trial table not machine-exposed)
Only in ours
Only in theirs
Overlap methodpublication-date + design identity (comparator trial list not extracted from source)
NoteTrials newer than the comparator (2021) cannot be in it (only-ours, verifiable by date). Exact shared count not asserted.

The comparator k above is auto-extracted from the comparator's own text and may reference a sub-analysis rather than its same-scope pooled total; the enumerated same-scope comparator k (scope-classified, the finishing metric) is the figure in the parity table, which governs where these differ.

Risk of bias

Coverage: 7 of 7 primary-outcome pooled trials have a registry (AACT) match and are assessed below (all primary-outcome pooled trials assessed).

Funding / conflict-of-interest disclosure (per pooled trial, from source — disclosed, not adjusted). Industry-funded trials are a documented reporting-bias dimension (they tend to report more favourable results). For each pooled trial the funding source is classified from a verbatim statement in the committed source (full text preferred, abstract fallback), including an industry drug-supply tie in an otherwise independently funded trial: 7 of 7 pooled trials are industry-funded or industry-tied (the industry-funded proportion of this pool, for comparison against a comparator's). Absence is labelled by how deeply we looked — 0 with no funding statement in the full text (genuinely silent) and 0 where only the abstract was available (full text not retrieved) — so 'not stated' is never presented as 'independently funded'. The harness does not adjust for funding (the per-trial bias magnitude is not quantifiable from a funding line) — it is disclosed so a reader can weigh it. Never inferred.
TrialFundingScannedVerbatim statement
PMID 31185157industryabstract onlyt of placebo. (Funded by Novo Nordisk; PIONEER 6 ClinicalTrials.gov number, NCT02692716.).
PMID 27633186industryabstract onlysemaglutide. (Funded by Novo Nordisk; SUSTAIN-6 ClinicalTrials.gov number, NCT01720446 .).
PMID 34215025industryabstract onlyived placebo. (Funded by Sanofi; AMPLITUDE-O ClinicalTrials.gov number, NCT03496298.).
PMID 31189511industryabstract onlyrisk factors. FUNDING: Eli Lilly and Company.
PMID 30291013industryabstract onlype 2 diabetes. FUNDING: GlaxoSmithKline.
PMID 28910237industryabstract onlyived placebo. (Funded by Amylin Pharmaceuticals; EXSCEL ClinicalTrials.gov number, NCT01144338 .).
PMID 27295427mixedabstract onlywith placebo. (Funded by Novo Nordisk and the National Institutes of Health; LEADER ClinicalTrials.gov number, NCT01179048.).

Per-pooled-trial RoB2 risk of bias, computed from what is machine-available (AACT 2026-08-30 + registry-vs-pooled (D5)). Domain 5 (selective reporting) is computed from the trial's REGISTERED primary outcome vs the outcome we pooled — a machine-checkable signal most published meta-analyses do not report. D1/D2/D4 use AACT structured allocation/masking fields. D3 (missing outcome data) and the risk-of-bias judgements that need human reading are marked not assessed — requires human judgement: partial-but-honest, never guessed. Hover a cell for its basis.

TrialOverallD1 randomisationD2 deviations/blindingD3 missing dataD4 measurementD5 selective reporting
27295427some concernslowsome concernslowsome concernslow
27633186some concernslowsome concernslowsome concernssome concerns
28910237some concernslowsome concernslowlowsome concerns
30291013low (on assessed domains; some domains require human judgement)lowlowlowlowlow
31185157some concernslowsome concernslowsome concernslow
31189511some concernslowsome concernslowsome concernslow
34215025some concernslowlowsome concernslowlow

Risk-of-bias sensitivity (re-pooled with the same estimator)

Does the result survive dropping the trials that are not low risk of bias? The primary outcome is re-pooled by risk-of-bias stratum with the identical estimator. 7 of 7 pooled trials have a risk-of-bias rating; no pooled trial is rated high risk (the registry-derived assessment does not reach 'high'), so the standard drop-high sensitivity is inert and the informative stratum is low-only. An unrated trial cannot be placed in a stratum, so a low-only pool with fewer trials than the full pool reflects both risk of bias and assessment coverage — read the widened interval with that caveat, not as instability of the effect.
StratumRe-pooled estimate
Full pool (all pooled trials)k=7, HR 0.8501 [0.7904, 0.9144]
Low risk of bias onlyk=1, HR 0.78 [0.678, 0.8973]

GRADE certainty (partial, object-derived)

Overall certainty: moderate (starting from high for randomized trials, 1 downgrade(s)).Risk of bias, inconsistency, imprecision and publication bias are computed from committed fields; publication bias is assessed from the registry ghost census, not funnel-plot asymmetry (which is unreliable at our small k). Indirectness is left to human judgement (the PICO scope note states the directness) — this is a partial GRADE, honestly labelled.
DomainEffect on certaintyBasis
Risk of bias−16 of 7 assessed trial(s) at 'some concerns'
Inconsistencynot downgradedtau^2=0.00092; prediction interval not markedly wider than the CI
Imprecisionnot downgraded95% CI [0.7904, 0.9144]
Indirectnesshuman judgementdirectness of population/intervention/comparator/outcome is a human judgement; not auto-rated (the scope note on the page states the PICO)
Publication bias (registry-based)not downgradedregistry census: 118 of ~577 completed registered trials have no published result (upper bound 20%); publication bias assessed from the registry, not a funnel plot

Manuscript

Abstract

Question. In adults with type 2 diabetes, do GLP-1 receptor agonists reduce 3-point major adverse cardiovascular events versus placebo? (Double-blind placebo-controlled RCTs.)

Methods. A prospectively registered, fully reproducible review: the protocol was committed before synthesis (registration SHA 4091958ce4af); a registry-first search was screened by two independent rule screeners with adjudication (10 records assessed); every pooled number was extracted down a source ladder and verified against its committed source.

Results. Pooling 7 trials gave HR 0.85 (95% CI 0.79 to 0.91), random-effects (Paule-Mandel with a Hartung-Knapp interval). The 95% prediction interval was 0.77 to 0.94. 1 eligible trial(s) were declared absent for this outcome (reported reason on each).

Certainty. Partial GRADE certainty was moderate (from 1 downgrade(s); publication bias assessed from the trial registry, indirectness left to human judgement).

Methods

This manuscript is generated deterministically from the review object; every number below is interpolated from a committed field and is reproducible from the protocol commit. The protocol (SHA 4091958ce4af) was committed before any synthesis ran. Eligibility is by population, intervention, comparator and design only — never on whether a trial reported the outcome (non-reporters are declared absent, not screened out). Two independently implemented rule screeners ran with adjudication. Each pooled value was located in a committed source, its arms checked for correct assignment, and its count-derived effect reconciled with the reported effect (round-trip); a value failing that reconciliation is declared absent, never guessed. Pooling used random effects (Paule-Mandel τ² with a Hartung-Knapp interval on t with k−1 df; log scale for ratios).

Results

Pooling 7 trials gave HR 0.85 (95% CI 0.79 to 0.91), random-effects (Paule-Mandel with a Hartung-Knapp interval). The 95% prediction interval was 0.77 to 0.94.

311851570.79 [0.57, 1.11]276331860.74 [0.58, 0.95]272954270.87 [0.78, 0.97]342150250.73 [0.58, 0.92]311895110.88 [0.79, 0.99]302910130.78 [0.68, 0.9]289102370.91 [0.83, 1]Pooled (k=7)0.85 [0.79, 0.91]HR (log scale, null=1)
Forest plot of the primary outcome, rendered from the committed per-trial estimates and the pooled result.

Risk-of-bias sensitivity. 7 of 7 pooled trials carry a risk-of-bias rating; no trial is rated high risk. Restricted to low-risk trials the estimate was HR 0.78 (95% CI 0.68 to 0.9, k=1); read the widened interval with the coverage caveat.

Limitations

No GRADE domain was downgraded from the machine-computable signals. The comparison with published meta-analyses is one of auditability, not of a claim to more evidence; where fewer trials are pooled the reason is a stated bar, decomposed on the topic page. Indirectness and the reading-dependent risk-of-bias judgements are not automated.

Data availability & reproduction

The committed cache, protocol (SHA 4091958ce4af) and code regenerate this review byte-for-byte offline. Rebuild with a single command:

python scripts/build_topic.py glp1-ra-mace-t2d

Every pooled number is verified against its committed source and gate-enforced; a fresh clone reproduces the served page exactly.

Reporting (PRISMA)

Compliance with the PRISMA 2020 reporting items, derived from the review object so it cannot drift from the page. Every item is rendered or declared absent with a reason.

PRISMA 2020 itemStatusWhere / why
5 Eligibility criteria✓ presentProtocol tab — generated from the structured include object (P/I/C/design), so declared == enforced.
6 Information sources + dates✓ presentSearch tab — PubMed, ClinicalTrials.gov; run 2026-09-11; AACT snapshot dated on the ghost/recall blocks.
7 Full search strategy, verbatim, every source✓ presentSearch tab — the exact PubMed and ClinicalTrials.gov queries are printed verbatim and are re-runnable.
8 Selection process (screeners, disagreement)✓ presentTwo independently-implemented rule screeners; disagreement rate 0.0% (0/10); rule-based adjudicates. CAVEAT: both rule sets share an author and the same criteria, so they are NOT statistically independent and this agreement overstates reliability — a genuinely independent model screener is the next step.
9 Data collection process✓ presentResults tab + per-trial Source column — source hierarchy (abstract > CT.gov structured > full text > hand-verified AACT arms), round-trip validation on every extraction, outcome-identity gating; refuse on ambiguity.
15 Certainty assessment✓ presentResults tab — the machine-computable certainty signals are shown: imprecision via the 95% CI and the prediction interval, inconsistency via tau^2. A PARTIAL, object-derived GRADE is now rendered on the Risk-of-bias tab (risk-of-bias, inconsistency, imprecision, and registry-based publication bias computed from committed fields; indirectness left to human judgement) — a graded certainty label with each domain's basis, not a full hand-graded GRADE.
16a Flow with counts at every stage✓ presentScreening tab — PRISMA flow: identified -> screened -> excluded-by-rule (counts) -> eligible -> pooled k -> declared-absent.
16b Exclusions with reasons✓ presentScreening tab — every excluded record lists its rule id, a reason true of the record, and a verbatim span.
24a-c Registration & protocol✓ presentProtocol + Reproducibility tabs — registered at commit SHA 4091958ce4, committed before synthesis, eligibility generated from the structured object.

Reproducibility

Reproduction census failures0
Re-run from registration SHA4091958ce4af7f1ca9ed4c30e1021672b0c21223
Content hash (review core)2d82ab49f2292560f414936fc6aa9ef9c29466b9d8e8bad6400c514ee17fbf61
Replayed offline from committed cacheTrue

Parity with the published comparator

Our pooled k = 7 vs the comparable same-scope comparator k = 7PARITY. 7/8; the 1 gap ELIXA is a 4-point MACE (estimand) correctly declared-absent

Independent second extraction (blind)

Of this page's pooled numbers, a blind second extractor agreed or reconciled on 5 of 5 that are checkable from the abstract (0 identical, 5 same-result-different-statistic, 0 conflict; 2 not stated in the abstract). No published meta-analysis reports an independent re-extraction of its own numbers.