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Working with medical institutions

About our partners
  • University of Split School of MedicineAcademic partner
  • Croatian Oncological SocietyFree access for all members

How a reading is made

Illustrative
  1. Find the sources that answer the question.

    When new evidence is needed, CliniAtlas searches PubMed, Europe PMC, guidelines or drug labels. Simple follow-ups can use the existing conversation.

  2. Rank by strength, not by popularity.

    Each source is placed on the evidence strata, from guidelines and systematic reviews down to case reports and preprints, so the strongest evidence leads.

  3. Open the sources behind the answer.

    Numbered citations link to retrieved sources and show their evidence level. Information from general model knowledge is labelled, with relevant limitations.

Cited answer, graded by source

An illustrative CliniAtlas reading showing pooled evidence, landmark trials, European guidance, harms, and uncertainty.

Citations checked

What cardiovascular and kidney benefits, harms, and uncertainties are reported for GLP-1 receptor agonists in adults with type 2 diabetes?

A meta-analysis of eight placebo-controlled cardiovascular outcome trials involving 60,080 participants found that GLP-1 receptor agonists reduced major adverse cardiovascular events (MACE) by 14% (HR 0.86, 95% CI 0.80-0.93). It also reported relative reductions in all-cause mortality, heart-failure admission, and a composite kidney outcome. [1]

In LEADER, liraglutide reduced the primary MACE outcome from 14.9% to 13.0% over a median 3.8 years (HR 0.87, 95% CI 0.78-0.97), with lower cardiovascular and all-cause mortality. Gastrointestinal events were the most common reason for discontinuation. [2]

Limitations
  • Most cardiovascular outcome trials enrolled people with established cardiovascular disease or elevated risk; absolute benefit is likely smaller in lower-risk populations.
  • Pooled relative effects do not replace agent-specific evidence, baseline-risk assessment, or absolute event rates.
  • Gastrointestinal intolerance is common, and the retinopathy signal in SUSTAIN-6 requires clinical context rather than simple class-wide extrapolation.
  • The landmark trials were largely industry funded and generally compared treatment with placebo on top of standard care.
Sources in this reading
III / Systematic review2021

Cardiovascular, mortality, and kidney outcomes with GLP-1 receptor agonists in type 2 diabetes: a systematic review and meta-analysis of randomised trials

[1]PMID 34425083The Lancet Diabetes & Endocrinology
Open source
IV / Randomised trial2016

Liraglutide and cardiovascular outcomes in type 2 diabetes (LEADER)

[2]PMID 27295427New England Journal of Medicine
Open source
Open the full reading

What doctors ask CliniAtlas

All published readings

The agent harness scored higher with every model we tested

HealthBench Professional: 200 selected cases graded against physician-written rubrics. Each model's direct answers are compared with its answers inside the CliniAtlas Agent Harness.

  • 5 of 5model backends scored higher
  • 15 of 15model and task category pairs scored higher
  • +9.26 to +25.30points over the model alone
Read the full evaluation
Overall length-adjusted rubric score (0 to 100)Model aloneWith CliniAtlas
  1. Kimi K2.6Model alone: 29.12With CliniAtlas: 54.42+25.30
  2. GPT-5.6 Terra (v4)Model alone: 43.32With CliniAtlas: 60.73+17.41
  3. Qwen 3.6 PlusModel alone: 37.12With CliniAtlas: 50.06+12.95
  4. Claude Sonnet 5Model alone: 41.32With CliniAtlas: 52.96+11.64
  5. Claude Sonnet 4.6Model alone: 38.56With CliniAtlas: 47.83+9.26

Method & boundaries

  • Evidence review only

    For literature search, education, and professional evidence review only. Not for diagnosis, treatment selection, triage, monitoring, prognosis, or patient-specific clinical decision-making.

  • Open the sources behind the answer

    Numbered citations link to retrieved sources and show their evidence level. Information from general model knowledge is labelled, with relevant limitations.

  • Graded, not popularity-ranked

    Sources are placed by their stratum in the evidence hierarchy and recency - not by engagement or citation counts.

  • EU application and storage

    The application and stored data are in the EU. AI processing may occur outside the EU, and search terms reach external sources. Do not enter patient identifiers; verify answers against their sources.

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