Asclevor for Researchers

Find the cases your literature search missed.

Semantic retrieval surfaces clinically similar published cases that keyword search cannot see — and the API brings the same retrieval into your research workflows.

Illustrative interface. Clinical Search retrieves clinically similar published patient cases from the PubMed case literature, ranked by semantic similarity — every result carries its relevance score and source PMID.

Literature discovery is still a string-matching problem.

Research questions are conceptual. The literature answering them is written in a dozen vocabularies. Between the two sits slow, manual screening.

Synonym drift
The same syndrome appears under different terms across decades, journals, and indexing conventions.
Buried case reports
Case reports carry the clinical detail — and are the hardest document type to retrieve reliably.
Manual screening
Reviewing titles and abstracts by hand is slow, repetitive, and easy to get wrong at the edges.
Rigid tooling
Databases return lists, not meaning. Building on them usually means scraping and cleaning.

How Asclevor helps

Retrieval that works at the speed of a research question.

  • Semantic retrieval

    Embedding-based matching follows meaning across terminologies and decades of wording.

  • Case-level granularity

    Retrieve individual published patient cases — not just papers that mention a topic.

  • Verifiable results

    Similarity scores and PMIDs on every result, ready for citation and screening.

  • Programmatic access

    The same retrieval through a REST API for pipelines, corpora, and prototypes.

Use cases

From hypothesis to comparable literature.

  • Reviews

    Literature discovery

    Open a review with the cases that matter — retrieved by meaning, not by keyword luck.

  • Exploration

    Hypothesis generation

    See how a presentation has played out across etiologies, populations, and courses.

  • Pipelines

    Research tooling

    Feed retrieval into scripts, notebooks, and internal tools through the API.

  • Teaching

    Journal clubs & seminars

    Assemble comparable cases for teaching — with transparent ranking and sources.

Asclevor supports knowledge discovery. It does not diagnose, recommend treatment, or replace clinical judgment.

Relevant products

Start with the product. Go deeper with the API.

Researchers

Start from meaning, not keywords.

The API is open — tell us what you're researching.