Evidence map›Paper›PMID 41542539›Full record

ArticlebioRxiv : the preprint server for biology2026

Curation at Scale with EPITOME: Extraction Pipeline for Immunological Texts and Open-Source Multimodal Enquiry.

Eve Richardson, Parker Lischwe, Jason Bennett, Nina Blazeska, Jason Greenbaum, Blake Harlan, Noor Lallmamode, Daniel Marrama, Michael Talbott, Randi Vita and 3 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Eve RichardsonLa Jolla Institute for Immunology, La Jolla, CA, USA.ORCID 0000-0002-5499-6283
Parker LischweIntel Corporation, Santa Clara, CA, USA.
Jason BennettLa Jolla Institute for Immunology, La Jolla, CA, USA.
Nina BlazeskaLa Jolla Institute for Immunology, La Jolla, CA, USA.ORCID 0000-0002-6604-0019
Jason GreenbaumLa Jolla Institute for Immunology, La Jolla, CA, USA.ORCID 0000-0002-1381-0390
Blake HarlanIntel Corporation, Santa Clara, CA, USA.
Noor LallmamodeIntel Corporation, Santa Clara, CA, USA.
Daniel MarramaLa Jolla Institute for Immunology, La Jolla, CA, USA.ORCID 0000-0001-5821-6857
Michael TalbottLa Jolla Institute for Immunology, La Jolla, CA, USA.
Randi VitaLa Jolla Institute for Immunology, La Jolla, CA, USA.ORCID 0000-0001-8957-7612
Alessandro SetteLa Jolla Institute for Immunology, La Jolla, CA, USA.ORCID 0000-0001-7013-2250
Kaleb KuetherIntel Corporation, Santa Clara, CA, USA.
Bjoern PetersLa Jolla Institute for Immunology, La Jolla, CA, USA.ORCID 0000-0002-8457-6693

Funding

IMMUNE EPITOPE AND ANALYSIS PROGRAM: Transplantation of organs, tissues and cells 75N93019C00001 · NIAID · LA JOLLA INSTITUTE FOR IMMUNOLOGY · PI WILSON, STEPHEN · 2019 to 2025
$23.1M
THE CANCER EPITOPE DATABASE AND ANALYSIS RESOURCEU24CA248138 · NCI · LA JOLLA INSTITUTE FOR IMMUNOLOGY · PI PETERS, BJOERN, SETTE, ALESSANDRO · 2021 to 2025
$4.6M
NCI NIH HHS U24 CA248138NIAID NIH HHS 75N93019C00001
6 · The paper itself

Abstract

The Immune Epitope Database (IEDB, iedb.org) has manually curated epitope data from over 26,000 publications across two decades. With PubMed adding ~5,000 articles daily, traditional curation methods face scalability challenges. Given the multimodality of data contained in scientific papers, we have sought to build an open-source vision language model (VLM)-based tool that human curators can use to speed up and automate biological data curation.

Identifiers

PMID41542539
PMCPMC12803164

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.