Evidence map›Paper›PMID 42367854›Full record

ArticlebioRxiv : the preprint server for biology2026

Dissecting and directing pathology foundation models.

Chanwoo Kim, Jakub Kaczmarzyk, Deepika Savant, Zhen Zhao, Peter K Koo, Su-In Lee

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

6 authors.

Chanwoo KimPaul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA.ORCID 0000-0002-1950-1230
Jakub KaczmarzykCold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.ORCID 0000-0002-5544-7577
Deepika SavantCold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.
Zhen ZhaoCold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.ORCID 0000-0001-5271-4759
Peter K KooSimons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA.ORCID 0000-0001-8722-0038
Su-In LeePaul G. Allen School of Computer Science and Engineering, University of Washington, Seattle, WA, USA.ORCID 0000-0001-5833-5215

Funding

Single-Cell Biology Shared ResourceP30CA045508 · NCI · COLD SPRING HARBOR LABORATORY · PI David A Tuveson · 1987 to 2026
$118.9M
Interpretable Machine Learning to Identify Alzheimer's Disease Therapeutic TargetsR01AG061132 · NIA · UNIVERSITY OF WASHINGTON · PI LEE, SU-IN · 2019 to 2023
$2.9M
IDEAL-XAI: Advancing Explainable AI to Identify Early Driver Events of Alzheimer's DiseaseRF1AG088824 · NIA · UNIVERSITY OF WASHINGTON · PI LEE, SU-IN · 2024 to 2024
$1.8M
XAI-TRUST: Explainable AI Techniques to Rigorously Understand, Scrutinize, and Trust Clinical AIR01EB035934 · NIBIB · UNIVERSITY OF WASHINGTON · PI Su-In Lee · 2024 to 2026
$1.3M
NCI NIH HHS P30 CA045508NIA NIH HHS R01 AG061132NIA NIH HHS RF1 AG088824NIBIB NIH HHS R01 EB035934
6 · The paper itself

Abstract

Foundation models (FMs) are central to digital pathology, encoding histology images into dense

Identifiers

PMID42367854
PMCPMC13307983

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.