Evidence map›Paper›PMID 42062613›Full record

ArticleNature biotechnology2026

Tracing the rise of biomedical foundation models.

Yuzhou Chang, Hao Cheng, Mirage Modi, Guangyu Wang, Dong Xu, Qin Ma

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Nature biotechnology, 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.

Yuzhou ChangDepartment of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH, USA.ORCID http://orcid.org/0000-0003-4893-1886
Hao ChengDepartment of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH, USA.
Mirage ModiDepartment of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH, USA.
Guangyu WangCenter for Bioinformatics and Computational Biology, Houston Methodist Research Institute, Houston, TX, USA.ORCID http://orcid.org/0000-0003-4803-7200
Dong XuHealth Informatics Institute, Morsani College of Medicine, University of South Florida, Tampa, FL, USA.
Qin MaDepartment of Biomedical Informatics, College of Medicine, The Ohio State University, Columbus, OH, USA. qin.ma@osumc.edu.ORCID http://orcid.org/0000-0002-3264-8392

Funding

TriState SenNET (Lung and Heart) Tissue Map and Atlas consortiumU54AG075931 · NIA · UNIVERSITY OF PITTSBURGH AT PITTSBURGH · PI TOREN FINKEL, Melanie Koenigshoff · 2021 to 2026
$14.0M
The Role of the Y Chromosome in Bladder Tumor Development, Growth And ProgressionP01CA278732 · NCI · CEDARS-SINAI MEDICAL CENTER · PI SUNGYONG YOU · 2023 to 2026
$10.7M
NHP CoreP01AI177687 · NIAID · BETH ISRAEL DEACONESS MEDICAL CENTER · PI Dan H. Barouch · 2023 to 2026
$7.4M
Multi-view self-supervised deep learning for biological sequences and beyondR35GM126985 · NIGMS · UNIVERSITY OF SOUTH FLORIDA · PI DONG XU · 2018 to 2026
$3.8M
Landscapes for Cell State Transition Leveraging by Single-Cell Multi-OmicsR35GM150460 · NIGMS · METHODIST HOSPITAL RESEARCH INSTITUTE · PI Guangyu Wang · 2023 to 2026
$1.6M
Statistical Power Analysis Framework for Multi-Sample and Cross-Platform Spatial Omics ExperimentsR01GM152585 · NIGMS · OHIO STATE UNIVERSITY · PI Dongjun Chung, Qin Ma · 2024 to 2026
$1.2M
SCH: Graph-based Spatial Transcriptomics Computational Methods in Kidney DiseasesR01DK138504 · NIDDK · INDIANA UNIVERSITY INDIANAPOLIS · PI Michael Thomas Eadon, Qin Ma · 2023 to 2026
$1.1M
Division of Intramural Research, National Institute of Allergy and Infectious Diseases (Division of Intramural Research of the NIAID) P01AI177687NCI NIH HHS P01 CA278732NIAID NIH HHS P01 AI177687NIA NIH HHS U54 AG075931NIDDK NIH HHS R01 DK138504NIGMS NIH HHS R01 GM152585NIGMS NIH HHS R35 GM126985NIGMS NIH HHS R35 GM150460U.S. Department of Health & Human Services | NIH | National Institute of Diabetes and Digestive and Kidney Diseases (National Institute of Diabetes & Digestive & Kidney Diseases) R01DK138504U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (NIGMS) R01GM152585U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (NIGMS) R35GM126985U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (NIGMS) R35GM150460U.S. Department of Health & Human Services | NIH | National Institute on Aging (U.S. National Institute on Aging) U54AG075931U.S. Department of Health & Human Services | NIH | NCI | Division of Cancer Epidemiology and Genetics, National Cancer Institute (National Cancer Institute Division of Cancer Epidemiology and Genetics) P01CA278732
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID42062613
PMCPMC13461276

What Socratic holds

Textmetadata
LicenceTDM
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 Socratic graph.