Evidence map›Paper›PMID 42079180›Full record

ArticlebioRxiv : the preprint server for biology2026

Zero-shot design of a

Gina El Nesr, Simon L Dürr, Irimpan I Mathews, Qi Wen, Kewei Zhao, Ritimukta Sarangi, Ursula Rothlisberger, Fanny Sunden, Po-Ssu Huang

Abstract readPreprint
PubMed Full text at PMC Publisher
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

9 authors.

Gina El NesrBiophysics Program, Stanford University, Stanford, CA.ORCID 0000-0003-4857-9464
Simon L DürrInstitute of Chemical Sciences and Engineering, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.ORCID 0000-0002-4304-8106
Irimpan I MathewsStanford Synchrotron Radiation Lightsource SLAC National Laboratory, Menlo Park, CA.
Qi WenDepartment of Bioengineering, Stanford University, Stanford, CA.ORCID 0009-0007-3731-6163
Kewei ZhaoStanford Synchrotron Radiation Lightsource SLAC National Laboratory, Menlo Park, CA.ORCID 0000-0003-2471-975X
Ritimukta SarangiStanford Synchrotron Radiation Lightsource SLAC National Laboratory, Menlo Park, CA.ORCID 0000-0002-2764-2279
Ursula RothlisbergerInstitute of Chemical Sciences and Engineering, École Polytechnique Fédérale de Lausanne (EPFL), Lausanne, Switzerland.ORCID 0000-0002-1704-8591
Fanny SundenDepartment of Biochemistry, Stanford University, Stanford, CA.ORCID 0000-0003-4110-7384
Po-Ssu HuangDepartment of Bioengineering, Stanford University, Stanford, CA.ORCID 0000-0002-7948-2895

Funding

A Synchrotron Radiation Structural Biology ResourcesP30GM133894 · NIGMS · STANFORD UNIVERSITY · PI Aina E. Cohen, KEITH O HODGSON · 2020 to 2026
$43.3M
Study of Nonenzymatic and Enzymatic Phosphoryl TransferR01GM064798 · NIGMS · STANFORD UNIVERSITY · PI Polly Morrell Fordyce, DANIEL HERSCHLAG · 2002 to 2026
$5.9M
Generative neural networks for structure-based antibody designR01GM147893 · NIGMS · STANFORD UNIVERSITY · PI Possu Huang · 2022 to 2026
$1.9M
NIGMS NIH HHS P30 GM133894NIGMS NIH HHS R01 GM064798NIGMS NIH HHS R01 GM147893
6 · The paper itself

Abstract

The

Identifiers

PMID42079180
PMCPMC13131597

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.