Evidence map›Paper›PMID 42510685›Full record

ArticleBiology2026

Artificial Intelligence Research for Complex Biological Systems: Integrating Data, Models, and Biological Knowledge.

Yong Chen, Milana Frenkel-Morgenstern

Abstract readEditorial
In one paragraph

Article in Biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

2 authors.

Yong ChenDepartment of Biological and Biomedical Sciences, Rowan University, Glassboro, NJ 08028, USA.ORCID 0000-0001-6827-4321
Milana Frenkel-MorgensternScojen Institute of Synthetic Biology, Dina Recanati School of Medicine, Reichman University, Tel Aviv District, Herzliya 4610101, Israel.ORCID 0000-0002-0329-4599

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Biological systems are inherently complex, dynamic, heterogeneous, and organized across multiple spatial and temporal scales [...].

Identifiers

PMID42510685
PMCPMC13404443

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.