Evidence map›Paper›PMID 41821874›Full record

ArticlePlant direct2026

Systems analysis of leaf anatomy and transcriptome using unsupervised machine learning provides insight on photosynthesis development and evolution in non-model grasses.

Santiago Prochetto, Georgina Stegmayer, Anthony J Studer, Renata Reinheimer

Abstract read
In one paragraph

Article in Plant direct, 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. Article
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

4 authors.

Santiago ProchettoConsejo Nacional de Investigaciones Científicas y Técnicas de la República, Argentina (CONICET), Instituto de Agrobiotecnología del Litoral Universidad Nacional del Litoral, CONICET, CCT-Santa Fe Santa Fe Argentina.
Georgina StegmayerConsejo Nacional de Investigaciones Científicas y Técnicas de la República Argentina (CONICET), SINC-Research institute for Signals, Systems and Computational Intelligence Universidad Nacional del Litoral, CONICET, CCT-Santa Fe Santa Fe Argentina.
Anthony J StuderDepartment of Crop Sciences University of Illinois Urbana IL USA.
Renata ReinheimerConsejo Nacional de Investigaciones Científicas y Técnicas de la República Argentina (CONICET), Instituto de Agrobiotecnología del Litoral Universidad Nacional del Litoral, FCA, CONICET, CCT-Santa Fe Santa Fe Argentina.ORCID https://orcid.org/0000-0002-5635-0937

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The C

Indexed as

bundle sheath cellleaf anatomyleaf gradientmesophyll cellphotosynthesis evolutionself‐organizing mapstranscription factorsunsupervised machine learningvein system

Identifiers

PMID41821874
PMCPMC12976145

What Socratic 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 Socratic graph.