Evidence map›Paper›PMID 42093696›Full record

ArticleFrontiers in plant science2026

Digital morphological data can generate accurate pre-emergence herbicide dose-response curves in

Olivia Landau, Jesus Lopez Borges, Raissa Na-Ah, Luigi Peracchi, Franco Sanchez-Izurieta

Erratum issuedAbstract read
In one paragraph

Article in Frontiers in plant science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. 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

5 · Who and what money

Authors and funding

5 authors.

Olivia LandauUnited States Department of Agriculture, Agricultural Research Service, Wheat Health, Genetics, and Quality Research Unit, Pullman, WA, United States.
Jesus Lopez BorgesDepartment of Crop and Soil Sciences, Washington State University, Pullman, WA, United States.
Raissa Na-AhDepartment of Crop and Soil Sciences, Washington State University, Pullman, WA, United States.
Luigi PeracchiDepartment of Crop and Soil Sciences, Washington State University, Pullman, WA, United States.
Franco Sanchez-IzurietaDepartment of Crop and Soil Sciences, Washington State University, Pullman, WA, United States.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Herbicide dose-response assays are routinely implemented to compare herbicide resistance among weed biotypes, which requires plant biomass to estimate the dose that reduces growth by 50% relative to untreated plants (GR Methods: This study sought to assess the accuracy and utility of DB and the 19 remaining parameters in dose-response assays by comparing dose-response curves and GR Results: Consistently strong correlations ( Discussion: Without requiring manual biomass collection, turnaround time for dose-response and other phenotyping assays decreases and allows faster sharing of research. Furthermore, herbicide-resistant plants can be preserved for phenotyping at later growth stages, tissue collection, and to produce progeny for future experiments.

Indexed as

atrazinedigital biomassdigital phenotypingdose-responsefomesafenmorphological dataspectral data

Identifiers

PMID42093696
PMCPMC13139323

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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.