Claim · model-written summary
PTW identifies distinct response patterns associated with yield performance and stability
- Taxon
- wheat
Triticum aestivume5 - Outcome
- distinct patternse2
- Qualifier
- associated with yield performance and stabilitye2
Not reportedMaterialGeneCompoundOrgan / stageInteractorInteractor roleSecond interactorSecond interactor roleTreatmentComparatorSettingDirectionValue
Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Verbatim
e2“The PTW model captures non-linear growth responses varying with phenological stages and identifies distinct patterns associated with yield performance and stability.”
e5“to predict wheat yield”
Title
Lukas Roth; Juan M Herrera; Lilia Levy Häner; et al. Journal of Experimental Botany 2026. doi:10.1093/jxb/erag085
Other claims from this paper (5)
- Method / resource PTW predicts yield in unseen environments with superior performance compared with genomic prediction models
- Observation PTW captures non-linear growth responses that vary with phenological stages
- Association Varieties with higher yield stability show reduced sensitivity to vapor pressure deficit around 1.5 kPa
- Association Varieties with higher yield stability show distinctive temperature responses during emergence and senescence
- Observation The learned response patterns enable retrospective and prospective yield predictions