Method / resourcemodel-written summary

Phenological zoning yielded higher prediction stability than other zonings.

A claim from Winter Wheat-Yield Estimation in the Huang-Huai-Hai Region Based on KNN-Ward Phenological Zoning and Multi-Source Data · 2025

Method / resourceobservedoriginal resultmeasured

Claim · model-written summary

Phenological zoning yielded higher prediction stability than other zonings.

Outcome
prediction stabilitye0
Direction
highere0
Comparator
models based on non-zoning, traditional agricultural zoning, and provincial administrative zoninge0

Not reportedMaterialGeneCompoundOrgan / stageInteractorInteractor roleSecond interactorSecond interactor roleTreatmentSettingValueQualifier

Organisms pictured · Representative pictures of the matched species, not figures from the paper.

Triticum aestivum
Triticum aestivum · TaxonRasbak · CC BY-SA 3.0 · Wikimedia Commons ↗

Verbatim

t0

“Winter Wheat”

✓ located verbatim in the source · title, characters 0–12
e0

“more uniform residuals and higher prediction stability than models based on non-zoning, traditional agricultural zoning, and provincial administrative zoning”

✓ located verbatim in the source · abstract, characters 1586–1743

Title

Winter Wheat-Yield Estimation in the Huang-Huai-Hai Region Based on KNN-Ward Phenological Zoning and Multi-Source Data

Qiang Wu; Xiaoyu Song; Jie Zhang; et al. Remote Sensing 2025. doi:10.3390/rs17223686

Other claims from this paper (9)

Record rev-34f38b63da22c30b6ac378df2acf90a78dfd881dda2d7b2db9e1c297fb5e8f26 · schema claims-v0.9 · position 10 in the model’s answer