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Plant Phenomics January 2023 PMID 37040284

Hyperspectral Remote Sensing for Phenotyping the Physiological Drought Response of Common and Tepary Bean.

Christopher Ys Wong, Matthew E Gilbert, Marshall A Pierce, Travis A Parker, Antonia Palkovic, Paul Gepts, Troy S Magney, Thomas N Buckley

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Mentions

53
Peak: 12 in Jan 2023
across 3 sources since Jan 2023

Extended reach

91,445
potential audience

Total likes

168

Video views

90

Mentions per month

Jan 2023 – Oct 2025

Where it's discussed

  • X / Twitter47 posts
  • News5 articles
  • YouTube1 videos

AI synopsis

What people are saying

Several discussions highlight the usefulness of proximal hyperspectral sensing in predicting drought responses and aiding breeding, with phrases like 'powerful tool', 'advancing plant phenotyping', and 'help assess drought response'. The tone reflects both support and excitement about the practical implications of the research, emphasizing its relevance for improving crop resilience.

AgreementModerate agreement

Most posts acknowledge the potential of hyperspectral remote sensing for drought phenotyping, showing general support.

InterestHigh interest

Discussions show high curiosity about the research's applications in breeding and monitoring, with enthusiasm for advancements.

EngagementHigh engagement

Many posts discuss specific methods, accuracy metrics, and implications, indicating thoughtful engagement.

ImpactModerate impact

Posts suggest that this technology could significantly influence crop breeding practices and drought management strategies.

Top posts

Most liked on X and Bluesky
Troy Magney
@troymagney · X

Jan 24, 2023 · 56 likes · 11 shares · 1,173 followers View post →
Plant Phenomics
@PPhenomics · X

Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hyperspectral data predicts physiological traits, aiding vegetation monitoring and breeding. #PlantPhenotyping #remotesensing Details: https://t.co/5HsPWsHGvd https://t.co/dd8LGCu4q4

Jun 11, 2023 · 29 likes · 8 shares · 3,284 followers View post →
Plant Phenomics
@PPhenomics · X

Hyperspectral remote sensing predicts drought response in beans with 16%-31% error. Ground-based models rank genotypes accurately. #remoteSensing #droughtTolerance #plantPhenotyping Details: https://t.co/hRoFl2CjFN https://t.co/Dd7pIVqIrI

Jun 9, 2025 · 21 likes · 2 shares · 3,284 followers View post →
Plant Phenomics
@PPhenomics · X

Unlocking plant stress response via proximal remote sensing: Our study showcases hyperspectral data's prowess in predicting drought tolerance traits across bean genotypes, aiding breeding and monitoring efforts. #PlantPhenotyping #RemoteSensing Details:https://t.co/Rf3hgDW8ze https://t.co/d53Rso7eLP

Mar 29, 2024 · 20 likes · 7 shares · 3,284 followers View post →
Plant Phenomics
@PPhenomics · X

High-throughput proximal sensing evaluates drought response in bean plants using hyperspectral data, predicting physiological traits and ranking genotypic responses. Enhances drought tolerance breeding. #AgTech #PlantScience Details: https://t.co/5HsPWsHGvd https://t.co/SPEyoFl5iU

Jun 12, 2024 · 14 likes · 1 share · 3,284 followers View post →
Plant Phenomics
@PPhenomics · X

"High-res hyperspectral remote sensing predicts drought response in beans, aiding breeding and monitoring. Accurate trait prediction: R²=0.20-0.55, RMSE 16-31%." #AgriTech #PlantScience Details: https://t.co/5HsPWsHGvd https://t.co/32qeGETW06

Jul 28, 2024 · 11 likes · 2 shares · 3,284 followers View post →

All mentions

José Romero
@IngCruzOficial · X

RT @PPhenomics: Proximal remote sensing helps assess drought response in bean plants. Hyperspectral data predicts plant traits and ranks ge…

Oct 16, 2025 · 1 share · 94 followers View post →
Plant Phenomics
@PPhenomics · X

Proximal remote sensing helps assess drought response in bean plants. Hyperspectral data predicts plant traits and ranks genotypic drought tolerance. A powerful tool for breeding and monitoring! #agritech #droughttolerance Details: https://t.co/hRoFl2BLQf https://t.co/ALxwJE9v6S

Oct 15, 2025 · 5 likes · 1 share · 3,284 followers View post →
AngryPhDstudent❗️❗️❗️
@ONNESHA092 · X

RT @PPhenomics: Hyperspectral remote sensing predicts drought response in beans with 16%-31% error. Ground-based models rank genotypes accu…

Jun 10, 2025 · 2 shares · 201 followers View post →
José Romero
@IngCruzOficial · X

RT @PPhenomics: Hyperspectral remote sensing predicts drought response in beans with 16%-31% error. Ground-based models rank genotypes accu…

Jun 10, 2025 · 2 shares · 94 followers View post →
Plant Phenomics
@PPhenomics · X

Hyperspectral remote sensing predicts drought response in beans with 16%-31% error. Ground-based models rank genotypes accurately. #remoteSensing #droughtTolerance #plantPhenotyping Details: https://t.co/hRoFl2CjFN https://t.co/Dd7pIVqIrI

Jun 9, 2025 · 21 likes · 2 shares · 3,284 followers View post →
José Romero
@IngCruzOficial · X

RT @PPhenomics: Proximal remote sensing uses hyperspectral data to predict plant traits & phenotype drought response in beans. Ground & tow…

Mar 10, 2025 · 1 share · 94 followers View post →
Plant Phenomics
@PPhenomics · X

Proximal remote sensing uses hyperspectral data to predict plant traits & phenotype drought response in beans. Ground & tower-based sensors assess genotypes, aiding breeding & monitoring. Details: https://t.co/5HsPWsHGvd https://t.co/yxTcn7P9SG

Mar 10, 2025 · 3 likes · 1 share · 3,284 followers View post →
Nacer.louahdi
@LouahdiNacer · X

RT @PPhenomics:

Dec 20, 2024 · 1 share · 161 followers View post →
Plant Phenomics
@PPhenomics · X

Dec 20, 2024 · 5 likes · 1 share · 3,284 followers View post →
Nacer.louahdi
@LouahdiNacer · X

RT @PPhenomics: Study links high-resolution hyperspectral remote sensing with physiological traits in beans. Assesses drought response in g…

Sep 25, 2024 · 1 share · 161 followers View post →
Plant Phenomics
@PPhenomics · X

Study links high-resolution hyperspectral remote sensing with physiological traits in beans. Assesses drought response in genotypes, aiding breeding for drought tolerance. #remotesensing #plantphenotyping Details: https://t.co/5HsPWsHGvd https://t.co/qnGklYU4wr

Sep 24, 2024 · 2 likes · 1 share · 3,284 followers View post →
José Romero
@IngCruzOficial · X

RT @PPhenomics: "High-res hyperspectral remote sensing predicts drought response in beans, aiding breeding and monitoring. Accurate trait p…

Jul 29, 2024 · 2 shares · 94 followers View post →
Lalit Patil
@LalitPlant · X

RT @PPhenomics: "High-res hyperspectral remote sensing predicts drought response in beans, aiding breeding and monitoring. Accurate trait p…

Jul 29, 2024 · 2 shares · 804 followers View post →
Plant Phenomics
@PPhenomics · X

"High-res hyperspectral remote sensing predicts drought response in beans, aiding breeding and monitoring. Accurate trait prediction: R²=0.20-0.55, RMSE 16-31%." #AgriTech #PlantScience Details: https://t.co/5HsPWsHGvd https://t.co/32qeGETW06

Jul 28, 2024 · 11 likes · 2 shares · 3,284 followers View post →
Katie Gold, PhD
@kaitlinmgold · X

RT @PPhenomics: High-throughput proximal sensing evaluates drought response in bean plants using hyperspectral data, predicting physiologic…

Jun 13, 2024 · 1 share · 6,159 followers View post →
Plant Phenomics
@PPhenomics · X

High-throughput proximal sensing evaluates drought response in bean plants using hyperspectral data, predicting physiological traits and ranking genotypic responses. Enhances drought tolerance breeding. #AgTech #PlantScience Details: https://t.co/5HsPWsHGvd https://t.co/SPEyoFl5iU

Jun 12, 2024 · 14 likes · 1 share · 3,284 followers View post →
IPPN
@I_P_P_N · X

RT @PPhenomics: Unlocking plant stress response via proximal remote sensing: Our study showcases hyperspectral data's prowess in predicting…

May 7, 2024 · 7 shares · 3,124 followers View post →
Llewelyn
@DrLlewelynV · X

RT @PPhenomics: Unlocking plant stress response via proximal remote sensing: Our study showcases hyperspectral data's prowess in predicting…

Mar 30, 2024 · 7 shares · 12 followers View post →
Horticulture Research
@Hortres · X

RT @PPhenomics: Unlocking plant stress response via proximal remote sensing: Our study showcases hyperspectral data's prowess in predicting…

Mar 29, 2024 · 7 shares · 4,427 followers View post →
J Yabes
@JYabz18 · X

RT @PPhenomics: Unlocking plant stress response via proximal remote sensing: Our study showcases hyperspectral data's prowess in predicting…

Mar 29, 2024 · 7 shares · 17 followers View post →
Caspar Chater
@CasparChater · X

RT @PPhenomics: Unlocking plant stress response via proximal remote sensing: Our study showcases hyperspectral data's prowess in predicting…

Mar 29, 2024 · 7 shares · 1,930 followers View post →
ImHorPhen
@ImHorPhen · X

RT @PPhenomics: Unlocking plant stress response via proximal remote sensing: Our study showcases hyperspectral data's prowess in predicting…

Mar 29, 2024 · 7 shares · 214 followers View post →
Huitzimengari
@AriokLord · X

RT @PPhenomics: Unlocking plant stress response via proximal remote sensing: Our study showcases hyperspectral data's prowess in predicting…

Mar 29, 2024 · 7 shares · 228 followers View post →
Plant Phenomics
@PPhenomics · X

Unlocking plant stress response via proximal remote sensing: Our study showcases hyperspectral data's prowess in predicting drought tolerance traits across bean genotypes, aiding breeding and monitoring efforts. #PlantPhenotyping #RemoteSensing Details:https://t.co/Rf3hgDW8ze https://t.co/d53Rso7eLP

Mar 29, 2024 · 20 likes · 7 shares · 3,284 followers View post →
Plant Phenomics
@PPhenomics · X

Proximal remote sensing aids in high-throughput phenotyping of plants like beans for drought tolerance. Hyperspectral data predict physiological traits, crucial for breeding resilient crops. #AgTech #DroughtResilience Details:https://t.co/Rf3hgDWGoM https://t.co/R07n9NQdlK

Mar 5, 2024 · 3,284 followers View post →
IPPN
@I_P_P_N · X

RT @PPhenomics: Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hype…

Jun 14, 2023 · 8 shares · 3,124 followers View post →
Erika Bucior
@Bucior_ecophys · X

RT @PPhenomics: Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hype…

Jun 12, 2023 · 8 shares · 580 followers View post →
✌
@Iamatewo1 · X

RT @PPhenomics: Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hype…

Jun 12, 2023 · 8 shares · 399 followers View post →
Rahul Raman, Ph.D.
@PhenotypingGuy · X

RT @PPhenomics: Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hype…

Jun 12, 2023 · 8 shares · 1,275 followers View post →
LongTian
@Alan_flipped · X

RT @PPhenomics: Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hype…

Jun 11, 2023 · 8 shares · 33 followers View post →
Huitzimengari
@AriokLord · X

RT @PPhenomics: Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hype…

Jun 11, 2023 · 8 shares · 228 followers View post →
priya joseph
@ayirpelle · X

RT @PPhenomics: Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hype…

Jun 11, 2023 · 8 shares · 4,980 followers View post →
Shangharsha
@Shangharsha2 · X

RT @PPhenomics: Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hype…

Jun 11, 2023 · 8 shares · 177 followers View post →
Plant Phenomics
@PPhenomics · X

Advancing plant phenotyping! Proximal remote sensing proves effective in assessing drought response of bean genotypes. Hyperspectral data predicts physiological traits, aiding vegetation monitoring and breeding. #PlantPhenotyping #remotesensing Details: https://t.co/5HsPWsHGvd https://t.co/dd8LGCu4q4

Jun 11, 2023 · 29 likes · 8 shares · 3,284 followers View post →
Phys.org Biology
@physorg_biology · X

Researchers examine drought resistance traits in beans using hyperspectral remote sensing https://t.co/y0cfoaFpFP https://t.co/vAOg2Z56LZ

Mar 9, 2023 · 8,155 followers View post →
UCDavisPlants
@UCDavisPlants · X

RT @troymagney:

Jan 25, 2023 · 11 shares · 4,772 followers View post →
Elsa Ordway
@ElsaOrdway · X

RT @troymagney:

Jan 25, 2023 · 11 shares · 1,448 followers View post →
Caspar Chater
@CasparChater · X

RT @troymagney:

Jan 25, 2023 · 11 shares · 1,930 followers View post →
Winty
@winty_updates · X

RT @troymagney:

Jan 25, 2023 · 11 shares · 128 followers View post →
jishank
@jishankarki · X

RT @troymagney:

Jan 25, 2023 · 11 shares · 137 followers View post →
Travis Parker
@TravisParker91 · X

RT @troymagney:

Jan 24, 2023 · 11 shares · 384 followers View post →
Zhunqiao Liu
@ZhunqiaoLiu · X

RT @troymagney:

Jan 24, 2023 · 11 shares · 109 followers View post →
Chris Wong
@ChrisYSWong · X

RT @troymagney:

Jan 24, 2023 · 11 shares · 101 followers View post →
Nbeen M
@nabinkm · X

RT @troymagney:

Jan 24, 2023 · 11 shares · 3,349 followers View post →
Katie Gold, PhD
@kaitlinmgold · X

RT @troymagney:

Jan 24, 2023 · 11 shares · 6,159 followers View post →
WK Smith
@Wkolby · X

RT @troymagney:

Jan 24, 2023 · 11 shares · 1,496 followers View post →
Troy Magney
@troymagney · X

Jan 24, 2023 · 56 likes · 11 shares · 1,173 followers View post →