Evidence map›Paper›PMID 42382239›Full record

ArticlePlant phenomics (Washington, D.C.)2026

Leaf to Root: Harnessing leaf spectral signatures for non-destructive monitoring of soybean nodule traits.

K H Cheng, Kejing Fan, Xiewang Gao, Liping Wang, Hui Zhang, Feng Zhang, Fuk-Ling Wong, Zhihui Wang, Jin Wu, Shichao Jin and 1 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Plant phenomics (Washington, D.C.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. 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

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

11 authors.

K H ChengSchool of Life Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China.
Kejing FanSchool of Life Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China.
Xiewang GaoSchool of Life Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China.
Liping WangSchool of Life Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China.
Hui ZhangSchool of Life Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China.
Feng ZhangSchool of Life Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China.
Fuk-Ling WongSchool of Life Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China.
Zhihui WangGuangdong Provincial Key Laboratory of Remote Sensing and Geographical Information System, Guangdong Open Laboratory of Geospatial Information Technology and Application, Guangzhou Institute of Geography, Guangdong Academy of Sciences, Guangzhou, China.
Jin WuCenter for Soybean Research of the State Key Laboratory of Agrobiotechnology, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China.
Shichao JinState Key Laboratory of Crop Genetics and Germplasm Enhancement, Zhongshan Biological Breeding Laboratory, Collaborative Innovation Centre for Modern Crop Production co-sponsored by Province and Ministry, Jiangsu Key Laboratory of Soybean Biotechnology and Intelligent Breeding, Engineering Research Center of Plant Phenotyping, Ministry of Education, Academy for Advanced Interdisciplinary Studies, Nanjing Agricultural University, Nanjing, 211800, China.
Hon-Ming LamSchool of Life Sciences, The Chinese University of Hong Kong, Hong Kong Special Administrative Region of China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Soybean (

Indexed as

Leaf spectraNodule number and weightPrecision agricultureSoybeanSpectra-nodule trait associations

Identifiers

PMID42382239
PMCPMC13316468

What OpenQuestion holds

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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 OpenQuestion graph.