Handling the Challenges of Small-Scale Labeled Data and Class Imbalances in Classifying the N and K Statuses of Rubber Leaves Using Hyperspectroscopy Techniques.

Wenfeng Hu, Weihao Tang, Chuang Li, Jinjing Wu, Hong Liu, Chao Wang, Xiaochuan Luo, Rongnian Tang

Abstract read

In one paragraph

Article in Plant phenomics (Washington, D.C.), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it

0cells of the map it votes in

3citing 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

3 citing papers in PubMed.

Revealing hierarchical structure of leaf venations via diffusion-refined label-efficient segmentation: Dataset and method.Plant phenomics (Washington, D.C.) · 2026
Article
The PLSR-ML fusion strategy for high-accuracy leaf potassium inversion in karst region of Southwest China.Frontiers in plant science · 2025
Article
Auto-LIA: The Automated Vision-Based Leaf Inclination Angle Measurement System Improves Monitoring of Plant Physiology.Plant phenomics (Washington, D.C.) · 2024
Article

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

8 authors.

Wenfeng HuSchool of Mechanical and Electrical Engineering, Hainan University, Haikou 570228, China.

Weihao TangSchool of Mechanical and Electrical Engineering, Hainan University, Haikou 570228, China.ORCID https://orcid.org/0009-0009-1615-389X

Chuang LiSchool of Mechanical and Electrical Engineering, Hainan University, Haikou 570228, China.

Jinjing WuSchool of Mechanical and Electrical Engineering, Hainan University, Haikou 570228, China.

Hong LiuSchool of Mechanical and Electrical Engineering, Hainan University, Haikou 570228, China.

Chao WangSchool of Electrical Engineering and Automation, Tianjin University, Tianjin 300072, China.

Xiaochuan LuoSchool of Mechanical and Electrical Engineering, Hainan University, Haikou 570228, China.

Rongnian TangSchool of Mechanical and Electrical Engineering, Hainan University, Haikou 570228, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The nutritional status of rubber trees (

Identifiers

PMID38524736

DOI10.34133/plantphenomics.0154

PMCPMC10959006

What OpenQuestion holds

Textmetadata

LicenceCC BY

Read underepoch 390

Registered trials

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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.