Evidence map›Paper›PMID 42075438›Full record

ArticlePlants (Basel, Switzerland)2026

A Condition-Aware Shading Domain-Adaptive Framework for Robust Chlorophyll Inversion Across Shade Managements in

Lin Chen, Xiaoli Yang, Xiaona Dong, Ling Lin, Mengmeng Shi, Feifei Chen, Chuanteng Huang, Huilin Yu, Ying Yuan, Miaoyi Han

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Plants (Basel, Switzerland), 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

10 authors.

Lin ChenHainan Academy of Forestry (Hainan Academy of Mangrove), Haikou 571100, China.
Xiaoli YangHainan Academy of Forestry (Hainan Academy of Mangrove), Haikou 571100, China.
Xiaona DongHainan Academy of Forestry (Hainan Academy of Mangrove), Haikou 571100, China.
Ling LinHainan Academy of Forestry (Hainan Academy of Mangrove), Haikou 571100, China.
Mengmeng ShiResearch Institute of Forest Resource Information Techniques, Chinese Academy of Forestry, Beijing 100091, China.
Feifei ChenHainan Academy of Forestry (Hainan Academy of Mangrove), Haikou 571100, China.
Chuanteng HuangHainan Academy of Forestry (Hainan Academy of Mangrove), Haikou 571100, China.
Huilin YuHainan Academy of Forestry (Hainan Academy of Mangrove), Haikou 571100, China.
Ying YuanPrecision Agriculture Lab, School of Life Sciences, Technical University of Munich, 85354 Freising, Germany.
Miaoyi HanHainan Academy of Forestry (Hainan Academy of Mangrove), Haikou 571100, China.

Funding

Innovation Platform for Academicians of Hainan Province YSPTZX202001
6 · The paper itself

Abstract

Shade management, which is widely adopted in cultivation and understory regeneration, alters plant light environments, thereby degrading the trait inversion performance and posing a key challenge in plant phenotyping. To address this issue, this study reframed chlorophyll retrieval of

Indexed as

chlorophyll contentconditional shiftdeep learningdomain adaptationHopea hainanensisshade managementtransfer learning

Identifiers

PMID42075438
PMCPMC13119434

What Socratic holds

Textmetadata
LicenceCC BY
Read underepoch 390

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 Socratic graph.