Evidence map›Paper›PMID 41898967›Full record

ArticleInsects2026

Aphid-ResNetSwin: An Image Recognition Method with Improved Attention Mechanism for Graded Identification of

Jinzhou Luo, Jiazhao Sun, Xiaoli Hao, Heng Liu, Fajin Lv, Wei Ding

Abstract read
In one paragraph

Article in Insects, 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

6 authors.

Jinzhou LuoCollege of Plant Protection, Southwest University, Chongqing 400715, China.
Jiazhao SunCollege of Plant Protection, Southwest University, Chongqing 400715, China.
Xiaoli HaoSchool of Sociology, Guizhou Minzu University, Guiyang 550025, China.
Heng LiuCollege of Plant Protection, Southwest University, Chongqing 400715, China.
Fajin LvCollege of Plant Protection, Southwest University, Chongqing 400715, China.ORCID 0000-0003-3652-2524
Wei DingCollege of Plant Protection, Southwest University, Chongqing 400715, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Aphid-ResNetSwindual-branch hybrid neural networkGCSAinfestation severityMyzus persicae

Identifiers

PMID41898967
PMCPMC13027297

What OpenQuestion 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 OpenQuestion graph.