Evidence map›Paper›PMID 40218335›Full record

ArticleAnimals : an open access journal from MDPI2025

Improved YOLOv8-Based Method for the Carapace Keypoint Detection and Size Measurement of Chinese Mitten Crabs.

Ke Chen, Zhuquan Chen, Changbo Wang, Zhifan Zhou, Maohua Xiao, Hong Zhu, Dongfang Li, Weimin Liu

Abstract read
In one paragraph

Article in Animals : an open access journal from MDPI, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Keypoint-Based Forest Musk Deer Behavioral Recognition Method.Animals : an open access journal from MDPI · 2026
    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.

Ke ChenCollege of Engineering, Nanjing Agricultural University, Nanjing 210031, China.ORCID 0000-0001-6320-5714
Zhuquan ChenCollege of Engineering, Nanjing Agricultural University, Nanjing 210031, China.
Changbo WangKunshan Aquatic Technology Promotion Station, Kunshan 215300, China.
Zhifan ZhouCollege of Engineering, Nanjing Agricultural University, Nanjing 210031, China.
Maohua XiaoCollege of Engineering, Nanjing Agricultural University, Nanjing 210031, China.ORCID 0000-0001-5213-1035
Hong ZhuJiangsu Agricultural Machinery Development and Application Center, Nanjing 210017, China.
Dongfang LiCollege of Engineering, Nanjing Agricultural University, Nanjing 210031, China.
Weimin LiuJiangsu Three & Three Information Technology Company, Nanjing 210018, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The carapace size of the Chinese mitten crab (

Indexed as

carapaceChinese mitten crabkey point detectionsize measurementSwin TransformerYOLOv8l-pose

Identifiers

PMID40218335
PMCPMC11987990

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.