Evidence map›Paper›PMID 42193846›Full record

ArticleAnimals : an open access journal from MDPI2026

A Machine Learning Framework Integrating DeepLabCut and SimBA for Quantifying Aggressive Behavior in Swimming Crab

Chuanlong Ding, Yuanyuan Fu, Zhiqiang Zhou, Ting Chen, Wuqiang Xia, Weijiang Huang, Bincai Zhou, Jiameng Chen, Cheng Zheng, Chunlin Wang and 3 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Animals : an open access journal from MDPI, 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

13 authors.

Chuanlong DingSchool of Marine Sciences, Ningbo University, Ningbo 315832, China.
Yuanyuan FuSchool of Marine Sciences, Ningbo University, Ningbo 315832, China.
Zhiqiang ZhouAquatic Technology Promotion Station of Xiangshan County, Ningbo 315709, China.
Ting ChenAquatic Technology Promotion Station of Xiangshan County, Ningbo 315709, China.
Wuqiang XiaAquatic Technology Promotion Station of Xiangshan County, Ningbo 315709, China.
Weijiang HuangAquatic Technology Promotion Station of Xiangshan County, Ningbo 315709, China.
Bincai ZhouAquatic Technology Promotion Station of Xiangshan County, Ningbo 315709, China.
Jiameng ChenAquatic Technology Promotion Station of Xiangshan County, Ningbo 315709, China.
Cheng ZhengAquatic Technology Promotion Station of Xiangshan County, Ningbo 315709, China.
Chunlin WangSchool of Marine Sciences, Ningbo University, Ningbo 315832, China.
Changkao MuSchool of Marine Sciences, Ningbo University, Ningbo 315832, China.
Changjun LiuAquatic Technology Promotion Station of Xiangshan County, Ningbo 315709, China.
Lei LiuSchool of Marine Sciences, Ningbo University, Ningbo 315832, China.ORCID 0000-0002-8848-4008

Funding

"Innovation Yongjiang 2035" Key R&D Programme of Ningbo 2025Z098National Natural Science Foundation of China 32341058Plan Project of Xiangshan County Science and Technology 2025C1002Youth Science and Technology Innovation Leading Talent Project of Ningbo 2024QL062
6 · The paper itself

Abstract

The swimming crab

Indexed as

aggressive behaviorbehavioral quantificationDeepLabCutPortunus trituberculatusSimBA

Identifiers

PMID42193846
PMCPMC13203197

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.