Evidence map›Paper›PMID 41375459›Full record

ArticleAnimals : an open access journal from MDPI2025

Detection of Hatching Information of Meat Duck Eggs Based on Deep Learning.

Jiawen Cai, Yongsheng Li, Yi Ji, Min Xu, Zhimin Liu, Yue Wang, Huixin Wang, Enze Duan, Lianfei Huo, Yunping Liu and 4 more

Abstract read
PubMed Full text at PMC Publisher
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. 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

14 authors.

Jiawen CaiCollege of Agricultural Engineering, Jiangsu University, Zhenjiang 212013, China.
Yongsheng LiInstitute of Agricultural Facilities and Equipment, Jiangsu Academy of Agricultural Sciences, Jiangsu Province Facility Water Poultry Health Breeding Equipment Engineering Research Center, Key Laboratory of Protected Agriculture Engineering in the Middle and Lower Reaches of Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing 210014, China.
Yi JiRemhart (Zhenjiang) Intelligent Technology Co., Ltd., Zhenjiang 212009, China.
Min XuShuyang Zhongke Poultry Breeding Co., Ltd., Suqian 223625, China.
Zhimin LiuShuyang Zhongke Poultry Breeding Co., Ltd., Suqian 223625, China.
Yue WangShuyang Zhongke Poultry Breeding Co., Ltd., Suqian 223625, China.
Huixin WangInstitute of Agricultural Facilities and Equipment, Jiangsu Academy of Agricultural Sciences, Jiangsu Province Facility Water Poultry Health Breeding Equipment Engineering Research Center, Key Laboratory of Protected Agriculture Engineering in the Middle and Lower Reaches of Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing 210014, China.ORCID 0000-0002-2081-1332
Enze DuanInstitute of Agricultural Facilities and Equipment, Jiangsu Academy of Agricultural Sciences, Jiangsu Province Facility Water Poultry Health Breeding Equipment Engineering Research Center, Key Laboratory of Protected Agriculture Engineering in the Middle and Lower Reaches of Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing 210014, China.
Lianfei HuoInstitute of Agricultural Facilities and Equipment, Jiangsu Academy of Agricultural Sciences, Jiangsu Province Facility Water Poultry Health Breeding Equipment Engineering Research Center, Key Laboratory of Protected Agriculture Engineering in the Middle and Lower Reaches of Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing 210014, China.
Yunping LiuSchool of Automation, Nanjing University of Information Science and Technology, Nanjing 210044, China.ORCID 0000-0001-5477-1810
Yonghong ZhangSchool of Automation, Nanjing University of Information Science and Technology, Nanjing 210044, China.ORCID 0000-0003-3011-3113
Honghua HuanInstitute of Agricultural Facilities and Equipment, Jiangsu Academy of Agricultural Sciences, Jiangsu Province Facility Water Poultry Health Breeding Equipment Engineering Research Center, Key Laboratory of Protected Agriculture Engineering in the Middle and Lower Reaches of Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing 210014, China.
Guofeng HanInstitute of Agricultural Facilities and Equipment, Jiangsu Academy of Agricultural Sciences, Jiangsu Province Facility Water Poultry Health Breeding Equipment Engineering Research Center, Key Laboratory of Protected Agriculture Engineering in the Middle and Lower Reaches of Yangtze River, Ministry of Agriculture and Rural Affairs, Nanjing 210014, China.ORCID 0000-0002-3685-4062
Zongchun BaiCollege of Agricultural Engineering, Jiangsu University, Zhenjiang 212013, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

With the steady growth in national per capita disposable income and the pursuit of improved dietary nutrition, food consumption has become increasingly diversified [...].

Indexed as

attention mechanismdeep learningegg classificationresidual network

Identifiers

PMID41375459
PMCPMC12691155

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.