Evidence map›Paper›PMID 41227469›Full record

ArticleAnimals : an open access journal from MDPI2025

Structure-Aware Multi-Animal Pose Estimation for Space Model Organism Behavior Analysis.

Kang Liu, Shengyang Li, Yixuan Lv, Rong Yang, Xuzhi Li

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

5 authors.

Kang LiuTechnology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing 100094, China.ORCID 0000-0001-9825-1390
Shengyang LiTechnology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing 100094, China.ORCID 0000-0002-9888-9869
Yixuan LvTechnology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing 100094, China.ORCID 0000-0002-9007-3822
Rong YangTechnology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing 100094, China.
Xuzhi LiTechnology and Engineering Center for Space Utilization, Chinese Academy of Sciences, Beijing 100094, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Multi-animal pose estimation is a critical technique for enabling fine-grained quantification of group animal behaviors, which holds significant scientific value for uncovering behavioral changes under space environmental factors such as microgravity and radiation. Currently, the China Space Station has conducted a series of space biology experiments involving typical model organisms, including

Indexed as

behavioral analysisC. elegansDrosophilakeypoint detectionmicrogravitymulti-animal pose estimationspace biologyzebrafish

Identifiers

PMID41227469
PMCPMC12606747

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.