Evidence map›Paper›PMID 40413474›Full record

ArticleBMC veterinary research2025

Continuous automated analysis of facial dynamics of brachycephalic and normocephalic dogs in different contexts.

George Martvel, Petra Eretová, Lucie Přibylová, Helena Chaloupková, Péter Pongrácz, Ilan Shimshoni, Noam Chen Cittone, Yuval Michaeli, Dan Grinstein, Anna Zamansky

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In one paragraph

Article in BMC veterinary research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Review
  2. Review
  3. Article
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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

10 authors.

George Martvel *University of Haifa, Haifa, Israel.ORCID http://orcid.org/0009-0009-2602-2041
Petra Eretová *Czech University of Life Sciences, Prague, Czech Republic.ORCID http://orcid.org/0000-0001-8781-8566
Lucie PřibylováCzech University of Life Sciences, Prague, Czech Republic.ORCID http://orcid.org/0000-0002-7094-2111
Helena ChaloupkováCzech University of Life Sciences, Prague, Czech Republic.ORCID http://orcid.org/0000-0003-4894-0600
Péter PongráczELTE Eötvös Loránd University, Budapest, Hungary.ORCID http://orcid.org/0000-0001-5126-299X
Ilan ShimshoniUniversity of Haifa, Haifa, Israel.ORCID http://orcid.org/0000-0002-5276-0242
Noam Chen CittoneUniversity of Haifa, Haifa, Israel.
Yuval MichaeliUniversity of Haifa, Haifa, Israel.
Dan GrinsteinUniversity of Haifa, Haifa, Israel.
Anna ZamanskyUniversity of Haifa, Haifa, Israel. annazam@is.haifa.ac.il.ORCID http://orcid.org/0000-0001-8350-4068

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study develops a novel automated method for measuring continuous dynamics of dog facial behavior based on video-based tracking of 46 facial landmarks grounded in the Dog Facial Action Coding System. This method is applied for comparing the facial behavior of (

Indexed as

Behavior, AnimalCraniosynostosesDog DiseasesFaceFacial ExpressionAnimalsDogsFemaleMaleVideo RecordingArtificial intelligenceAutomated behavior analysisBrachycephalyDog emotionFacial dynamicsFacial expressionsFacial landmarksMachine learning

Identifiers

PMID40413474
PMCPMC12102829

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.