Evidence map›Paper›PMID 37168553›Full record

ArticleiScience2023

Breed, age, and social environment are associated with personality traits in dogs.

Milla Salonen, Salla Mikkola, Julia E Niskanen, Emma Hakanen, Sini Sulkama, Jenni Puurunen, Hannes Lohi

Open access · goldAbstract read
In one paragraph

Article in iScience, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 18 papers.

0numbers the graph read from it
0cells of the map it votes in
18citing papers in PubMed
9.7field-weighted citation impact, top 2% of its field
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

18 citing papers in PubMed, 29 citations in OpenAlex.

  1. Review
  2. Dogs' Behavioural Responses to Dog-Assisted Interventions: A Field Study.Animals : an open access journal from MDPI · 2026
    Article
  3. Review
  4. Article
  5. Article
  6. Article
  7. Article
  8. Article
  9. Article
  10. Review
  11. Article
  12. A new future for dog breeding.Animal welfare (South Mimms, England) · 2025
    Review
  13. Article
  14. Article
  15. Review
  16. Article
  17. Article
  18. 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

7 authors at 1 institution in 1 country.

Milla SalonenDepartment of Medical and Clinical Genetics, University of Helsinki, Uusimaa, 00014 Helsinki, Finland.
Salla MikkolaDepartment of Medical and Clinical Genetics, University of Helsinki, Uusimaa, 00014 Helsinki, Finland.
Julia E NiskanenDepartment of Medical and Clinical Genetics, University of Helsinki, Uusimaa, 00014 Helsinki, Finland.
Emma HakanenDepartment of Medical and Clinical Genetics, University of Helsinki, Uusimaa, 00014 Helsinki, Finland.
Sini SulkamaDepartment of Medical and Clinical Genetics, University of Helsinki, Uusimaa, 00014 Helsinki, Finland.
Jenni PuurunenDepartment of Medical and Clinical Genetics, University of Helsinki, Uusimaa, 00014 Helsinki, Finland.
Hannes LohiDepartment of Medical and Clinical Genetics, University of Helsinki, Uusimaa, 00014 Helsinki, Finland.
University of Helsinki · FI

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Personality in pets and other domesticated animals is important for their well-being and it can also influence human-animal relationships. Genetic and environmental factors influencing unwanted behavior in dogs are somewhat well known, but the factors influencing dog personality remain understudied. Here we examined environmental and demographic factors associated with seven broad personality traits in a survey of over 11,000 dogs. We utilized linear models and extensive model validation to examine the factors that have the most significant influences on personality and calculated effect sizes to assess the importance of these variables. Breed and age had the strongest associations with dog personality traits. Some environmental factors, especially puppyhood socialization, were also associated with personality. All factors had small effect sizes, highlighting that a lot of variation in personality remains unexplained. Our results indicate that personality traits are complex and strikingly similar in dogs, humans, and other nonhuman animals.

Indexed as

Behavioral neuroscienceCanine behaviorZoology

Identifiers

PMID37168553
PMCPMC10165416
OpenAlexW4366401384

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.