Evidence map›Paper›PMID 42389688›Full record

ArticleFrontiers in veterinary science2026

Qualitative behavioural assessment shows individual variation suggestive of affective state changes in early lactation dairy cows.

Emily F Craven, Jorge Alberto Vázquez-Diosdado, Jasmeet Kaler, Alison Russell, Martin J Green, Jake S Thompson

Abstract read
In one paragraph

Article in Frontiers in veterinary science, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0cells of the map it votes in
0citing papers in PubMed
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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

6 authors.

Emily F CravenSchool of Veterinary Medicine and Science, University of Nottingham, Nottingham, United Kingdom.
Jorge Alberto Vázquez-DiosdadoSchool of Veterinary Medicine and Science, University of Nottingham, Nottingham, United Kingdom.
Jasmeet KalerSchool of Veterinary Medicine and Science, University of Nottingham, Nottingham, United Kingdom.
Alison RussellSchool of Veterinary Medicine and Science, University of Nottingham, Nottingham, United Kingdom.
Martin J GreenSchool of Veterinary Medicine and Science, University of Nottingham, Nottingham, United Kingdom.
Jake S ThompsonSchool of Veterinary Medicine and Science, University of Nottingham, Nottingham, United Kingdom.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Qualitative behavioural assessment (QBA) is described as a 'whole animal' approach for evaluating welfare through posture and behaviour to judge their emotional state. Although QBA has been applied in dairy cows for a population-level assessment, its use in evaluating individual cattle remains limited. Given the current limitations in evaluating the affective state in cows, validated methods are needed, including the assessment of QBA, for the assessment at the individual level rather than at the herd level and to assess individual changes over time. In this study, 35 individual cows were assessed both within a group setting and through daily individual QBA immediately post parturition to assess behavioural patterns using principal component analysis (mean 12, range 4-19 days). A sub-sample of 20 cows was clustered according to the observed patterns using Gaussian mixture model-based clustering. A large variation in behaviour was observed among cows on an individual basis, with an increase in principal component 1 (PC1) being associated with a more agitated state, and principal component 2 (PC2) being associated with a more positive and playful/inquisitive state and high arousal states, suggestive of affective state changes. Linear mixed-effects models showed days in milk had a significant effect on both PC1 and PC2, with PC1 decreasing as days in milk (DIM) increased (-0.22,

Indexed as

affectdairy cattlemonitoringpositive welfareQBAtransition cows

Identifiers

PMID42389688
PMCPMC13318761

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Registered trials

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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.