Spontaneous eye blinks in horses (Equus caballus) are modulated by attention.
Abstract: Spontaneous eye blinks are brief closures of both eyelids. The spontaneous eye blink rate (SEBR) exceeds physiological corneal needs and is modulated by emotions and cognitive states, including vigilance and attention, in humans. In several animal species, the SEBR is modulated by stress and antipredator vigilance, which may limit the loss of visual information due to spontaneous eye closing. Here, we investigated whether the SEBR is modulated by attention in the domestic horse (Equus caballus). Our data supported previous studies indicating a tonic SEBR specific to each individual. We also found that, superimposed on a tonic SEBR, phasic changes were induced by cognitive processing. Attention downmodulated the SEBR, with the magnitude of blink inhibition proportional to the degree of attentional selectivity. On the other hand, reward anticipation upregulated the SEBR. Our data also suggested that horses possess the cognitive property of object permanence: they understand that an object that is no longer in their visual field has not ceased to exist. In conclusion, our results suggested that spontaneous eye blinks in horses are modulated by attentional cognitive processing.
© 2024. The Author(s).
Publication Date: 2024-08-20 PubMed ID: 39164361PubMed Central: PMC11336180DOI: 10.1038/s41598-024-70141-yGoogle Scholar: Lookup
The Equine Research Bank provides access to a large database of publicly available scientific literature. Inclusion in the Research Bank does not imply endorsement of study methods or findings by Mad Barn.
- Journal Article
Summary
This research summary has been generated with artificial intelligence and may contain errors and omissions. Refer to the original study to confirm details provided. Submit correction.
This research paper explores how the rate of spontaneous eye blinks in horses may be influenced by the animal’s attention. The study found that both attention and the anticipation of rewards modulate a horse’s eye blink rate, suggesting blinks are tied to cognitive processing in this species.
Research Context
- The study focuses on spontaneous eye blink rate (SEBR), which are short moments when both eyelids close involuntarily. This rate exceeds the necessary blinks for physiological needs such as corneal moisture.
- In humans, changes in the SEBR are known to be tied to emotional and cognitive factors, including vigilance and attention.
- Other animal species also exhibit changes in SEBR due to stress or antipredator behavior as a way to limit loss of visual information. This research examines whether a similar modulation happens in horses based on their attention.
Research Findings
- The research supports earlier studies that suggested each individual horse has its own distinct, steady (tonic) SEBR.
- Beyond this tonic rate, the horse’s SEBR also exhibits temporary (phasic) changes based on cognitive processing.
- When a horse focuses its attention, the SEBR decreases, with the level of reduction connected to how selective the attention is.
- Anticipation of a reward, on the other hand, was found to cause an increase in the SEBR.
- Further, the study suggests that horses possess object permanence: they understand that an object is not gone just because it is no longer in their sight. This is another example of cognition influencing SEBR.
Conclusions
- This study concludes that horses’ blink rate is influenced by cognitive processing in terms of their attention.
- This reinforces the existing understanding that SEBR is not just about physical needs like cornea moisture, but is also connected to mental processes, at least in certain species.
- Given the relationship of blink rate to attention, variations in a horse’s SEBR may provide some insight into the animal’s cognitive state.
Cite This Article
APA
Tomberg C, Petagna M, de Selliers de Moranville LA.
(2024).
Spontaneous eye blinks in horses (Equus caballus) are modulated by attention.
Sci Rep, 14(1), 19336.
https://doi.org/10.1038/s41598-024-70141-y Publication
Researcher Affiliations
- Faculty of Medicine, Université libre de Bruxelles, 808, route de Lennik, CP 630, 1070, Brussels, Belgium. claude.tomberg@ulb.be.
- Faculty of Medicine, Université libre de Bruxelles, 808, route de Lennik, CP 630, 1070, Brussels, Belgium.
- Faculty of Medicine, Université libre de Bruxelles, 808, route de Lennik, CP 630, 1070, Brussels, Belgium.
MeSH Terms
- Animals
- Horses / physiology
- Blinking / physiology
- Attention / physiology
- Male
- Female
- Cognition / physiology
Grant Funding
- Convention 1-5 / Fondation Prince Laurent
Conflict of Interest Statement
The authors declare no competing interests.
References
This article includes 131 references
- Cruz AA, Garcia DM, Pinto CT, Cechetti SP. Spontaneous eyeblink activity. Ocul. Surf. 9, 29–41 (2011).
- Moss HE. Eyelid and facial nerve disorders. In Liu, Volpe, and Galetta’s Neuro-Ophthalmology (ed. Moss, H. E.) (Elsevier, 2019).
- Ponder E, Kennedy WP. On the act of blinking. Q. J. Exp. Physiol. 18, 89–110 (1927).
- Zametkin AJ, Stevens JR, Pittman R. Ontogeny of spontaneous blinking and of habituation of the blink reflex. Ann. Neurol. 5, 453–457 (1979).
- Oh J, Jeong SY, Jeong J. The timing and temporal patterns of eye blinking are dynamically modulated by attention. Hum. Mov. Sci. 31, 1353–1365 (2012).
- Rodriguez JD. Blink: Characteristics, controls, and relation to dry eyes. Curr. Eye Res. 43, 52–66 (2018).
- Bentivoglio AR. Analysis of blink rate patterns in normal subjects. Mov. Disord. 12, 1028–1034 (1997).
- Van Slooten JC, Jahfari S, Theeuwes J. Spontaneous eye blink rate predicts individual differences in exploration and exploitation during reinforcement learning. Sci. Rep. 9, 17436 (2019).
- Gergelyfi M, Jacob B, Olivier E, Zénon A. Dissociation between mental fatigue and motivational state during prolonged mental activity. Front. Behav. Neurosci. 10.3389/fnbeh.2015.00176 (2015).
- Horiuchi R, Ogasawara T, Miki N. Fatigue assessment by blink detected with attachable optical sensors of dye-sensitized photovoltaic cells. Micromachines 9, 310 (2018).
- ZargariMarandi R, Madeleine P, Omland Ø, Vuillerme N, Samani A. An oculometrics-based biofeedback system to impede fatigue development during computer work: A proof-of-concept study. PLoS ONE 14, e0213704 (2019).
- Giannakakis G. Stress and anxiety detection using facial cues from videos. Biomed. Signal Process. Control 31, 89–101 (2017).
- Maffei A, Angrilli A. Spontaneous eye blink rate: An index of dopaminergic component of sustained attention and fatigue. Int. J. Psychophysiol. 123, 58–63 (2018).
- Magliacano A, Fiorenza S, Estraneo A, Trojano L. Eye blink rate increases as a function of cognitive load during an auditory oddball paradigm. Neurosci. Lett. 736, 135293 (2020).
- McMonnies CW. Blinking mechanisms. In Encyclopedia of the Eye (ed. McMonnies, C. W.) (Elsevier, 2010).
- Kahneman D. Attention and Effort. (Prentice-Hall, 1973).
- Baumstimler Y, Parrot J. Stimulus generalization and spontaneous blinking in man involved in a voluntary activity. J. Exp. Psychol. 88, 95–102 (1971).
- Nakano T, Kato M, Morito Y, Itoi S, Kitazawa S. Blink-related momentary activation of the default mode network while viewing videos. Proc. Natl. Acad. Sci. 110, 702–706 (2013).
- Stern JA, Walrath LC, Goldstein R. The endogenous eyeblink. Psychophysiology 21, 22–33 (1984).
- Nakano T, Kitazawa S. Eyeblink entrainment at breakpoints of speech. Exp. Brain Res. 205, 577–581 (2010).
- Fogarty C, Stern JA. Eye movements and blinks: Their relationship to higher cognitive processes. Int. J. Psychophysiol. 8, 35–42 (1989).
- Riggs LA, Volkmann FC, Moore RK. Suppression of the blackout due to blinks. Vis. Res. 21, 1075–1079 (1981).
- Tada H, Omori Y, Hirokawa K, Ohira H, Tomonaga M. Eye-blink behaviors in 71 species of primates. PLoS ONE 8, e66018 (2013).
- Matsumoto-Oda A, Okamoto K, Takahashi K, Ohira H. Group size effects on inter-blink interval as an indicator of antipredator vigilance in wild baboons. Sci. Rep. 8, 10062 (2018).
- Rowe ZW, Robins JH, Rands SA. Red deer Cervuselaphus blink more in larger groups. Ecol. Evol. 13, e9908 (2023).
- Beauchamp G. Half-blind to the risk of predation. Front. Ecol. Evol. 5, 131 (2017).
- Yorzinski JL. Eye blinking in an avian species is associated with gaze shifts. Sci. Rep. 6, 32471 (2016).
- Cross DJ. Distinct neural circuits underlie assessment of a diversity of natural dangers by American crows. Proc. R. Soc. B Biol. Sci. 280, 20131046 (2013).
- Yorzinski JL, Walker MK, Cavalier RA. A songbird strategically modifies its blinking behavior when viewing human faces. Anim. Cogn. 24, 787–801 (2021).
- Lim J, Dinges DF. Sleep deprivation and vigilant attention. Ann. N. Y. Acad. Sci. 1129, 305–322 (2008).
- Robertson IH, Garavan H. Vigilant attention. In The Cognitive Neurosciences (eds Robertson, I. H. & Garavan, H.) (Boston Review, 2004).
- Dimond S, Lazarus J. The problem of vigilance in animal life. Brain Behav. Evol. 9, 60–79 (1974).
- Van Schie MKM, Lammers GJ, Fronczek R, Middelkoop HAM, Van Dijk JG. Vigilance: Discussion of related concepts and proposal for a definition. Sleep Med. 83, 175–181 (2021).
- Beauchamp G. Overview of animal vigilance. In Animal Vigilance (ed. Beauchamp, G.) (Elsevier, 2015).
- Klösch G, Zeitlhofer J, Ipsiroglu O. Revisiting the concept of vigilance. Front. Psychiatr. 13, 874757 (2022).
- Head H. The conception of nervous and mental energy. (II.) ‘Vigilance; a physiological state of the nervous system’. Br. J. Psychol. 14, 126–147 (1923).
- Canisius S, Penzel T. Vigilance monitoring—Review and practical aspects. Biomed. Tech. Eng. 52, 77–82 (2007).
- Bremer F. Cerebral hypnogenic centers. Ann. Neurol. 2, 1–6 (1977).
- Moruzzi G, Magoun HW. Brain stem reticular formation and activation of the EEG. Electroencephalogr. Clin. Neurophysiol. 1, 455–473 (1949).
- Darby CV, Guilleminault C. Encyclopedia of Sleep and Circadian Rhythms. ScienceDirect http://www.sciencedirect.com:5070/referencework/9780323910941/encyclopedia-of-sleep-and-circadian-rhythms.
- Jasper H. Diffuse projection systems: The integrative action of the thalamic reticular system. Electroencephalogr. Clin. Neurophysiol. 1, 405–420 (1949).
- Llinás RR, Steriade M. Bursting of thalamic neurons and states of vigilance. J. Neurophysiol. 95, 3297–3308 (2006).
- Steriade M. Corticothalamic resonance, states of vigilance and mentation. Neuroscience 101, 243–276 (2000).
- Magliacano A. Spontaneous eye blinking as a diagnostic marker in prolonged disorders of consciousness. Sci. Rep. 11, 22393 (2021).
- Panda R. Disruption in structural–functional network repertoire and time-resolved subcortical fronto-temporoparietal connectivity in disorders of consciousness. eLife 11, e77462 (2022).
- Oken BS, Salinsky MC, Elsas SM. Vigilance, alertness, or sustained attention: Physiological basis and measurement. Clin. Neurophysiol. 117, 1885–1901 (2006).
- Posner MI, Petersen SE. The attention system of the human brain. Annu. Rev. Neurosci. 13, 25–42 (1990).
- Clarke DD, Sokoloff L. Circulation and energy metabolism of the brain. In Basic Neurochemistry: Molecular, Cellular and Medical Aspects (eds Clarke, D. D. & Sokoloff, L.) (Lippincott-Raven, 1999).
- Carrasco M. Visual attention: The past 25 years. Vis. Res. 51, 1484–1525 (2011).
- Raymond JE, Shapiro KL, Arnell KM. Temporary suppression of visual processing in an RSVP task: An attentional blink?. J. Exp. Psychol. Hum. Percept. Perform. 18, 849–860 (1992).
- Hillyard SA, Vogel EK, Luck SJ. Sensory gain control (amplification) as a mechanism of selective attention: Electrophysiological and neuroimaging evidence. Philos. Trans. R. Soc. Lond. B. Biol. Sci. 353, 1257–1270 (1998).
- Tomberg C, Desmedt JE. Non-averaged human brain potentials in somatic attention: The short-latency cognition-related P40 component. J. Physiol. 496, 559–574 (1996).
- Lennie P. The cost of cortical computation. Curr. Biol. 13, 493–497 (2003).
- Desmedt JE, Tomberg C. Mapping early somatosensory evoked potentials in selective attention: Critical evaluation of control conditions used for titrating by difference the cognitive P30, P40, P100 and N140. Electroencephalogr. Clin. Neurophysiol. Potentials Sect. 74, 321–346 (1989).
- Mangun GR, Hillyard SA. Allocation of visual attention to spatial locations: Tradeoff functions for event-related brain potentials and detection performance. Percept. Psychophys. 47, 532–550 (1990).
- Mountcastle VB. Brain mechanisms for directed attention. J. R. Soc. Med. 71, 14–28 (1978).
- Müller NG, Bartelt OA, Donner TH, Villringer A, Brandt SA. A physiological correlate of the “zoom lens” of visual attention. J. Neurosci. 23, 3561–3565 (2003).
- Maunsell JHR. Neuronal mechanisms of visual attention. Annu. Rev. Vis. Sci. 1, 373–391 (2015).
- Beecher MD, Harrison JM. Rapid acquisition of an auditory localization discrimination by rats 1. J. Exp. Anal. Behav. 16, 193–199 (1971).
- Roberts SM. Equine vision and optics. Vet. Clin. North Am. Equine Pract. 8, 451–457 (1992).
- Lundblad J, Rashid M, Rhodin M, Haubro Andersen P. Effect of transportation and social isolation on facial expressions of healthy horses. PLoS ONE 16, e0241532 (2021).
- Merkies K, Ready C, Farkas L, Hodder A. Eye blink rates and eyelid twitches as a non-invasive measure of stress in the domestic horse. Animals 9, 562 (2019).
- Mott RO, Hawthorne SJ, McBride SD. Blink rate as a measure of stress and attention in the domestic horse (Equuscaballus). Sci. Rep. 10, 21409 (2020).
- Roberts K, Hemmings AJ, Moore-Colyer M, Parker MO, McBride SD. Neural modulators of temperament: A multivariate approach to personality trait identification in the horse. Physiol. Behav. 167, 125–131 (2016).
- Cherry RL, Adair HS, Chen T, Hendrix DV, Ward DA. Effect of attentional focus levels on spontaneous eyeblink rate in horses. Vet. Ophthalmol. 23, 690–695 (2020).
- Baragli P, Scopa C, Maglieri V, Palagi E. If horses had toes: Demonstrating mirror self recognition at group level in Equuscaballus. Anim. Cogn. 24, 1099–1108 (2021).
- Wathan J, McComb K. The eyes and ears are visual indicators of attention in domestic horses. Curr. Biol. 24, R677–R679 (2014).
- Tomberg C, Petagna M, De Selliers De Moranville LA. Horses (Equuscaballus) facial micro-expressions: Insight into discreet social information. Sci. Rep. 13, 8625 (2023).
- Rochais C. A novel test for evaluating horses’ spontaneous visual attention is predictive of attention in operant learning tasks. Sci. Nat. 104, 61 (2017).
- Rochais C, Henry S, Hausberger M. Spontaneous attention-capture by auditory distractors as predictor of distractibility: A study of domestic horses (Equuscaballus). Sci. Rep. 7, 15283 (2017).
- Doughty MJ. Further assessment of gender- and blink pattern-related differences in the spontaneous eyeblink activity in primary gaze in young adult humans. Optom. Vis. Sci. 79, 439–447 (2002).
- Corujo LA, Kieson E, Schloesser T, Gloor PA. Emotion recognition in horses with convolutional neural networks. Future Internet 13, 250 (2021).
- Carrington SD, Bedford PGC, Guillon JP, Woodward EG. Polarized light biomicroscopic observations on the pre-corneal tear film. 1. The normal tear film of the dog. J. Small Anim. Pract. 28, 605–622 (1987).
- Jongkees BJ, Colzato LS. Spontaneous eye blink rate as predictor of dopamine-related cognitive function—A review. Neurosci. Biobehav. Rev. 71, 58–82 (2016).
- Momozawa Y, Takeuchi Y, Kusunose R, Kikusui T, Mori Y. Association between equine temperament and polymorphisms in dopamine D4 receptor gene. Mamm. Genome 16, 538–544 (2005).
- Bacher LF, Allen KJ. Sensitivity of the rate of spontaneous eye blinking to type of stimuli in young infants. Dev. Psychobiol. 51, 186–197 (2009).
- Unsworth N, Robison MK, Miller AL. Individual differences in baseline oculometrics: Examining variation in baseline pupil diameter, spontaneous eye blink rate, and fixation stability. Cogn. Affect. Behav. Neurosci. 10.3758/s13415-019-00709-z (2019).
- Dreisbach G. Dopamine and cognitive control: The influence of spontaneous eyeblink rate and dopamine gene polymorphisms on perseveration and distractibility. Behav. Neurosci. 119, 483–490 (2005).
- Müller J. Dopamine and cognitive control: The influence of spontaneous eyeblink rate, DRD4 exon III polymorphism and gender on flexibility in set-shifting. Brain Res. 1131, 155–162 (2007).
- Colzato LS, van den Wildenberg WPM, van Wouwe NC, Pannebakker MM, Hommel B. Dopamine and inhibitory action control: Evidence from spontaneous eye blink rates. Exp. Brain Res. 196, 467–474 (2009).
- Lansade L, Simon F. Horses’ learning performances are under the influence of several temperamental dimensions. Appl. Anim. Behav. Sci. 125, 30–37 (2010).
- de JesúsTello-Pasos A, González-Pech PG, Leste-Lasserre C, Pacheco AO. An exploratory study of negative and positive facial expressions of carriage horses during their nocturnal resting. J. Vet. Behav. 10.1016/j.jveb.2022.11.006 (2022).
- Lansade L. Facial expression and oxytocin as possible markers of positive emotions in horses. Sci. Rep. 8, 14680 (2018).
- Hall A. The origin and purposes of blinking. Br. J. Ophthalmol. 29, 445–467 (1945).
- Orchard LN, Stern JA. Blinks as an index of cognitive activity during reading. Integr. Physiol. Behav. Sci. 26, 108–116 (1991).
- Nakano T, Yamamoto Y, Kitajo K, Takahashi T, Kitazawa S. Synchronization of spontaneous eyeblinks while viewing video stories. Proc. R. Soc. B Biol. Sci. 276, 3635–3644 (2009).
- Van Opstal F, De Loof E, Verguts T, Cleeremans A. Spontaneous eyeblinks during breaking continuous flash suppression are associated with increased detection times. J. Vis. 16, 21 (2016).
- Goossens HHLM, Van Opstal AJ. Blink-perturbed saccades in monkey I. Behavioral analysis. J. Neurophysiol. 83, 3411–3429 (2000).
- Wallace DJ. Rats maintain an overhead binocular field at the expense of constant fusion. Nature 498, 65–69 (2013).
- Evans KE, McGreevy PD. The distribution of ganglion cells in the equine retina and its relationship to skull morphology. Anat. Histol. Embryol. 36, 151–156 (2007).
- Guo X, Sugita S. Topography of ganglion cells in the retina of the horse. J. Vet. Med. Sci. 62, 1145–1150 (2000).
- Harman AM, Moore S, Hoskins R, Keller P. Horse vision and an explanation for the visual behaviour originally explained by the ‘ramp retina’. Equine Vet. J. 31, 384–390 (1999).
- Hebel R. Distribution of retinal ganglion cells in five mammalian species (pig, sheep, ox, horse, dog). Anat. Embryol. (Berl.) 150, 45–51 (1976).
- Baillargeon R. Innate ideas revisited: For a principle of persistence in infants’ physical reasoning. Perspect. Psychol. Sci. 3, 2–13 (2008).
- Piaget J. The Construction of Reality in the Child. (Basic Books, 1954).
- Bremner JG, Slater AM, Johnson SP. Perception of object persistence: The origins of object permanence in infancy. Child Dev. Perspect. 9, 7–13 (2015).
- Bremhorst A, Sutter NA, Würbel H, Mills DS, Riemer S. Differences in facial expressions during positive anticipation and frustration in dogs awaiting a reward. Sci. Rep. 9, 19312 (2019).
- McPeake KJ, Collins LM, Zulch H, Mills DS. The canine frustration questionnaire—Development of a new psychometric tool for measuring frustration in domestic dogs (Canisfamiliaris). Front. Vet. Sci. 6, 152 (2019).
- Scopa C, Maglieri V, Baragli P, Palagi E. Getting rid of blinkers: The case of mirror self-recognition in horses (Equuscaballus). Anim. Cogn. 25, 711–716 (2022).
- Ringhofer M, Yamamoto S. Domestic horses send signals to humans when they face with an unsolvable task. Anim. Cogn. 20, 397–405 (2017).
- Trösch. Horses categorize human emotions cross-modally based on facial expression and non-verbal vocalizations. Animals 9, 862 (2019).
- Rochais C. Visual attention, an indicator of human-animal relationships? A study of domestic horses (Equuscaballus). Front. Psychol. 10.3389/fpsyg.2014.00108 (2014).
- Gavas R. Blink rate variability: a marker of sustained attention during a visual task. in Adjunct Proceedings of the 2020 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2020 ACM International Symposium on Wearable Computers 450–455 (ACM, Virtual Event Mexico, 2020).
- Pivik RT, Dykman RA. Endogenous eye blinks in preadolescents: Relationship to information processing and performance. Biol. Psychol. 66, 191–219 (2004).
- Ballesta S, Mosher CP, Szep J, Fischl KD, Gothard KM. Social determinants of eyeblinks in adult male macaques. Sci. Rep. 6, 38686 (2016).
- Shultz S, Klin A, Jones W. Inhibition of eye blinking reveals subjective perceptions of stimulus salience. Proc. Natl. Acad. Sci. 108, 21270–21275 (2011).
- Blount WP. Studies of the movements of the eyelids of animals: Blinking. Q. J. Exp. Physiol. 18, 111–125 (1927).
- Karson CN. Spontaneous eye-blink rates and dopaminergic systems. Brain 106, 643–653 (1983).
- Lawrence MS, Redmond DE. MPTP lesions and dopaminergic drugs alter eye blink rate in African green monkeys. Pharmacol. Biochem. Behav. 38, 869–874 (1991).
- Elsworth JD. D1 and D2 dopamine receptors independently regulate spontaneous blink rate in the vervet monkey. J. Pharmacol. Exp. Ther. 259, 595–600 (1991).
- Kaminer J, Powers AS, Horn KG, Hui C, Evinger C. Characterizing the spontaneous blink generator: An animal model. J. Neurosci. 31, 11256–11267 (2011).
- Schultz W, Dayan P, Montague PR. A neural substrate of prediction and reward. Science 275, 1593–1599 (1997).
- Thiele A, Bellgrove MA. Neuromodulation of attention. Neuron 97, 769–785 (2018).
- Peckham AD, Johnson SL. Spontaneous eye-blink rate as an index of reward responsivity: Validation and links to bipolar disorder. Clin. Psychol. Sci. 4, 451–463 (2016).
- Anderson BA. The role of dopamine in value-based attentional orienting. Curr. Biol. 26, 550–555 (2016).
- Yamaguchi Y. Dopamine-dependent visual attention preference to social stimuli in nonhuman primates. Psychopharmacol. (Berl.) 234, 1113–1120 (2017).
- Kroener S, Chandler LJ, Phillips PE, Seamans JK. Dopamine modulates persistent synaptic activity and enhances the signal-to-noise ratio in the prefrontal cortex. PLoS ONE 4, e6507 (2009).
- Vander Weele CM. Dopamine enhances signal-to-noise ratio in cortical-brainstem encoding of aversive stimuli. Nature 563, 397–401 (2018).
- Lockhofen DEL, Mulert C. Neurochemistry of visual attention. Front. Neurosci. 15, 643597 (2021).
- Lesimple C, Sankey C, Richard MA, Hausberger M. Do horses expect humans to solve their problems?. Front. Psychol. 3, 306 (2012).
- Niv Y, Daw ND, Joel D, Dayan P. Tonic dopamine: Opportunity costs and the control of response vigor. Psychopharmacol. (Berl.) 191, 507–520 (2007).
- Pas P, Custers R, Bijleveld E, Vink M. Effort responses to suboptimal reward cues are related to striatal dopaminergic functioning. Motiv. Emot. 38, 759–770 (2014).
- Den Daas C, Häfner M, De Wit J. Out of sight, out of mind: Cognitive states alter the focus of attention. Exp. Psychol. 60, 313–323 (2013).
- McBride SD, Roberts K, Hemmings AJ, Ninomiya S, Parker MO. The impulsive horse: Comparing genetic, physiological and behavioral indicators to those of human addiction. Physiol. Behav. 254, 113896 (2022).
- Stratton Rachael. Assessment of positive emotion in horses: a thesis presented in partial fulfilment of the requirements for the degree of Doctor of Philosophy in Veterinary Science at Massey University, Manawatū, New Zealand. (Doctoral dissertation, Massey University). (2022).
- Friard O, Gamba M. BORIS: A free, versatile open-source event-logging software for video/audio coding and live observations. Methods Ecol. Evol. 7, 1325–1330 (2016).
- Reefmann N, BütikoferKaszàs F, Wechsler B, Gygax L. Ear and tail postures as indicators of emotional valence in sheep. Appl. Anim. Behav. Sci. 118, 199–207 (2009).
- Harewood EJ, McGowan CM. Behavioral and physiological responses to stabling in naive horses. J. Equine Vet. Sci. 25, 164–170 (2005).
- Garamszegi LZ. Comparing effect sizes across variables: Generalization without the need for Bonferroni correction. Behav. Ecol. 17, 682–687 (2006).
- Moran MD. Arguments for rejecting the sequential Bonferroni in ecological studies. Oikos 100, 403–405 (2003).
- Perneger TV. What’s wrong with Bonferroni adjustments. BMJ 316, 1236–1238 (1998).
Citations
This article has been cited 0 times.Use Nutrition Calculator
Check if your horse's diet meets their nutrition requirements with our easy-to-use tool Check your horse's diet with our easy-to-use tool
Talk to a Nutritionist
Discuss your horse's feeding plan with our experts over a free phone consultation Discuss your horse's diet over a phone consultation
Submit Diet Evaluation
Get a customized feeding plan for your horse formulated by our equine nutritionists Get a custom feeding plan formulated by our nutritionists