Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists

Nakagawa S, Schielzeth H (2010)
Biological Reviews 85(4): 935-956.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
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Nakagawa, Shinichi; Schielzeth, HolgerUniBi
Abstract / Bemerkung
Repeatability (more precisely the common measure of repeatability, the intra-class correlation coefficient, ICC) is an important index for quantifying the accuracy of measurements and the constancy of phenotypes. It is the proportion of phenotypic variation that can be attributed to between-subject (or between-group) variation. As a consequence, the non-repeatable fraction of phenotypic variation is the sum of measurement error and phenotypic flexibility. There are several ways to estimate repeatability for Gaussian data, but there are no formal agreements on how repeatability should be calculated for non-Gaussian data (e.g. binary, proportion and count data). In addition to point estimates, appropriate uncertainty estimates (standard errors and confidence intervals) and statistical significance for repeatability estimates are required regardless of the types of data. We review the methods for calculating repeatability and the associated statistics for Gaussian and non-Gaussian data. For Gaussian data, we present three common approaches for estimating repeatability: correlation-based, analysis of variance (ANOVA)-based and linear mixed-effects model (LMM)-based methods, while for non-Gaussian data, we focus on generalised linear mixed-effects models (GLMM) that allow the estimation of repeatability on the original and on the underlying latent scale. We also address a number of methods for calculating standard errors, confidence intervals and statistical significance; the most accurate and recommended methods are parametric bootstrapping, randomisation tests and Bayesian approaches. We advocate the use of LMM- and GLMM-based approaches mainly because of the ease with which confounding variables can be controlled for. Furthermore, we compare two types of repeatability (ordinary repeatability and extrapolated repeatability) in relation to narrow-sense heritability. This review serves as a collection of guidelines and recommendations for biologists to calculate repeatability and heritability from both Gaussian and non-Gaussian data.
Biological Reviews
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Nakagawa S, Schielzeth H. Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists. Biological Reviews. 2010;85(4):935-956.
Nakagawa, S., & Schielzeth, H. (2010). Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists. Biological Reviews, 85(4), 935-956. doi:10.1111/j.1469-185X.2010.00141.x
Nakagawa, Shinichi, and Schielzeth, Holger. 2010. “Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists”. Biological Reviews 85 (4): 935-956.
Nakagawa, S., and Schielzeth, H. (2010). Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists. Biological Reviews 85, 935-956.
Nakagawa, S., & Schielzeth, H., 2010. Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists. Biological Reviews, 85(4), p 935-956.
S. Nakagawa and H. Schielzeth, “Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists”, Biological Reviews, vol. 85, 2010, pp. 935-956.
Nakagawa, S., Schielzeth, H.: Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists. Biological Reviews. 85, 935-956 (2010).
Nakagawa, Shinichi, and Schielzeth, Holger. “Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists”. Biological Reviews 85.4 (2010): 935-956.

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Rapid divergence of animal personality and syndrome structure across an arid-aquatic habitat matrix.
Moran NP, Mossop KD, Thompson RM, Chapple DG, Wong BBM., Oecologia 185(1), 2017
PMID: 28779225
How experimental biology and ecology can support evidence-based decision-making in conservation: avoiding pitfalls and enabling application.
Cooke SJ, Birnie-Gauvin K, Lennox RJ, Taylor JJ, Rytwinski T, Rummer JL, Franklin CE, Bennett JR, Haddaway NR., Conserv Physiol 5(1), 2017
PMID: 28835842
Method matters: Experimental evidence for shorter avian sperm in faecal compared to abdominal massage samples.
Girndt A, Cockburn G, Sánchez-Tójar A, Løvlie H, Schroeder J., PLoS One 12(8), 2017
PMID: 28813481
Multinomial analysis of behavior: statistical methods.
Koster J, McElreath R., Behav Ecol Sociobiol 71(9), 2017
PMID: 28959087
Indirect genetic effects: a key component of the genetic architecture of behaviour.
Santostefano F, Wilson AJ, Niemelä PT, Dingemanse NJ., Sci Rep 7(1), 2017
PMID: 28860450
How to fight multiple enemies: target-specific chemical defences in an aposematic moth.
Rojas B, Burdfield-Steel E, Pakkanen H, Suisto K, Maczka M, Schulz S, Mappes J., Proc Biol Sci 284(1863), 2017
PMID: 28954910
Consistent Individual Differences Drive Collective Behavior and Group Functioning of Schooling Fish.
Jolles JW, Boogert NJ, Sridhar VH, Couzin ID, Manica A., Curr Biol 27(18), 2017
PMID: 28889975
Chemical communication, sexual selection, and introgression in wall lizards.
MacGregor HEA, Lewandowsky RAM, d'Ettorre P, Leroy C, Davies NW, While GM, Uller T., Evolution 71(10), 2017
PMID: 28745028
Modelling personality, plasticity and predictability in shelter dogs.
Goold C, Newberry RC., R Soc Open Sci 4(9), 2017
PMID: 28989764
Behavioural mediators of genetic life-history trade-offs: a test of the pace-of-life syndrome hypothesis in field crickets.
Santostefano F, Wilson AJ, Niemelä PT, Niemelä PT, Dingemanse NJ., Proc Biol Sci 284(1864), 2017
PMID: 28978731
Higher temperatures during development reduce body size in the zebra finch in the laboratory and in the wild.
Andrew SC, Hurley LL, Mariette MM, Griffith SC., J Evol Biol 30(12), 2017
PMID: 28976621
Characterizing selection in black-throated blue warblers using a sexual network approach.
Cramer ERA, Kaiser SA, Webster MS, Sillett TS, Ryder TB., J Evol Biol 30(12), 2017
PMID: 28986958
Two sides of a coin: ecological and chronobiological perspectives of timing in the wild.
Helm B, Visser ME, Schwartz W, Kronfeld-Schor N, Gerkema M, Piersma T, Bloch G., Philos Trans R Soc Lond B Biol Sci 372(1734), 2017
PMID: 28993490
Egg chemoattractants moderate intraspecific sperm competition.
Lymbery RA, Kennington WJ, Evans JP., Evol Lett 1(6), 2017
PMID: 30283659
The functional syndrome: linking individual trait variability to ecosystem functioning.
Raffard A, Lecerf A, Cote J, Buoro M, Lassus R, Cucherousset J., Proc Biol Sci 284(1868), 2017
PMID: 29212725
Testing a key assumption in animal communication: between-individual variation in female visual systems alters perception of male signals.
Ronald KL, Ensminger AL, Shawkey MD, Lucas JR, Fernández-Juricic E., Biol Open 6(12), 2017
PMID: 29247048
Intraindividual Behavioral Variability Predicts Foraging Outcome in a Beach-dwelling Jumping Spider.
Lichtenstein JLL, Chism GT, Kamath A, Pruitt JN., Sci Rep 7(1), 2017
PMID: 29273746
Studying the evolutionary ecology of cognition in the wild: a review of practical and conceptual challenges.
Morand-Ferron J, Cole EF, Quinn JL., Biol Rev Camb Philos Soc 91(2), 2016
PMID: 25631282
Temperature can shape a cline in polyandry, but only genetic variation can sustain it over time.
Taylor ML, Price TA, Skeats A, Wedell N., Behav Ecol 27(2), 2016
PMID: 27004012
Inbreeding depression of sperm traits in the zebra finch Taeniopygia guttata.
Opatová P, Ihle M, Albrechtová J, Tomášek O, Kempenaers B, Forstmeier W, Albrecht T., Ecol Evol 6(1), 2016
PMID: 26811793
Genetic Correlates of Individual Differences in Sleep Behavior of Free-Living Great Tits (Parus major).
Stuber EF, Baumgartner C, Dingemanse NJ, Kempenaers B, Mueller JC., G3 (Bethesda) 6(3), 2016
PMID: 26739645
Lack of experience-based stratification in homing pigeon leadership hierarchies.
Watts I, Pettit B, Nagy M, de Perera TB, Biro D., R Soc Open Sci 3(1), 2016
PMID: 26909176
Recent social conditions affect boldness repeatability in individual sticklebacks.
Jolles JW, Aaron Taylor B, Manica A., Anim Behav 112(), 2016
PMID: 26949265
Locomotion during digestion changes current estimates of seed dispersal kernels by fish
van Leeuwen CHA, Beukeboom R, Nolet BA, Bakker ES, Pollux BJA, Kitajima K., Functional ecology. 30(2), 2016
PMID: IND605013351
Density fluctuations represent a key process maintaining personality variation in a wild passerine bird.
Nicolaus M, Tinbergen JM, Ubels R, Both C, Dingemanse NJ., Ecol Lett 19(4), 2016
PMID: 26929092
Integrating the pace-of-life syndrome across species, sexes and individuals: covariation of life history and personality under pesticide exposure.
Debecker S, Sanmartín-Villar I, de Guinea-Luengo M, Cordero-Rivera A, Stoks R., J Anim Ecol 85(3), 2016
PMID: 26845756
Dose-dependent fluoxetine effects on boldness in male Siamese fighting fish.
Dzieweczynski TL, Campbell BA, Kane JL., J Exp Biol 219(pt 6), 2016
PMID: 26985051
Proximate mechanisms of colour variation in the frillneck lizard: geographical differences in pigment contents of an ornament
Merkling T, Hamilton DG, Cser B, Svedin N, Pryke SR., Biol J Linn Soc Lond 117(3), 2016
PMID: IND604859998
Mismatched partners that achieve postpairing behavioral similarity improve their reproductive success.
Laubu C, Dechaume-Moncharmont FX, Motreuil S, Schweitzer C., Sci Adv 2(3), 2016
PMID: 26973869
Behaviour in a standardized assay, but not metabolic or growth rate, predicts behavioural variation in an adult aquatic top predator Esox lucius in the wild.
Laskowski KL, Monk CT, Polverino G, Alós J, Nakayama S, Staaks G, Mehner T, Arlinghaus R., J Fish Biol 88(4), 2016
PMID: 26947935
Sociable Weavers Increase Cooperative Nest Construction after Suffering Aggression.
Leighton GM, Vander Meiden LN., PLoS One 11(3), 2016
PMID: 26982704
Context dependency of trait repeatability and its relevance for management and conservation of fish populations.
Killen SS, Adriaenssens B, Marras S, Claireaux G, Cooke SJ., Conserv Physiol 4(1), 2016
PMID: 27382470
A multi-source feedback tool for measuring a subset of Pediatrics Milestones.
Schwartz A, Margolis MJ, Multerer S, Haftel HM, Schumacher DJ, APPD LEARN–NBME Pediatrics Milestones Assessment Group., Med Teach 38(10), 2016
PMID: 27027428
Reproducibility of circulating endothelial cell enumeration and activation in children and adolescents.
Ryder JR, O'Connell MJ, Rudser KD, Fox CK, Solovey AN, Hebbel RP, Kelly AS., Biomark Med 10(5), 2016
PMID: 27071934
Volume and antimicrobial activity of secretions of the uropygial gland are correlated with malaria infection in house sparrows.
Magallanes S, Møller AP, García-Longoria L, de Lope F, Marzal A., Parasit Vectors 9(), 2016
PMID: 27114098
Biomechanics of the Peacock's Display: How Feather Structure and Resonance Influence Multimodal Signaling.
Dakin R, McCrossan O, Hare JF, Montgomerie R, Amador Kane S., PLoS One 11(4), 2016
PMID: 27119380
Assessing sources of error in comparative analyses of primate behavior: Intraspecific variation in group size and the social brain hypothesis.
Sandel AA, Miller JA, Mitani JC, Nunn CL, Patterson SK, Garamszegi LZ., J Hum Evol 94(), 2016
PMID: 27178464
Land or sea? Foraging area choice during breeding by an omnivorous gull.
Isaksson N, Evans TJ, Shamoun-Baranes J, Åkesson S., Mov Ecol 4(), 2016
PMID: 27186375
Parallel and nonparallel behavioural evolution in response to parasitism and predation in Trinidadian guppies.
Jacquin L, Reader SM, Boniface A, Mateluna J, Patalas I, Pérez-Jvostov F, Hendry AP., J Evol Biol 29(7), 2016
PMID: 27086945
Scaling of the fast-start escape response of juvenile bluegills.
Gerry SP, Belden J, Bisaccia M, George K, Mahoney T, Ellerby DJ., Zoology (Jena) 119(6), 2016
PMID: 27263833
Age, oxidative stress exposure and fitness in a long‐lived seabird
Herborn KA, Francis Daunt, Britt J. Heidinger, Hanna M. V. Granroth‐Wilding, Sarah J. Burthe, Mark A. Newell, Pat Monaghan., Functional ecology. 30(6), 2016
PMID: IND605232035
Reliability of graph analysis of resting state fMRI using test-retest dataset from the Human Connectome Project.
Termenon M, Jaillard A, Delon-Martin C, Achard S., Neuroimage 142(), 2016
PMID: 27282475
Is individual consistency in body mass and reproductive decisions linked to individual specialization in foraging behavior in a long-lived seabird?
Dehnhard N, Eens M, Sturaro N, Lepoint G, Demongin L, Quillfeldt P, Poisbleau M., Ecol Evol 6(13), 2016
PMID: 27386091
Differences in the oxidative balance of dispersing and non-dispersing individuals: an experimental approach in a passerine bird.
Récapet C, Zahariev A, Blanc S, Arrivé M, Criscuolo F, Bize P, Doligez B., BMC Evol Biol 16(1), 2016
PMID: 27296460
Does personality affect premating isolation between locally-adapted populations?
Sommer-Trembo C, Bierbach D, Arias-Rodriguez L, Verel Y, Jourdan J, Zimmer C, Riesch R, Streit B, Plath M., BMC Evol Biol 16(), 2016
PMID: 27338278
Additive genetic variance and effects of inbreeding, sex and age on heterophil to lymphocyte ratio in song sparrows
Losdat S, Peter Arcese, Laura Sampson, Nacho Villar, Jane M. Reid., Functional ecology. 30(7), 2016
PMID: IND605373454
Olfactory attractants and parity affect prenatal androgens and territoriality of coyote breeding pairs.
Schell CJ, Young JK, Lonsdorf EV, Mateo JM, Santymire RM., Physiol Behav 165(), 2016
PMID: 27378509
State dependence, personality, and plants: light-foraging decisions in Mimosa pudica (L.).
Simon FW, Hodson CN, Roitberg BD., Ecol Evol 6(17), 2016
PMID: 27648244
Assessment on personal exposure to particulate compounds using an empirical exposure model in an elderly community in Tianjin, China.
Xu J, Zhang N, Han B, You Y, Zhou J, Zhang J, Niu C, Liu Y, He F, Ding X, Bai Z., Sci Total Environ 572(), 2016
PMID: 27528481
Sources of (co)variation in alternative siring routes available to male great tits (Parus major).
Araya-Ajoy YG, Kuhn S, Mathot KJ, Mouchet A, Mutzel A, Nicolaus M, Wijmenga JJ, Kempenaers B, Dingemanse NJ., Evolution 70(10), 2016
PMID: 27470488
Differences in cooperative behavior among Damaraland mole rats are consequences of an age-related polyethism.
Zöttl M, Vullioud P, Mendonça R, Torrents Ticó M, Gaynor D, Mitchell A, Clutton-Brock T., Proc Natl Acad Sci U S A 113(37), 2016
PMID: 27588902
General Methods for Evolutionary Quantitative Genetic Inference from Generalized Mixed Models.
de Villemereuil P, Schielzeth H, Nakagawa S, Morrissey M., Genetics 204(3), 2016
PMID: 27591750
Adult bacterial exposure increases behavioral variation and drives higher repeatability in field crickets.
DiRienzo N, Niemelä PT, Hedrick AV, Kortet R., Behav Ecol Sociobiol 70(11), 2016
PMID: 28584393
Body length rather than routine metabolic rate and body condition correlates with activity and risk-taking in juvenile zebrafish Danio rerio.
Polverino G, Bierbach D, Killen SS, Uusi-Heikkilä S, Arlinghaus R., J Fish Biol 89(5), 2016
PMID: 27615803
Individual variation in an acute stress response reflects divergent coping strategies in a large herbivore.
Monestier C, Gilot-Fromont E, Morellet N, Debeffe L, Cebe N, Merlet J, Picot D, Rames JL, Hewison AJ, Verheyden H., Behav Processes 132(), 2016
PMID: 27646701
Capturing neutral and adaptive genetic diversity for conservation in a highly structured tree species.
Rodríguez-Quilón I, Santos-Del-Blanco L, Serra-Varela MJ, Koskela J, González-Martínez SC, Alía R., Ecol Appl 26(7), 2016
PMID: 27755736
Behavioural Type Affects Space Use in a Wild Population of Crows (Corvus corone).
Deventer SA, Uhl F, Bugnyar T, Miller R, Fitch WT, Schiestl M, Ringler M, Schwab C., Ethology 122(11), 2016
PMID: 27840464
Queen reproductive tract secretions enhance sperm motility in ants.
Liberti J, Baer B, Boomsma JJ., Biol Lett 12(11), 2016
PMID: 27807252
Seasonal changes in neophobia and its consistency in rooks: the effect of novelty type and dominance position.
Greggor AL, Jolles JW, Thornton A, Clayton NS., Anim Behav 121(), 2016
PMID: 27890937
variancePartition: interpreting drivers of variation in complex gene expression studies.
Hoffman GE, Schadt EE., BMC Bioinformatics 17(1), 2016
PMID: 27884101
Are sexually selected traits affected by a poor environment early in life?
Vega-Trejo R, Jennions MD, Head ML., BMC Evol Biol 16(1), 2016
PMID: 27905874
Behavioural hypervolumes of spider communities predict community performance and disbandment.
Pruitt JN, Bolnick DI, Sih A, DiRienzo N, Pinter-Wollman N., Proc Biol Sci 283(1844), 2016
PMID: 27974515
Fast and behavior-selective exploitation of a marine fish targeted by anglers.
Alós J, Palmer M, Rosselló R, Arlinghaus R., Sci Rep 6(), 2016
PMID: 27922022
Heritability of Boldness and Hypoxia Avoidance in European Seabass, Dicentrarchus labrax.
Ferrari S, Horri K, Allal F, Vergnet A, Benhaim D, Vandeputte M, Chatain B, Bégout ML., PLoS One 11(12), 2016
PMID: 27992517
Behavioral syndrome in a native and an invasive hymenoptera species.
Monceau K, Moreau J, Poidatz J, Bonnard O, Thiéry D., Insect Sci 22(4), 2015
PMID: 24831877
Does urbanization facilitate individual recognition of humans by house sparrows?
Vincze E, Papp S, Preiszner B, Seress G, Liker A, Bókony V., Anim Cogn 18(1), 2015
PMID: 25164623
Variation and covariation in strongyle infection in East African shorthorn zebu calves.
Callaby R, Hanotte O, Conradie Van Wyk I, Kiara H, Toye P, Mbole-Kariuki MN, Jennings A, Thumbi SM, Coetzer JA, de C Bronsvoort BM, Knott SA, Woolhouse ME, Kruuk LE., Parasitology 142(3), 2015
PMID: 25257652
Morphology-function relationships and repeatability in the sperm of Passer sparrows.
Cramer ER, Laskemoen T, Stensrud E, Rowe M, Haas F, Lifjeld JT, Saetre GP, Johnsen A., J Morphol 276(4), 2015
PMID: 25427840
Electroejaculation and semen buffer evaluation in the microbat Carollia perspicillata.
Fasel NJ, Helfenstein F, Buff S, Richner H., Theriogenology 83(5), 2015
PMID: 25541424
Distinct responses of baseline and stress-induced corticosterone levels to genetic and environmental factors.
Homberger B, Jenni-Eiermann S, Jenni L., Gen Comp Endocrinol 210(), 2015
PMID: 25307951
Can a mathematical model predict an individual's trait-like response to both total and partial sleep loss?
Ramakrishnan S, Lu W, Laxminarayan S, Wesensten NJ, Rupp TL, Balkin TJ, Reifman J., J Sleep Res 24(3), 2015
PMID: 25559055
Biological variation: back to basics.
Plebani M, Padoan A, Lippi G., Clin Chem Lab Med 53(2), 2015
PMID: 25568984
Does metabolic rate predict risk‐taking behaviour? A field experiment in a wild passerine bird
Mathot KJ, Nicolaus M, Araya‐Ajoy YG, Dingemanse NJ, Kempenaers B, Grémillet D., Functional ecology. 29(2), 2015
PMID: IND601325924
Repeated stressors in adulthood increase the rate of biological ageing.
Hau M, Haussmann MF, Greives TJ, Matlack C, Costantini D, Quetting M, Adelman JS, Miranda AC, Partecke J., Front Zool 12(), 2015
PMID: 25705242
Individual inconsistencies in basal and summit metabolic rate highlight flexibility of metabolic performance in a wintering passerine.
Cortés PA, Petit M, Lewden A, Milbergue M, Vézina F., J Exp Zool A Ecol Genet Physiol 323(3), 2015
PMID: 25690265
Genetic mapping of natural variation in schooling tendency in the threespine stickleback.
Greenwood AK, Ardekani R, McCann SR, Dubin ME, Sullivan A, Bensussen S, Tavaré S, Peichel CL., G3 (Bethesda) 5(5), 2015
PMID: 25717151
Are extra-pair males different from cuckolded males? A case study and a meta-analytic examination.
Hsu YH, Schroeder J, Winney I, Burke T, Nakagawa S., Mol Ecol 24(7), 2015
PMID: 25706253
Correlated genetic effects on reproduction define a domestication syndrome in a forest tree.
Santos-Del-Blanco L, Alía R, González-Martínez SC, Sampedro L, Lario F, Climent J., Evol Appl 8(4), 2015
PMID: 25926884
Tracking year-to-year changes in intestinal nematode communities of rufous mouse lemurs (Microcebus rufus).
Aivelo T, Medlar A, Löytynoja A, Laakkonen J, Jernvall J., Parasitology 142(8), 2015
PMID: 25892063
Trade-offs between performance and variability in the escape responses of bluegill sunfish (Lepomis macrochirus).
Hitchcock AC, Chen T, Connolly E, Darakananda K, Jeong J, Quist A, Robbins A, Ellerby DJ., Biol Open 4(6), 2015
PMID: 25910940
Dynamics of among-individual behavioral variation over adult lifespan in a wild insect.
Fisher DN, David M, Tregenza T, Rodríguez-Muñoz R., Behav Ecol 26(4), 2015
PMID: 26167097
Does light pollution alter daylength? A test using light loggers on free-ranging European blackbirds (Turdus merula).
Dominoni DM, Partecke J., Philos Trans R Soc Lond B Biol Sci 370(1667), 2015
PMID: 25780232
The nature of nurture in a wild mammal's fitness.
McFarlane SE, Gorrell JC, Coltman DW, Humphries MM, Boutin S, McAdam AG., Proc Biol Sci 282(1806), 2015
PMID: 25833849
Post-weaning parental care increases fitness but is not heritable in North American red squirrels.
Lane JE, McAdam AG, Charmantier A, Humphries MM, Coltman DW, Fletcher Q, Gorrell JC, Boutin S., J Evol Biol 28(6), 2015
PMID: 25847376
Behaviour in captivity predicts some aspects of natural behaviour, but not others, in a wild cricket population.
Fisher DN, James A, Rodríguez-Muñoz R, Tregenza T., Proc Biol Sci 282(1809), 2015
PMID: 26019161
Sexual rest and post-meiotic sperm ageing in house mice.
Firman RC, Young FJ, Rowe DC, Duong HT, Gasparini C., J Evol Biol 28(7), 2015
PMID: 26012513
Test-retest reliability of graph metrics of resting state MRI functional brain networks: A review.
Andellini M, Cannatà V, Gazzellini S, Bernardi B, Napolitano A., J Neurosci Methods 253(), 2015
PMID: 26072249
Within-individual plasticity explains age-related decrease in stress response in a short-lived bird.
Lendvai ÁZ, Giraudeau M, Bókony V, Angelier F, Chastel O., Biol Lett 11(7), 2015
PMID: 26179799
Under the influence: sublethal exposure to an insecticide affects personality expression in a jumping spider
Royauté R, Buddle CM, Vincent C, Hawley D., Functional ecology. 29(7), 2015
PMID: IND603408867
The repeatability of mating failure in a polyandrous bug.
Greenway EV, Shuker DM., J Evol Biol 28(8), 2015
PMID: 26086205
Personality in Bonobos.
Weiss A, Staes N, Pereboom JJ, Inoue-Murayama M, Stevens JM, Eens M., Psychol Sci 26(9), 2015
PMID: 26209530
Quantitative Genetics of the Aging of Reproductive Traits in the Houbara Bustard.
Chantepie S, Robert A, Sorci G, Hingrat Y, Charmantier A, Leveque G, Lacroix F, Teplitsky C., PLoS One 10(7), 2015
PMID: 26218735
Constructing, conducting and interpreting animal social network analysis.
Farine DR, Whitehead H., J Anim Ecol 84(5), 2015
PMID: 26172345
Stable individual differences in separation calls during early development in cats and mice.
Hudson R, Rangassamy M, Saldaña A, Bánszegi O, Rödel HG., Front Zool 12 Suppl 1(), 2015
PMID: 26816512
Lifetime development of behavioural phenotype in the house mouse (Mus musculus).
Brust V, Schindler PM, Lewejohann L., Front Zool 12 Suppl 1(), 2015
PMID: 26816516
Intralocus sexual conflict, adaptive sex allocation, and the heritability of fitness.
Calsbeek R, Duryea MC, Goedert D, Bergeron P, Cox RM., J Evol Biol 28(11), 2015
PMID: 26310599
Do malaria parasites manipulate the escape behaviour of their avian hosts? An experimental study.
Garcia-Longoria L, Møller AP, Balbontín J, de Lope F, Marzal A., Parasitol Res 114(12), 2015
PMID: 26337268
Feathers as a Tool to Assess Mercury Contamination in Gentoo Penguins: Variations at the Individual Level.
Pedro S, Xavier JC, Tavares S, Trathan PN, Ratcliffe N, Paiva VH, Medeiros R, Pereira E, Pardal MA., PLoS One 10(9), 2015
PMID: 26352664
Puffed and bothered: Personality, performance, and the effects of stress on checkered pufferfish.
Pleizier N, Wilson AD, Shultz AD, Cooke SJ., Physiol Behav 152(pt a), 2015
PMID: 26375573
Disruptive viability selection on a black plumage trait associated with dominance.
Acker P, Grégoire A, Rat M, Spottiswoode CN, van Dijk RE, Paquet M, Kaden JC, Pradel R, Hatchwell BJ, Covas R, Doutrelant C., J Evol Biol 28(11), 2015
PMID: 26249359
Among-year variation in the repeatability, within- and between-individual, and phenotypic correlations of behaviors in a natural population.
Garamszegi LZ, Markó G, Szász E, Zsebők S, Azcárate M, Herczeg G, Török J., Behav Ecol Sociobiol 69(12), 2015
PMID: 26586925
Consistent individual differences in the social phenotypes of wild great tits, Parus major.
Aplin LM, Firth JA, Farine DR, Voelkl B, Crates RA, Culina A, Garroway CJ, Hinde CA, Kidd LR, Psorakis I, Milligan ND, Radersma R, Verhelst BL, Sheldon BC., Anim Behav 108(), 2015
PMID: 26512142
Personality and morphological traits affect pigeon survival from raptor attacks.
Santos CD, Cramer JF, Pârâu LG, Miranda AC, Wikelski M, Dechmann DK., Sci Rep 5(), 2015
PMID: 26489437
When the going gets tough: behavioural type-dependent space use in the sleepy lizard changes as the season dries.
Spiegel O, Leu ST, Sih A, Godfrey SS, Bull CM., Proc Biol Sci 282(1819), 2015
PMID: 26609082
Long-term individual foraging site fidelity--why some gannets don't change their spots.
Wakefield ED, Cleasby IR, Bearhop S, Bodey TW, Davies RD, Miller PI, Newton J, Votier SC, Hamer KC., Ecology 96(11), 2015
PMID: 27070024
Epidemiology and Heritability of Major Depressive Disorder, Stratified by Age of Onset, Sex, and Illness Course in Generation Scotland: Scottish Family Health Study (GS:SFHS).
Fernandez-Pujals AM, Adams MJ, Thomson P, McKechanie AG, Blackwood DH, Smith BH, Dominiczak AF, Morris AD, Matthews K, Campbell A, Linksted P, Haley CS, Deary IJ, Porteous DJ, MacIntyre DJ, McIntosh AM., PLoS One 10(11), 2015
PMID: 26571028
Burst muscle performance predicts the speed, acceleration, and turning performance of Anna's hummingbirds.
Segre PS, Dakin R, Zordan VB, Dickinson MH, Straw AD, Altshuler DL., Elife 4(), 2015
PMID: 26583753
Speed Determines Leadership and Leadership Determines Learning during Pigeon Flocking.
Pettit B, Ákos Z, Vicsek T, Biro D., Curr Biol 25(23), 2015
PMID: 26628007
No personality without experience? A test on Rana dalmatina tadpoles.
Urszán TJ, Garamszegi LZ, Nagy G, Hettyey A, Török J, Herczeg G., Ecol Evol 5(24), 2015
PMID: 26811759
Communal range defence in primates as a public goods dilemma.
Willems EP, Arseneau TJ, Schleuning X, van Schaik CP., Philos Trans R Soc Lond B Biol Sci 370(1683), 2015
PMID: 26503678
Maternal, social and abiotic environmental effects on growth vary across life stages in a cooperative mammal.
English S, Bateman AW, Mares R, Ozgul A, Clutton-Brock TH., J Anim Ecol 83(2), 2014
PMID: 24102215
Individual differences affect honest signalling in a songbird.
Akçay C, Campbell SE, Beecher MD., Proc Biol Sci 281(1775), 2014
PMID: 24307671
All eggs are made equal: meta-analysis of egg sexual size dimorphism in birds.
Rutkowska J, Dubiec A, Nakagawa S., J Evol Biol 27(1), 2014
PMID: 24313923
Characterizing behavioural 'characters': an evolutionary framework.
Araya-Ajoy YG, Dingemanse NJ., Proc Biol Sci 281(1776), 2014
PMID: 24335984
A tale of two phylogenies: comparative analyses of ecological interactions.
Hadfield JD, Krasnov BR, Poulin R, Nakagawa S., Am Nat 183(2), 2014
PMID: 24464193
Heritable variation in host tolerance and resistance inferred from a wild host-parasite system.
Mazé-Guilmo E, Loot G, Páez DJ, Lefèvre T, Blanchet S., Proc Biol Sci 281(1779), 2014
PMID: 24478295
Applying Quantitative Genetic Methods to Primate Social Behavior.
Blomquist GE, Brent LJ., Int J Primatol 35(1), 2014
PMID: 24659839
Personality Traits in Rhesus Macaques (Macaca mulatta) Are Heritable but Do Not Predict Reproductive Output.
Brent LJ, Semple S, Maclarnon A, Ruiz-Lambides A, Gonzalez-Martinez J, Platt ML., Int J Primatol 35(1), 2014
PMID: 24659840
Making the in vitro breeding of Schistocephalus solidus more flexible.
Weinreich F, Kalbe M, Benesh DP., Exp Parasitol 139(), 2014
PMID: 24560832
Rater agreement on gait assessment during neurologic examination of horses.
Olsen E, Dunkel B, Barker WH, Finding EJ, Perkins JD, Witte TH, Yates LJ, Andersen PH, Baiker K, Piercy RJ., J Vet Intern Med 28(2), 2014
PMID: 24612411
Oxidative stress decreases with elevation in the lizard Psammodromus algirus.
Reguera S, Zamora-Camacho FJ, Trenzado CE, Sanz A, Moreno-Rueda G., Comp Biochem Physiol A Mol Integr Physiol 172(), 2014
PMID: 24603098
Acute mountain sickness is not repeatable across two 12-hour normobaric hypoxia exposures.
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Personality in captivity: more exploratory males reproduce better in an aviary population.
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Plasticity, stereotypy, intra-individual variability and personality: handle with care.
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Nurses' shift length and overtime working in 12 European countries: the association with perceived quality of care and patient safety.
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Environmental methicillin-resistant Staphylococcus aureus contamination in pig herds in relation to the productive phase and application of cleaning and disinfection.
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Quantifying individual variation in behaviour: mixed-effect modelling approaches.
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Parturition date for a given female is highly repeatable within five roe deer populations.
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Selflessness is sexy: reported helping behaviour increases desirability of men and women as long-term sexual partners.
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Differences in boldness are repeatable and heritable in a long-lived marine predator.
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Vector activity and propagule size affect dispersal potential by vertebrates.
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Individual variation in sleep-wake rhythms in free-living birds.
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Inter‐individual variation in movement: is there a mobility syndrome in the large white butterfly Pieris brassicae?
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Experimental evidence for adaptive personalities in a wild passerine bird.
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Genome-wide association studies reveal a simple genetic basis of resistance to naturally coevolving viruses in Drosophila melanogaster.
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Heritability of female extra-pair paternity rate in song sparrows (Melospiza melodia).
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Disentangling the effect of genes, the environment and chance on sex ratio variation in a wild bird population.
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Personality variation in a clonal insect: the pea aphid, Acyrthosiphon pisum.
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The risk and intensity of sperm ejection in female birds.
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Disentangling the roles of frequency-vs. state-dependence in generating individual differences in behavioural plasticity.
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