Facial attractiveness and preference of sexual dimorphism: A comparison across five populations
Status PubMed-not-MEDLINE Jazyk angličtina Země Anglie, Velká Británie Médium electronic-ecollection
Typ dokumentu časopisecké články
PubMed
37588529
PubMed Central
PMC10427909
DOI
10.1017/ehs.2021.33
PII: S2513843X21000335
Knihovny.cz E-zdroje
- Klíčová slova
- Human face, averageness, geometric morphometrics, sexual dimorphism, skin luminance,
- Publikační typ
- časopisecké články MeSH
Despite intensive research, evolutionary psychology has not yet reached a consensus regarding the association between sexual dimorphism and attractiveness. This study examines associations between perceived and morphological facial sexual dimorphism and perceived attractiveness in samples from five distant countries (Cameroon, Colombia, Czechia, Iran and Turkey). We also examined possible moderating effects of skin lightness, averageness, age, body mass and facial width. Our results suggest that in all samples, women's perceived femininity was positively related to their perceived attractiveness. Women found perceived masculinity in men attractive only in Czechia and Colombia, two distant populations. The association between perceived sexual dimorphism and attractiveness is thus potentially universal only for women. Across populations, morphological sexual dimorphism and averageness are not universally associated with either perceived facial sexual dimorphism or attractiveness. With our exploratory approach, results highlight the need for control of which measure of sexual dimorphism is used (perceived or measured) because they affect perceived attractiveness differently. Morphological averageness and sexual dimorphism are not good predictors of perceived attractiveness. It is noted that future studies should use samples from multiple populations to allow for identification of specific effects of local environmental and socioeconomic conditions on preferred traits in unmanipulated local facial stimuli.
Department of Communication and Development Studies University of Bamenda Cameroon
Department of Psychology Kadir Has University Istanbul Turkey
Faculty of Physical Education and Sport Charles University Prague Czech Republic
Human Behaviour Laboratory Faculty of Psychology Universidad El Bosque Bogota Colombia
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Adams, D. C., & Otárola-Castillo, E. (2013). Geomorph: An R package for the collection and analysis of geometric morphometric shape data. Methods in Ecology and Evolution, 4(4), 393–399. 10.1111/2041-210X.12035 DOI
Anzures, G., Quinn, P. C., Pascalis, O., Slater, A. M., Tanaka, J. W., & Lee, K. (2013). Developmental origins of the other-race effect. Current Directions in Psychological Science, 22(3), 173–178. 10.1177/0963721412474459 PubMed DOI PMC
Aoki, K. (2002). Sexual selection as a cause of human skin colour variation: Darwin's hypothesis revisited. Annals of Human Biology, 29(6), 589–608. 10.1080/0301446021000019144 PubMed DOI
Apicella, C. L., Little, A. C., & Marlowe, F. W. (2007). Facial averageness and attractiveness in an isolated population of hunter–gatherers. Perception, 36, 1813–1820. 10.1068/p5601 PubMed DOI
Atari, M., & Jamali, R. (2016a). Dimensions of women's mate preferences: Validation of a mate preference scale in Iran. Evolutionary Psychology, 14(2), 1–10. 10.1177/1474704916651443 DOI
Atari, M., & Jamali, R. (2016b). Mate preferences in young Iranian women: Cultural and individual difference correlates. Evolutionary Psychological Science, 2(4), 247–253. 10.1007/s40806-016-0060-x DOI
Badaruddoza (2007). A paradox of human mate preferences and natural selection. Journal of Human Ecology, 21(3), 195–197. 10.1080/09709274.2007.11905972 DOI
Benjamini, Y., & Hochberg, Y. (1995). Controlling the false discovery rate: A practical and powerful approach to multiple testing. Journal of the Royal Statistical Society. Series B (Methodological), 57(1), 289–300. https://cran.r-project.org/package=forestplot
Booth, A., Dabbs, J. M., & Dabbs, J. M. Sr (1993). Testosterone and men's marriages. Social Forces, 72(2), 463–477.
Boothroyd, Lynda G., Jones, B. C., Burt, D. M., & Perrett, D. I. (2007). Partner characteristics associated with masculinity, health and maturity in male faces. Personality and Individual Differences, 43(5), 1161–1173. 10.1016/j.paid.2007.03.008 DOI
Boothroyd, Linda G., Jones, B. C., DeBruine, L. M., & Perrett, D. I. (2008). Facial correlates of sociosexuality. Evolution and Human Behavior, 29(3), 211–218. 10.1016/j.evolhumbehav.2007.12.009 DOI
Borelli, C., & Berneburg, M. (2010). ‘Beauty lies in the eye of the beholder’? Aspects of beauty and attractiveness. JDDG – Journal of the German Society of Dermatology, 8(5), 326–330. 10.1111/j.1610-0387.2009.07318.x PubMed DOI
Borras-Guevara, M. L., Batres, C., & Perrett, D. I. (2017a). Aggressor or protector? Experiences and perceptions of violence predict preferences for masculinity. Evolution and Human Behavior, 38(4), 481–489. 10.1016/j.evolhumbehav.2017.03.004 DOI
Borras-Guevara, M. L., Batres, C., & Perrett, D. I. (2017b). Domestic violence shapes Colombian women's partner choices. Behavioral Ecology and Sociobiology, 71(175), 13–14. 10.1007/s00265-017-2405-2 PubMed DOI PMC
Bronstad, P. M., & Russell, R. (2007). Beauty is in the ‘we’ of the beholder: Greater agreement on facial attractiveness among close relations. Perception, 36(11), 1674–1681. 10.1068/p5793 PubMed DOI
Brooks, R., Scott, I. M., Maklakov, A. A., Kasumovic, M. M., Clark, A. P., & Penton-Voak, I. S. (2011). National income inequality predicts women's preferences for masculinized faces better than health does. Proceedings of the Royal Society B: Biological Sciences, 278, 810–812. 10.1038/29772 PubMed DOI PMC
Burke, D., Nolan, C., Hayward, W. G., Russell, R., & Sulikowski, D. (2013). Is there an own-race preference in attractiveness? Evolutionary Psychology, 11(4), 855–872. PubMed
Buss, D. M. (1989). Sex differences in human mate preferences: Evolutionary hypothesis tested in 37 cultures. Behavioral and Brain Sciences, 12, 1–49. 10.1017/S0140525X00023992 DOI
Carre, J. M., & McCormick, C. M. (2008). In your face: Facial metrics predict aggressive behaviour in the laboratory and in varsity and professional hockey players. Proceedings of the Royal Society B: Biological Sciences, 275(1651), 2651–2656. 10.1098/rspb.2008.0873 PubMed DOI PMC
Carrito, M. de L., Santos, I. M. B. dos, Lefevre, C. E., Whitehead, R. D., Silva, C. F. da, & Perrett, D. I. (2016). The role of sexually dimorphic skin colour and shape in attractiveness of male faces. Evolution and Human Behavior, 37(2), 125–133. 10.1016/j.evolhumbehav.2015.09.006 DOI
Carrito, M. L., & Semin, G. R. (2019). When we don't know what we know – Sex and skin color. Cognition, 191(June), 103972. 10.1016/j.cognition.2019.05.009 PubMed DOI
Cindoglu, D., Çemrek, M., Toktas, S., & Zencirci, G. (2011). The family in Turkey: The battleground of the modern and the traditional. In Hennon C. B. & Wilson S. M. (Eds.), Families in a global context (pp. 235–263). New York: Routledge. 10.4324/9780203836941 DOI
Clarkson, T. R., Sidari, M. J., Sains, R., Alexander, M., Harrison, M., Mefodeva, V., … Dixson, B. J. W. (2020). A multivariate analysis of women's mating strategies and sexual selection on men's facial morphology. Royal Society Open Science, 7, 191209. 10.1098/rsos.191209 PubMed DOI PMC
Coetzee, V., Faerber, S. J., Greeff, J. M., Lefevre, C. E., Re, D. E., & Perrett, D. I. (2012). African perceptions of female attractiveness. PLoS ONE, 7(10), 3–8. 10.1371/journal.pone.0048116 PubMed DOI PMC
Coetzee, V., Greeff, J. M., Stephen, I. D., & Perrett, D. I. (2014). Cross-cultural agreement in facial attractiveness preferences: The role of ethnicity and gender. PLoS ONE, 9(7). 10.1371/journal.pone.0099629 PubMed DOI PMC
Cunningham, M. R., Barbee, A. P., & Pike, C. L. (1990). What do women want? Facialmetric assessment of multiple motives in the perception of male facial physical attractiveness. Journal of Personality and Social Psychology, 59(1), 61–72. 10.1037/0022-3514.59.1.61 PubMed DOI
De Barra, M., DeBruine, L. M., Jones, B. C., Mahmud, Z. H., & Curtis, V. A. (2013). Illness in childhood predicts face preferences in adulthood. Evolution and Human Behavior, 34(6), 384–389. 10.1016/j.evolhumbehav.2013.07.001 DOI
DeBruine, L. M., Jones, B. C., Crawford, J. R., Welling, L. L. M., & Little, A. C. (2010). The health of a nation predicts their mate preferences: Cross-cultural variation in women's preferences for masculinized male faces. Proceedings. Biological Sciences/The Royal Society, 277(1692), 2405–2410. 10.1098/rspb.2009.2184 PubMed DOI PMC
DeBruine, L. M., Jones, B. C., Little, A. C., Crawford, J. R., & Welling, L. L. M. (2011). Further evidence for regional variation in women's masculinity preferences. Proceedings of the Royal Society of London B: Biological Sciences, 278(1707), 813–814. 10.1098/rspb.2010.2200 DOI
DeBruine, L. M., Jones, B. C., Smith, F. G., & Little, A. C. (2010). Are attractive men's faces masculine or feminine? The importance of controlling confounds in face stimuli. Journal of Experimental Psychology: Human Perception and Performance, 36(3), 751–758. 10.1037/a0016457 PubMed DOI
Deffenbacher, K. A., Vetter, T., Johanson, J., & O'Toole, A. J. (1998). Facial aging, attractiveness, and distinctiveness. Perception, 27(10), 1233–1243. 10.1068/p271233 PubMed DOI
Dixson, Barnaby J., Dixson, A. F., Bishop, P. J., & Parish, A. (2010). Human physique and sexual attractiveness in men and women: A New Zealand–U.S. comparative study. Archives of Sexual Behavior, 39(3), 798–806. 10.1007/s10508-008-9441-y PubMed DOI
Dixson, Barnaby J., Little, A. C., Dixson, H. G., & Brooks, R. C. (2017). Do prevailing environmental factors influence human preferences for facial morphology? Behavioral Ecology, 28(5), 1217–1227. 10.1093/beheco/arx067 DOI
Durante, K. M., & Li, N. P. (2009). Oestradiol level and opportunistic mating in women. Biology Letters, 5(2), 179–182. 10.1098/rsbl.2008.0709 PubMed DOI PMC
Foo, Y. Z., Nakagawa, S., Rhodes, G., & Simmons, L. W. (2017). The effects of sex hormones on immune function: A meta-analysis. Biological Reviews, 92(1), 551–571. 10.1111/brv.12243 PubMed DOI
Foo, Y. Z., Simmons, L. W., & Rhodes, G. (2017). Predictors of facial attractiveness and health in humans. Scientific Reports, 7(November 2016), 39731. 10.1038/srep39731 PubMed DOI PMC
Friedland, R., Afary, J., Gardinali, P., & Naslund, C. (2016). Love in the Middle East: The contradictions of romance in the Facebook World. Critical Research on Religion, 4(3), 229–258. 10.1177/2050303216676523 DOI
Gangestad, S. W., & Scheyd, G. J. (2005). The evolution of human physical attractiveness. Annual Review of Anthropology, 34, 523–548. https://doi.org/10.1146/
Geniole, S. N., Denson, T. F., Dixson, B. J., Carré, J. M., & McCormick, C. M. (2015). Evidence from meta-analyses of the facial width-to-height ratio as an evolved cue of threat. PLoS ONE, 10(7), 1–18. 10.1371/journal.pone.0132726 PubMed DOI PMC
Germine, L., Russell, R., Bronstad, P. M., Blokland, G. A. M., Smoller, J. W., Kwok, H., … Wilmer, J. B. (2015). Individual aesthetic preferences for faces are shaped mostly by environments, not genes. Current Biology, 25(20), 2684–2689. 10.1016/j.cub.2015.08.048 PubMed DOI PMC
Gordon, M., & Lumley, T. (2020). forestplot: Advanced Forest Plot Using ‘grid’ Graphics. https://rdrr.io/cran/forestplot/
Gu, Z., Eils, R., & Schlesner, M. (2016). Complex heatmaps reveal patterns and correlations in multidimensional genomic data. Bioinformatics, 32(18), 2847–2849. 10.1093/bioinformatics/btw313 PubMed DOI
Gu, Z., Gu, L., Eils, R., Schlesner, M., & Brors, B. (2014). Circlize implements and enhances circular visualization in R. Bioinformatics, 30(19), 2811–2812. 10.1093/bioinformatics/btu393 PubMed DOI
Hart, K. (2007). Love by arrangement: The ambiguity of ‘spousal choice’ in a Turkish village. Journal of the Royal Anthropological Institute, 13(2), 345–362. 10.1111/j.1467-9655.2007.00438.x DOI
Hausman, B. L. (1999). Ovaries to estrogen: Sex hormones and chemical femininity in the 20th century. Journal of Medical Humanities, 20(3), 165–176. 10.1023/A:1022926928578 DOI
Henderson, A. J., Holzleitner, I. J., Talamas, S. N., & Perrett, D. I. (2016). Perception of health from facial cues. Philosophical Transactions of the Royal Society B: Biological Sciences, 371(1693). 10.1098/rstb.2015.0380 PubMed DOI PMC
Holzleitner, I. J., Lee, A. J., Hahn, A. C., Kandrik, M., Bovet, J., Renoult, J. P., … Jones, B. C. (2019). Comparing theory-driven and data-driven attractiveness models using images of real women's faces. Journal of Experimental Psychology. Human Perception and Performance, 45(12), 1589–1595. 10.1037/xhp0000685 PubMed DOI
Honarvar, B., Salehi, F., Barfi, R., Asadi, Z., Honarvar, H., Odoomi, N., … Lankarani, K. B. (2016). Attitudes toward and experience of singles with premarital sex: A population-based study in Shiraz, southern Iran. Archives of Sexual Behavior, 45(2), 395–402. 10.1007/s10508-015-0577-2 PubMed DOI
Hönekopp, J. (2006). Once more: Is beauty in the eye of the beholder? Relative contributions of private and shared taste to judgments of facial attractiveness. Journal of Experimental Psychology: Human Perception and Performance, 32(2), 199–209. 10.1037/0096-1523.32.2.199 PubMed DOI
Hunter, R. S. (1958). Photoelectric color difference meter. Journal of the Optical Society of America, 48(12), 985. 10.1364/JOSA.48.000985 DOI
Johnston, V. S., Hagel, R., Franklin, M., Fink, B., & Grammer, K. (2001). Male facial attractiveness: Evidence for hormone-mediated adaptive design. Evolution and Human Behavior, 22, 251–267. 10.1145/3011286.3011307 DOI
Jones, B. C., Hahn, A. C., & DeBruine, L. M. (2019). Ovulation, sex hormones, and women's mating psychology. Trends in Cognitive Sciences, 23(1), 51–62. 10.1016/j.tics.2018.10.008 PubMed DOI
Jones, D., & Hill, K. (1993). Criteria of facial attractiveness in five populations. Human Nature, 4(3), 271–296. 10.1007/BF02692202 PubMed DOI
Jones, A. L., & Jaeger, B. (2019). Biological bases of beauty revisited: The effect of symmetry, averageness, and sexual dimorphism on female facial attractiveness. Symmetry, 11(2), 279. 10.3390/sym11020279 DOI
Kane, L., & Ashbaugh, A. R. (2017). Simple and parallel mediation: A tutorial exploring anxiety sensitivity, sensation seeking, and gender. The Quantitative Methods for Psychology, 13(3), 148–165. 10.20982/tqmp.13.3.p148 DOI
Kleisner, K., Kočnar, T., Tureček, P., Stella, D., Akoko, R. M., Třebický, V., & Havlíček, J. (2017). African and European perception of African female attractiveness. Evolution and Human Behavior, 38(6), 744–755. 10.1016/j.evolhumbehav.2017.07.002 DOI
Kleisner, K., Pokorný, Š., & Saribay, S. A. (2019). Toward a new approach to cross-cultural distinctiveness and typicality of human faces: The cross-group typicality/distinctiveness metric. Frontiers in Psychology, 10, 1–13. 10.3389/fpsyg.2019.00124 PubMed DOI PMC
Koehler, N., Simmons, L. W., Rhodes, G., & Peters, M. (2004). The relationship between sexual dimorphism in human faces and fluctuating asymmetry. Proceedings of the Royal Society B: Biological Sciences, 271(suppl. 4), S233–S236. 10.1098/rsbl.2003.0146 PubMed DOI PMC
Komori, M., Kawamura, S., & Ishihara, S. (2009). Averageness or symmetry: Which is more important for facial attractiveness? Acta Psychologica, 131(2), 136–142. 10.1016/j.actpsy.2009.03.008 PubMed DOI
Komori, M., Kawamura, S., & Ishihara, S. (2011). Multiple mechanisms in the perception of face gender: Effect of sex-irrelevant features. Journal of Experimental Psychology: Human Perception and Performance, 37(3), 626–633. 10.1037/a0020369 PubMed DOI
Kościński, K. (2007). Facial attractiveness: General patterns of facial preferences. Anthropological Review, 70(1), 45–79. 10.2478/v10044-008-0001-9 DOI
Kościński, K. (2008). Facial attractiveness: Variation, adaptiveness and consequences of facial preferences. Anthropological Review, 71(1), 77–105. 10.2478/v10044-008-0012-6 DOI
Kowner, R., & Ogawa, T. (1995). The role of rater's sex, personality, and appearance in judgments of facial beauty. Perceptual and Motor Skills, 81, 339–349. 10.2466/pms.1995.81.1.339 DOI
Kramer, R. S. S. (2015). Facial width-to-height ratio in a large sample of commonwealth games athletes. Evolutionary Psychology, 13(1), 197–209. 10.1177/147470491501300112 PubMed DOI
Kramer, R. S. S., Mileva, M., & Ritchie, K. L. (2018). Inter-rater agreement in trait judgements from faces. PLoS ONE, 13(8), e0202655. 10.1371/journal.pone.0202655 PubMed DOI PMC
Langlois, J., Kalakanis, L., Rubenstein, A., Larson, A., Hallam, M., & Smoot, M. (2000). Maxims or myths of beauty? A meta-analytical and theoretical review. Psychological Bulletin, 123(3), 390–423. 10.1037//0033-2909.126.3.390 PubMed DOI
Law Smith, M. J., Perrett, D. I., Jones, B. C., Cornwell, R. E., Moore, F. R., Feinberg, D. R., … Hillier, S. G. (2006). Facial appearance is a cue to oestrogen levels in women. Proceedings. Biological Sciences/The Royal Society, 273(1583), 135–140. 10.1098/rspb.2005.3296 PubMed DOI PMC
Lee, A. J., & Zietsch, B. P. (2011). Experimental evidence that women's mate preferences are directly influenced by cues of pathogen prevalence and resource scarcity. Biology Letters, 7(6), 892–895. 10.1098/rsbl.2011.0454 PubMed DOI PMC
Lipson, S. F., & Ellison, P. T. (1996). Comparison of salivary steroid profiles in naturally occurring conception and non-conception cycles. Human Reproduction, 11(10), 2090–2096. 10.1093/oxfordjournals.humrep.a019055 PubMed DOI
Little, A. C., Cohen, D. L., Jones, B. C., & Belsky, J. (2007). Human preferences for facial masculinity change with relationship type and environmental harshness. Behavioral Ecology and Sociobiology, 61(6), 967–973. 10.1007/s00265-006-0325-7 DOI
Little, A. C, DeBruine, L. M., & Jones, B. C. (2013). Environment contingent preferences: Exposure to visual cues of direct male–male competition and wealth increase women's preferences for masculinity in male faces. Evolution and Human Behavior, 34(3), 193–200. 10.1016/j.evolhumbehav.2012.11.008 DOI
Little, A. C., & Hancock, P. J. B. (2002). The role of masculinity and distinctiveness in judgments of human male facial attractiveness. British Journal of Psychology, 93(4), 451–464. 10.1348/000712602761381349 PubMed DOI
Little, A. C., Jones, B. C., & DeBruine, L. M. (2011). Facial attractiveness: Evolutionary based research. Philosophical Transactions of the Royal Society B: Biological Sciences, 366(1571), 1638–1659. 10.1098/rstb.2010.0404 PubMed DOI PMC
Little, A. C., Jones, B. C., Penton-Voak, I. S., Burt, D. M., & Perrett, D. I. (2002). Partnership status and the temporal context of relationships influence human female preferences for sexual dimorphism in male face shape. Proceedings of the Royal Society B: Biological Sciences, 269(1496), 1095–1100. 10.1098/rspb.2002.1984 PubMed DOI PMC
Maestripieri, D., Klimczuk, A. C. E., Traficonte, D. M., & Wilson, M. C. (2014). A greater decline in female facial attractiveness during middle age reflects women's loss of reproductive value. Frontiers in Psychology, 5, 1–6. 10.3389/fpsyg.2014.00179 PubMed DOI PMC
Marcinkowska, U. M., Kozlov, M. V., Cai, H., Contreras-Garduño, J., Dixson, B. J., Oana, G. A., … Rantala, M. J. (2014). Cross-cultural variation in men's preference for sexual dimorphism in women's faces. Biology Letters, 10(4), 4–7. 10.1098/rsbl.2013.0850 PubMed DOI PMC
Marcinkowska, U. M., Rantala, M. J., Lee, A. J., Kozlov, M. V, Aavik, T., Cai, H., … Dixson, B. J. W. (2019). Women's preferences for men's facial masculinity are strongest under favorable ecological conditions. Scientific Reports, 9(3387), 1–10. 10.1038/s41598-019-39350-8 PubMed DOI PMC
Marečková, K., Weinbrand, Z., Chakravarty, M. M., Lawrence, C., Aleong, R., Leonard, G., … Paus, T. (2011). Testosterone-mediated sex differences in the face shape during adolescence: Subjective impressions and objective features. Hormones and Behavior, 60(5), 681–690. 10.1016/j.yhbeh.2011.09.004 PubMed DOI
Mazur, A., & Michalek, J. (1998). Marriage, divorce, and male testosterone. Social Forces, 77(1), 315–330. 10.2307/3006019 DOI
McLellan, B., & McKelvie, S. J. (1993). Effects of age and gender on perceived facial attractiveness. Canadian Journal of Behavioural Science/Revue Canadienne Des Sciences Du Comportement, 25(1), 135–142. 10.1037/h0078790 DOI
Mitteroecker, P., Windhager, S., Møller, G. B., & Schaefer, K. (2015). The morphometrics of ‘masculinity’ in human faces. PLoS ONE, 10(2), e0118374. 10.1371/journal.pone.0118374 PubMed DOI PMC
Mogilski, J. K., & Welling, L. L. M. (2017). The relative importance of sexual dimorphism, fluctuating asymmetry, and color cues to health during evaluation of potential partners’ facial photographs: A conjoint analysis study. Human Nature, 28(1), 53–75. 10.1007/s12110-016-9277-4 PubMed DOI
Mooradian, A. D., Morley, J. E., & Korenman, S. G. (1987). Biological actions of androgens. Endocrine Reviews, 8 (1)(1), 1–28. https://doi.org/10.1210 PubMed
Moore, F. R., Cornwell, R. E., Law Smith, M. J., Al Dujaili, E. A. S., Sharp, M., & Perrett, D. I. (2011). Evidence for the stress-linked immunocompetence handicap hypothesis in human male faces. Proceedings of the Royal Society B: Biological Sciences, 278(1706), 774–780. 10.1098/rspb.2010.1678 PubMed DOI PMC
Muñoz-Reyes, J. A., Iglesias-Julios, M., Pita, M., & Turiegano, E. (2015). Facial features: What women perceive as attractive and what men consider attractive. PLoS ONE, 10(7), 1–17. 10.1371/journal.pone.0132979 PubMed DOI PMC
Nakamura, K., & Watanabe, K. (2019). Data-driven mathematical model of East-Asian facial attractiveness: The relative contributions of shape and reflectance to attractiveness judgements. Royal Society Open Science, 6(5). 10.1098/rsos.182189 PubMed DOI PMC
Nowak, J., Pawłowski, B., Borkowska, B., Augustyniak, D., & Drulis-Kawa, Z. (2018). No evidence for the immunocompetence handicap hypothesis in male humans. Scientific Reports, 8(1), 1–11. 10.1038/s41598-018-25694-0 PubMed DOI PMC
Özener, B. (2012). Facial width-to-height ratio in a Turkish population is not sexually dimorphic and is unrelated to aggressive behavior. Evolution and Human Behavior, 33(3), 169–173. 10.1016/j.evolhumbehav.2011.08.001 DOI
Penna, V., Fricke, A., Iblher, N., Eisenhardt, S. U., & Stark, G. B. (2015). The attractive lip: A photomorphometric analysis. Journal of Plastic, Reconstructive and Aesthetic Surgery, 68(7), 920–929. 10.1016/j.bjps.2015.03.013 PubMed DOI
Penton-Voak, I. S., & Chen, J. Y. (2004). High salivary testosterone is linked to masculine male facial appearance in humans. Evolution and Human Behavior, 25(4), 229–241. 10.1016/j.evolhumbehav.2004.04.003 DOI
Penton-Voak, I. S., Jacobson, A., & Trivers, R. (2004). Populational differences in attractiveness judgements of male and female faces: Comparing British and Jamaican samples. Evolution and Human Behavior, 25(6), 355–370. 10.1016/j.evolhumbehav.2004.06.002 DOI
Perrett, D. I., Lee, K. J., Penton-Voak, I. S., Rowland, D. A., Yoshikawa, S., Burt, D. M., … Akamatsu, S. (1998). Effects of sexual dimorphism on facial attractiveness. Nature, 394(6696), 884–887. 10.1038/29772 PubMed DOI
Perrett, D. I., May, K. A., & Yoshikawa, S. (1994). Facial shape and judgements of female attractiveness. Nature, 368(6468), 239–242. 10.1038/368239a0 PubMed DOI
Peters, M., Rhodes, G., & Simmons, L. W. (2008). Does attractiveness in men provide clues to semen quality? Journal of Evolutionary Biology, 21(2), 572–579. 10.1111/j.1420-9101.2007.01477.x PubMed DOI
Polo, P., Muñoz-Reyes, J. A., Pita, M., Shackelford, T. K., & Fink, B. (2019). Testosterone-dependent facial and body traits predict men's sociosexual attitudes and behaviors. American Journal of Human Biology, 31(3), 1–10. 10.1002/ajhb.23235 PubMed DOI
Probst, F., Bobst, C., & Lobmaier, J. S. (2016). Testosterone-to-estradiol ratio is associated with female facial attractiveness. Quarterly Journal of Experimental Psychology, 69(1), 89–99. 10.1080/17470218.2015.1024696 PubMed DOI
Rantala, M. J., Moore, F. R., Skrinda, I., Krama, T., Kivleniece, I., Kecko, S., & Krams, I. (2012). Evidence for the stress-linked immunocompetence handicap hypothesis in humans. Nature Communications, 3(394), 1–5. 10.1038/ncomms1696 PubMed DOI PMC
R Core Team (2020). R: A language and environment for statistical computing. R Foundation forStatistical Computing, Vienna, Austria. https://www.R-project.org/.
Rennels, J. L., Bronstad, P. M., & Langlois, J. H. (2008). Are attractive men's faces masculine or feminine? The importance of type of facial stimuli. Journal of Experimental Psychology. Human Perception and Performance, 34(4), 884–893. 10.1037/0096-1523.34.4.884 PubMed DOI
Revelle, W. (2018). psych: Procedures for Personality and Psychological Research. Northwestern University. https://cran.r-project.org/package=psychVersion=1.8.12.
Rhodes, G. (2006). The evolutionary psychology of facial beauty. Annual Review of Psychology, 57(1), 199–226. 10.1146/annurev.psych.57.102904.190208 PubMed DOI
Rhodes, G., Chan, J., Zebrowitz, L. A., & Simmons, L. W. (2003). Does sexual dimorphism in human faces signal health? Proceedings. Biological Sciences/The Royal Society, 270(suppl.), S93–S95. 10.1098/rsbl.2003.0023 PubMed DOI PMC
Rhodes, G., Hickford, C., & Jeffery, L. (2000). Sex-typicality and attractiveness: Are supermale and superfemale faces super-attractive? British Journal of Psychology, 91(1), 125–140. 10.1348/000712600161718 PubMed DOI
Rhodes, G., Yoshikawa, S., Clark, A., Kieran, L., McKay, R., & Akamatsu, S. (2001). Attractiveness of facial averageness and symmetry in non-western cultures: In search of biologically based standards of beauty. Perception, 30(5), 611–625. 10.1068/p3123 PubMed DOI
Rohlf, F. J. (2015). The tps series of software. Hystrix, 26(1), 1–4. 10.4404/hystrix-26.1-11264 DOI
Rosseel, Y. (2012). lavaan: An R package for structural equation modeling. R package version 0.5-15. Journal of Statistical Software, 48(2), 1–36. https://econpapers.repec.org/article/jssjstsof/v_3a048_3ai02.htm%0Ahttp://www.jstatsoft.org/v48/i02/
Ryder, H., Maltby, J., Rai, L., Jones, P., & Flowe, H. D. (2016). Women's fear of crime and preference for formidable mates: How specific are the underlying psychological mechanisms? Evolution and Human Behavior, 37(4), 293–302. 10.1016/j.evolhumbehav.2016.01.005 DOI
Saribay, S. A., Biten, A. F., Meral, E. O., Aldan, P., Trebicky, V., & Kleisner, K. (2018). The Bogazici face database: Standardized photographs of Turkish faces with supporting materials. PLoS ONE, 13(2). 10.1371/journal.pone.0192018 PubMed DOI PMC
Scheel, A. M., Tiokhin, L., Isager, P. M., & Lakens, D. (2020). Why hypothesis testers should spend less time testing hypotheses. Perspectives on Psychological Science. 10.1177/1745691620966795 PubMed DOI PMC
Schneider, C. A., Rasband, W. S., & Eliceiri, K. W. (2012). NIH Image to ImageJ: 25 years of image analysis. Nature Methods, 9(7), 671–675. 10.1038/nmeth.2089 PubMed DOI PMC
Schreiber, J. E., Singh, N. K., & Klatsky, S. A. (2005). Beauty lies in the ‘eyebrow’ of the beholder: A public survey of eyebrow aesthetics. Aesthetic Surgery Journal, 25(4), 348–352. 10.1016/j.asj.2005.05.002 PubMed DOI
Scott, I. M., Clark, A. P., Josephson, S. C., Boyette, A. H., Cuthill, I. C., Fried, R. L., … Penton-Voak, I. S. (2014). Human preferences for sexually dimorphic faces may be evolutionarily novel. Proceedings of the National Academy of Sciences, 111(40), 14388–14393. 10.1073/pnas.1409643111 PubMed DOI PMC
Scott, I. M. L., Pound, N., Stephen, I. D., Clark, A. P., & Penton-Voak, I. S. (2010). Does masculinity matter? The contribution of masculine face shape to male attractiveness in humans. PLoS ONE, 5(10), e13585. 10.1371/journal.pone.0013585 PubMed DOI PMC
Shrout, P. E., & Fleiss, J. L. (1979). Intraclass correlations: uses in assessing rater reliability. Psychological Bulletin, 86(2), 420–428. http://www.ncbi.nlm.nih.gov/pubmed/18839484 PubMed
Skrinda, I., Krama, T., Kecko, S., Moore, F. R., Kaasik, A., Meija, L., … Krams, I. (2014). Body height, immunity, facial and vocal attractiveness in young men. Naturwissenschaften, 101(12), 1017–1025. 10.1007/s00114-014-1241-8 PubMed DOI
Smith, F. G., Jones, B. C., Debruine, L. M., & Little, A. C. (2009). Interactions between masculinity–femininity and apparent health in face preferences. Behavioral Ecology, 20(2), 441–445. 10.1093/beheco/arn141 DOI
Sorokowski, P., Kościński, K., & Sorokowska, A. (2013). Is beauty in the eye of the beholder but ugliness culturally universal? Facial preferences of Polish and Yali (papua) people. Evolutionary Psychology, 11(4), 907–925. 10.1177/147470491301100414 DOI
Sorokowski, P., Sorokowska, A., & Kras, D. (2013). Face color and sexual attractiveness: Preferences of Yali people of Papua. Cross-Cultural Research, 47(4), 415–427. 10.1177/1069397113485540 DOI
Stephen, I. D., & McKeeganh, A. M. (2010). Lip colour affects perceived sex typicality and attractiveness of human faces. Perception, 39(8), 1104–1110. 10.1068/p6730 PubMed DOI
Stephen, I. D., & Perrett, D. I. (2016). Color and face perception. In Elliot A. J., Fairchild M. D., & Franklin A. (Eds.), Handbook of Color Psychology (pp. 585–602). Cambridge University Press. 10.1017/cbo9781107337930.029 DOI
Stephen, I. D., Scott, I. M. L., Coetzee, V., Pound, N., Perrett, D. I., & Penton-Voak, I. S. (2012). Cross-cultural effects of color, but not morphological masculinity, on perceived attractiveness of men's faces. Evolution and Human Behavior, 33(4), 260–267. 10.1016/j.evolhumbehav.2011.10.003 DOI
Stirrat, M. R., & Perrett, D. I. (2010). Valid facial cues to cooperation and trust: Male facial width and trustworthiness. Psychological Science, 21(3), 349–354. 10.1177/0956797610362647 PubMed DOI
Strom, M. A., Zebrowitz, L. A., Zhang, S., Bronstad, P. M., & Lee, H. K. (2012). Skin and bones: The contribution of skin tone and facial structure to racial prototypicality ratings. PLoS ONE, 7(7), e41193. 10.1371/journal.pone.0041193 PubMed DOI PMC
Strzałko, J., & Kaszycka, K. A. (1992). Physical attractiveness: Interpersonal and intrapersonal variability of assessments. Biodemography and Social Biology, 39(1–2), 170–176. 10.1080/19485565.1992.9988813 PubMed DOI
Swaddle, J. P., & Reierson, G. W. (2002). Testosterone increases perceived dominance but not attractiveness in human males. Proceedings of the Royal Society B: Biological Sciences, 269(1507), 2285–2289. 10.1098/rspb.2002.2165 PubMed DOI PMC
Thornhill, R., & Gangestad, S. W. (1999). Facial attractiveness. Trends in Congnitive Sciences, 3(12), 452–460. 10.1016/s1364-6613(99)01403-5 PubMed DOI
Thornhill, R., & Gangestad, S. W. (2006). Facial sexual dimorphism, developmental stability, and susceptibility to disease in men and women. Evolution and Human Behavior, 27(2), 131–144. 10.1016/j.evolhumbehav.2005.06.001 DOI
Thornhill, R., & Grammer, K. (1999). The body and face of woman: One ornament that signals quality? Evolution and Human Behavior, 20(2), 105–120. 10.1016/S1090-5138(98)00044-0 DOI
Třebický, V., Fialová, J., Kleisner, K., Roberts, S. C., Little, A. C., & Havlíček, J. (2015). Further evidence for links between facial width-to-height ratio and fighting success: Commentary on Zilioli et al. (2014). Aggressive Behavior, 41(4), 331–334. 10.1002/ab.21559 PubMed DOI
Třebický, V., Fialová, J., Stella, D., Štěrbová, Z., Kleisner, K., & Havlíček, J. (2018). 360 degrees of facial perception: Congruence in perception of frontal portrait, profile, and rotation photographs. Frontiers in Psychology, 9(2405), 1–11. 10.3389/fpsyg.2018.02405 PubMed DOI PMC
Třebický, V., Stirrat, M., & Havlíček, J. (2019). Fighting assessment. Encyclopedia of Evolutionary Psychological Science, 1–11. 10.1007/978-3-319-16999-6_2738-1 DOI
van Bokhoven, I., van Goozen, S. H. M., van Engeland, H., Schaal, B., Arseneault, L., Séguin, J. R., … Tremblay, R. E. (2006). Salivary testosterone and aggression, delinquency, and social dominance in a population-based longitudinal study of adolescent males. Hormones and Behavior, 50(1), 118–125. 10.1016/j.yhbeh.2006.02.002 PubMed DOI
van den Berghe, P. L., & Frost, P. (1986). Skin color preference, sexual dimorphism and sexual selection: A case of gene culture co-evolution? Ethnic and Racial Studies, 9(1), 87–113. 10.1080/01419870.1986.9993516 DOI
Vitzthum, V. J. (2009). The ecology and evolutionary endocrinology of reproduction in the human female. American Journal of Physical Anthropology, 140(S49), 95–136. 10.1002/ajpa.v140.49s PubMed DOI
Vitzthum, V. J., Bentley, G. R., Spielvogel, H., Caceres, E., Thornburg, J., Jones, L., … Chatterton, R. T. (2002). Salivary progesterone levels and rate of ovulation are significantly lower in poorer than in better-off urban-dwelling Bolivian women. Human Reproduction, 17(7), 1906–1913. 10.1093/humrep/17.7.1906 PubMed DOI
Wagatsuma, H. (1967). The social perception of skin color in Japan. Daedalus, 96(2), 407–443. https://www.jstor.org/stable/20027045
Whitehouse, A. J. O., Gilani, S. Z., Shafait, F., Mian, A., Tan, D. W., Maybery, M. T., … Eastwood, P. (2015). Prenatal testosterone exposure is related to sexually dimorphic facial morphology in adulthood. Proceedings of the Royal Society B: Biological Sciences, 282(1816). 10.1098/rspb.2015.1351 PubMed DOI PMC
Worthman, C. M. (1995). Hormones sex gender. Annual Review of Anthropology, 24, 593–617.
Zebrowitz, L. A., Wang, R., Bronstad, P. M., Eisenberg, D. T. A., Undurraga, E. A., Reyes-García, V., & Godoy, R. A. (2012). First impressions from faces among U.S. and culturally isolated Tsimane’ people in the Bolivian rainforest. Journal of Cross-Cultural Psychology, 43(1), 119–134. 10.1177/0022022111411386 DOI