Effects of diversity in olfactory environment on children's sense of smell

. 2018 Feb 13 ; 8 (1) : 2937. [epub] 20180213

Jazyk angličtina Země Velká Británie, Anglie Médium electronic

Typ dokumentu časopisecké články, práce podpořená grantem

Perzistentní odkaz   https://www.medvik.cz/link/pmid29440654
Odkazy

PubMed 29440654
PubMed Central PMC5811485
DOI 10.1038/s41598-018-20236-0
PII: 10.1038/s41598-018-20236-0
Knihovny.cz E-zdroje

Diversity in children's everyday olfactory environment may affect the development of their olfactory abilities and odor awareness. To test this, we collected data on olfactory abilities using the Sniffin' Sticks and odor awareness with Children's Olfactory Behaviors in Everyday Life Questionnaire in 153 preschool children and retested them one and a half year later. Parents completed an inventory on children's exposure to a variety of odors and on their own odor awareness using the Odor Awareness Scale. We controlled for the effects of age and verbal fluency on the children's performance. We found that the children's odor identification and discrimination scores differed as a function of parental odor awareness. Although these effects were rather small, they were commensurate in size with those of gender and age. To the best of our knowledge, this study is the first to present evidence that diversity in children's olfactory environment affects variation in their olfactory abilities and odor awareness. We suggest that future studies consider the long-term impact of perceptual learning out of the laboratory and its consequences for olfactory development.

Zobrazit více v PubMed

Hummel T, Kobal G, Gudziol H, Mackay-Sim A. Normative data for the “Sniffin’ Sticks” including tests of odor identification, odor discrimination, and olfactory thresholds: an upgrade based on a group of more than 3,000 subjects. Eur. Arch. Otorhinolaryngol. 2007;264:237–243. doi: 10.1007/s00405-006-0173-0. PubMed DOI

Dematte ML, et al. Individual variability in the awareness of odors: Demographic parameters and odor identification ability. Chemosens. Percept. 2011;4:175–185. doi: 10.1007/s12078-011-9103-7. DOI

Hawkes, C. H. & Doty, R. L. In The Neurology of Olfaction 1–58 (Cambridge University Press, 2009).

Doty RL, Kamath V. The influences of age on olfaction: a review. Front. Psychol. 2014;5:20. doi: 10.3389/fpsyg.2014.00020. PubMed DOI PMC

Monnery-Patris S, Rouby C, Nicklaus S, Issanchou S. Development of olfactory ability in children: sensitivity and identification. Dev. Psychobiol. 2009;51:268–276. doi: 10.1002/dev.20363. PubMed DOI

Stevenson RJ, Mahmut M, Sundqvist N. Age-related changes in odor discrimination. Dev. Psychol. 2007;43:253–260. doi: 10.1037/0012-1649.43.1.253. PubMed DOI

Larjola K, von Wright J. Memory of odors: Developmental data. Percept. Mot. Skills. 1976;42:1138–1138. doi: 10.2466/pms.1976.42.3c.1138. DOI

Hvastja L, Zanuttini L. Odor memory and odor hedonics in children. Perception. 1989;18:391–396. doi: 10.1068/p180391. PubMed DOI

Frank RA, Brearton M, Rybalsky K, Cessna T, Howe S. Consistent flavor naming predicts recognition memory in children and young adults. Food Qual. Prefer. 2011;22:173–178. doi: 10.1016/j.foodqual.2010.09.009. DOI

Mennella JA, Beauchamp GK. Developmental changes in nasal airflow patterns. Acta Otolaryngol. (Stockh.) 1992;112:1025–1031. doi: 10.3109/00016489209137505. PubMed DOI

Cohen-Kettenis, P. T. & Pfäfflin, F. Transgenderism and intersexuality in childhood and adolescence: Making choices. (Sage, 2003).

Eckert, L. Intersexualization: The clinic and the colony. 248 (Routledge, 2017).

Brand G, Millot JL. Sex differences in human olfaction: Between evidence and enigma. Q. J. Exp. Psychol. B. 2001;54:259–270. doi: 10.1080/02724990143000045. PubMed DOI

Knaapila A, et al. Genetic component of identification, intensity and pleasantness of odours: a Finnish family study. Eur. J. Hum. Genet. 2007;15:596–602. doi: 10.1038/sj.ejhg.5201804. PubMed DOI

Damm M, et al. Intranasal volume and olfactory function. Chem. Senses. 2002;27:831–839. doi: 10.1093/chemse/27.9.831. PubMed DOI

Seubert J, Freiherr J, Frasnelli J, Hummel T, Lundström JN. Orbitofrontal cortex and olfactory bulb volume predict distinct aspects of olfactory performance in healthy subjects. Cereb. Cortex. 2013;23:2448–2456. doi: 10.1093/cercor/bhs230. PubMed DOI

Zhao, K. & Frye, R. E. In Handbook of Olfaction and Gustation (ed. R. L. Doty) Ch. 16, 355–374 (John Wiley & Sons, 2015).

Doty RL, Cameron EL. Sex differences and reproductive hormone influences on human odor perception. Physiol. Behav. 2009;97:213–228. doi: 10.1016/j.physbeh.2009.02.032. PubMed DOI PMC

Hedner M, Larsson M, Arnold N, Zucco GM, Hummel T. Cognitive factors in odor detection, odor discrimination, and odor identification tasks. J. Clin. Exp. Neuropsychol. 2010;32:1062–1067. doi: 10.1080/13803391003683070. PubMed DOI

Gottfried JA, Dolan RJ. The nose smells what the eye sees: Crossmodal visual facilitation of human olfactory perception. Neuron. 2003;39:375–386. doi: 10.1016/S0896-6273(03)00392-1. PubMed DOI

Ayabe Kanamura S, et al. Differences in perception of everyday odors: a Japanese- German cross-cultural study. Chem. Senses. 1998;23:31–38. doi: 10.1093/chemse/23.1.31. PubMed DOI

Engen, T. In Perfumery: The Psychology and Biology of Fragrance (ed S. Van Toller, Dodd, G. H.) 79–90 (Chapman & Hall, 1988).

Cain WS, Johnson F. Lability of odor pleasantness: influence of mere exposure. Perception. 1978;7:459–465. doi: 10.1068/p070459. PubMed DOI

Ferdenzi C, Mustonen S, Tuorila H, Schaal B. Children’s awareness and uses of odor cues in everyday life: A Finland-France comparison. Chemosens. Percept. 2008;1:190–198. doi: 10.1007/s12078-008-9020-6. DOI

Ferdenzi C, et al. Variability of affective responses to odors: Culture, gender, and olfactory knowledge. Chem. Senses. 2013;38:175–186. doi: 10.1093/chemse/bjs083. PubMed DOI

Sorokowska A, Sorokowski P, Hummel T, Huanca T. Olfaction and environment: Tsimane’ of bolivian rainforest have lower threshold of odor detection than industrialized German people. PLoS ONE. 2013;8:e69203. doi: 10.1371/journal.pone.0069203. PubMed DOI PMC

Seo HS, et al. Attitudes toward olfaction: A cross-regional study. Chem. Senses. 2011;36:177–187. doi: 10.1093/chemse/bjq112. PubMed DOI

Saxton TK, et al. Sex differences in olfactory behavior in Namibian and Czech children. Chemosens. Percept. 2014;7:117–125. doi: 10.1007/s12078-014-9172-5. DOI

Fahle, M. & Poggio, T. Perceptual Learning. (MIT Press, 2002).

Gilbert CD, Sigman M, Crist RE. The neural basis of perceptual learning. Neuron. 2001;31:681–697. doi: 10.1016/S0896-6273(01)00424-X. PubMed DOI

Goldstone RL. Perceptual learning. Annu. Rev. Psychol. 1998;49:585–612. doi: 10.1146/annurev.psych.49.1.585. PubMed DOI

Gawel R. The use of language by trained and untrained experienced wine tasters. J. Sens. Stud. 1997;12:267–284. doi: 10.1111/j.1745-459X.1997.tb00067.x. DOI

Royet J-P, Plailly J, Saive A-L, Veyrac A, Delon-Martin C. The impact of expertise in olfaction. Front. Psychol. 2013;4:928. doi: 10.3389/fpsyg.2013.00928. PubMed DOI PMC

Bende M, Nordin S. Perceptual learning in olfaction: Professional wine tasters versus controls. Physiol. Behav. 1997;62:1065–1070. doi: 10.1016/S0031-9384(97)00251-5. PubMed DOI

Parr WV, Heatherbell D, White KG. Demystifying wine expertise: Olfactory threshold, perceptual skill and semantic memory in expert and novice wine judges. Chem. Senses. 2002;27:747–755. doi: 10.1093/chemse/27.8.747. PubMed DOI

Brand G, Brisson R. Lateralization in wine olfactory threshold detection: Comparison between experts and novices. Laterality. 2012;17:583–596. doi: 10.1080/1357650X.2011.595955. PubMed DOI

Rabin MD, Cain WS. Determinants of measured olfactory sensitivity. Percept. Psychophys. 1986;39:281–286. doi: 10.3758/BF03204936. PubMed DOI

Dalton P, Doolittle N, Breslin PAS. Gender-specific induction of enhanced sensitivity to odors. Nat. Neurosci. 2002;5:199–200. doi: 10.1038/nn803. PubMed DOI

Wysocki CJ, Dorries KM, Beauchamp GK. Ability to perceive androstenone can be acquired by ostensibly anosmic people. Proc. Natl. Acad. Sci. USA. 1989;86:7976–7978. doi: 10.1073/pnas.86.20.7976. PubMed DOI PMC

Mainland JD, et al. Olfactory plasticity - One nostril knows what the other learns. Nature. 2002;419:802–802. doi: 10.1038/419802a. PubMed DOI

Arshamian A, Willander J, Larsson M. Olfactory awareness is positively associated to odour memory. J. Cogn. Psychol. 2011;23:220–226. doi: 10.1080/20445911.2011.483226. DOI

Vanhaudenhuyse A, et al. Two distinct neuronal networks mediate the awareness of environment and of self. J. Cogn. Neurosci. 2011;23:570–578. doi: 10.1162/jocn.2010.21488. PubMed DOI

Gilbert AN, Crouch M, Kemp SE. Olfactory and visual mental imagery. J. Ment. Imagery. 1998;22:137–146.

Nováková L, Valentova JV, Havlíček J. Engagement in olfaction-related activities is associated with the ability of odor identification and odor awareness. Chemosens. Percept. 2014;7:56–67. doi: 10.1007/s12078-014-9167-2. DOI

Martinec Nováková L, Vojtušová Mrzílková R. Children’s exposure to odors in everyday contexts predicts their odor awareness. Chemosens. Percept. 2016;9:56–68. doi: 10.1007/s12078-016-9205-3. DOI

Calderon-Garciduenas L, et al. Urban air pollution: Influences on olfactory function and pathology in exposed children and young adults. Exp. Toxicol. Pathol. 2010;62:91–102. doi: 10.1016/j.etp.2009.02.117. PubMed DOI PMC

Philpott C, Goodenough P, Passant C, Robertson A, Murty G. The effect of temperature, humidity and peak inspiratory nasal flow on olfactory thresholds. Clin. Otolaryngol. 2004;29:24–31. doi: 10.1111/j.1365-2273.2004.00760.x. PubMed DOI

Katotomichelakis M, et al. The effect of smoking on the olfactory function. Rhinology. 2007;45:273–280. PubMed

Rupp CI, et al. Reduced olfactory sensitivity, discrimination, and identification in patients with alcohol dependence. Alcohol. Clin. Exp. Res. 2003;27:432–439. doi: 10.1097/01.ALC.0000057945.57330.2C. PubMed DOI

Islam, M. A. et al. Olfaction in eating disorders and abnormal eating behavior: a systematic review. Front. Psychol. 6, 10.3389/fpsyg.2015.01431 (2015). PubMed PMC

Gobba F. Olfactory toxicity: long-term effects of occupational exposures. Int. Arch. Occup. Environ. Health. 2006;79:322–331. doi: 10.1007/s00420-005-0043-x. PubMed DOI

Kuhn P, Astruc D, Messer J, Marlier L. Exploring the olfactory environment of premature newborns: a French survey of health care and cleaning products used in neonatal units. Acta Paediatr. 2011;100:334–339. doi: 10.1111/j.1651-2227.2010.02076.x. PubMed DOI

Bridges B. Fragrance: emerging health and environmental concerns. Flavour and Frag. J. 2002;17:361–371. doi: 10.1002/ffj.1106. DOI

Ponthiere G. Mortality, family and lifestyles. J. Fam. Econ. Issues. 2011;32:175–190. doi: 10.1007/s10834-010-9229-9. DOI

Bohacek J, Mansuy IM. Molecular insights into transgenerational non-genetic inheritance of acquired behaviours. Nat. Rev. Genet. 2015;16:641–652. doi: 10.1038/nrg3964. PubMed DOI

Lane M, Robker RL, Robertson SA. Parenting from before conception. Science. 2014;345:756–760. doi: 10.1126/science.1254400. PubMed DOI

Horstman, K. & Smand, C. In Genetics from the laboratory to society: societal learning as an alternative to regulation (eds de Vries, G. & Horstman, K.) 90–117 (Palgrave Macmillan, 2008).

Mennella, J. A. & Ventura, A. K. In Early nutrition: Impact on short- and long-term health Vol. 68 (eds van Goudoever, H., Guandalini, S. & Kleinman, R. E.) 153–168 (Karger, 2011). PubMed

Rozin P, Singh L. The moralization of cigarette smoking in the United States. J. Consum. Psychol. 1999;8:321–337. doi: 10.1207/s15327663jcp0803_07. DOI

Soo MLM, Stevenson RJ. The moralisation of body odor. Mankind Quart. 2007;47:25–56.

Cameron EL, Doty RL. Odor identification testing in children and young adults using the smell wheel. Int. J. Pediatr. Otorhinolaryngol. 2013;77:346–350. doi: 10.1016/j.ijporl.2012.11.022. PubMed DOI

Ferdenzi C, Coureaud G, Camos V, Schaal B. Human awareness and uses of odor cues in everyday life: Results from a questionnaire study in children. International Journal of Behavioral Development. 2008;32:422–431. doi: 10.1177/0165025408093661. DOI

Cohen, J. Statistical Power Analysis for the Behavioral Sciences. 2 edn, (Lawrence Erlbaum Associates, Inc., 1988).

Murphy, K. R., Myors, B. & Wolach, A. Statistical Power Analysis: A Simple and General Model for Traditional and Modern Hypothesis Tests. 4 edn, (Routledge, 2014).

Ferguson CJ. An effect size primer: A Guide for clinicians and researchers. Prof. Psychol. Res. Pr. 2009;40:532–538. doi: 10.1037/a0015808. DOI

Cumming G. The New Statistics: Why and How. Psychol. Sci. 2014;25:7–29. doi: 10.1177/0956797613504966. PubMed DOI

Smeets MAM, Schifferstein HNJ, Boelema SR, Lensvelt-Mulders G. The Odor Awareness Scale: A new scale for measuring positive and negative odor awareness. Chem. Senses. 2008;33:725–734. doi: 10.1093/chemse/bjn038. PubMed DOI

Greenleaf EA. Measuring extreme response style. Public Opin. Q. 1992;56:328–351. doi: 10.1086/269326. DOI

Merrens M. Generality and stability of extreme response style. Psychol. Rep. 1970;27:802–802. doi: 10.2466/pr0.1970.27.3.802. DOI

Cliff K, Millei Z. Biopower and the “civilisation” of children’s bodies in a preschool bathroom: An Australian case study. Int. Soc. Sci. J. 2011;62:351–362. doi: 10.1111/issj.12005. DOI

Simes MR, Berg DH. Surreptitious learning: Menarche and menstrual product advertisements. Health Care Women Int. 2001;22:455–469. doi: 10.1080/073993301317094281. PubMed DOI

Addessi E, Galloway AT, Visalberghi E, Birch LL. Specific social influences on the acceptance of novel foods in 2-5-year-old children. Appetite. 2005;45:264–271. doi: 10.1016/j.appet.2005.07.007. PubMed DOI

Rabin MD. Experience facilitates olfactory quality discrimination. Percept. Psychophys. 1988;44:532–540. doi: 10.3758/BF03207487. PubMed DOI

Jehl C, Royet JP, Holley A. Odor discrimination and recognition memory as a function of familiarization. Percept. Psychophys. 1995;57:1002–1011. doi: 10.3758/BF03205459. PubMed DOI

Cain WS. Odor identification by males and females: predictions versus performance. Chem. Senses. 1982;7:129–142. doi: 10.1093/chemse/7.2.129. DOI

Zucco GM, Carassai A, Baroni MR, Stevenson RJ. Labeling, identification, and recognition of wine-relevant odorants in expert sommeliers, intermediates, and untrained wine drinkers. Perception. 2011;40:598–607. doi: 10.1068/p6972. PubMed DOI

Buschhüter D, et al. Correlation between olfactory bulb volume and olfactory function. Neuroimage. 2008;42:498–502. doi: 10.1016/j.neuroimage.2008.05.004. PubMed DOI

Hummel T, et al. Correlation between olfactory bulb volume and olfactory function in children and adolescents. Exp. Brain Res. 2011;214:285–291. doi: 10.1007/s00221-011-2832-7. PubMed DOI

Frasnelli J, et al. Neuroanatomical correlates of olfactory performance. Exp. Brain Res. 2010;201:1–11. doi: 10.1007/s00221-009-1999-7. PubMed DOI

Li W, Howard JD, Parrish TB, Gottfried JA. Aversive learning enhances perceptual and cortical discrimination of indiscriminable odor cues. Science. 2008;319:1842–1845. doi: 10.1126/science.1152837. PubMed DOI PMC

Li W, Luxenberg E, Parrish T, Gottfried JA. Learning to smell the roses: Experience-dependent neural plasticity in human piriform and orbitofrontal cortices. Neuron. 2006;52:1097–1108. doi: 10.1016/j.neuron.2006.10.026. PubMed DOI PMC

Castriota-Scanderbeg A, et al. The appreciation of wine by sommeliers: a functional magnetic resonance study of sensory integration. Neuroimage. 2005;25:570–578. doi: 10.1016/j.neuroimage.2004.11.045. PubMed DOI

Plailly J, Delon-Martin C, Royet JP. Experience induces functional reorganization in brain regions involved in odor imagery in perfumers. Hum. Brain Mapp. 2012;33:224–234. doi: 10.1002/hbm.21207. PubMed DOI PMC

Delon-Martin C, Plailly J, Fonlupt P, Veyrac A, Royet JP. Perfumers’ expertise induces structural reorganization in olfactory brain regions. Neuroimage. 2013;68:55–62. doi: 10.1016/j.neuroimage.2012.11.044. PubMed DOI

Rochefort C, Gheusi G, Vincent JD, Lledo PM. Enriched odor exposure increases the number of newborn neurons in the adult olfactory bulb and improves odor memory. J. Neurosci. 2002;22:2679–2689. PubMed PMC

Mandairon N, Stack C, Kiselycznyk C, Linster C. Enrichment to odors improves olfactory discrimination in adult rats. Behav. Neurosci. 2006;120:173–179. doi: 10.1037/0735-7044.120.1.173. PubMed DOI

Hummel T, Roudnitzky N, Kempter W. Intranasal trigeminal function in children. Dev. Med. Child Neurol. 2007;49:849–853. doi: 10.1111/j.1469-8749.2007.00849.x. PubMed DOI

Gottfried, A. E. In Handbook ofmotivation at school (eds Wentzel, K. R. & Wigfield, A.) Ch. 21, 463–475 (Routledge, 2009).

MacPhee, M. Deodorized Culture: Anthropology of Smell in America. Arizona Anthropologist8, 89–102 (1992).

Renner B, et al. The Candy Smell Test: A new test for retronasal olfactory performance. Laryngoscope. 2009;119:487–495. doi: 10.1002/lary.20123. PubMed DOI

Richman RA, Post EM, Sheehe PR, Wright HN. Olfactory performance during childhood. I. Development of an odorant identification test for children. J. Pediatr. 1992;121:908–911. doi: 10.1016/S0022-3476(05)80337-3. PubMed DOI

Stevenson RJ, Sundqvist N, Mahmut M. Age-related changes in discrimination of unfamiliar odors. Percept. Psychophys. 2007;69:185–192. doi: 10.3758/BF03193741. PubMed DOI

van Spronsen E, Ebbens FA, Fokkens WJ. Olfactory function in healthy children: Normative data for odor identification. Am. J. Rhinol. Allergy. 2013;27:197–201. doi: 10.2500/ajra.2013.27.3865. PubMed DOI

Martinec Nováková L, Vojtušová Mrzílková R. Temperamental influences on children’s olfactory performance: The role of self-regulation. Chemosens. Percept. 2016;9:153–173. doi: 10.1007/s12078-016-9216-0. DOI

Sorokowska A, et al. Changes of olfactory abilities in relation to age: odor identification in more than 1400 people aged 4 to 80 years. Eur. Arch. Otorhinolaryngol. 2015;272:1937–1944. doi: 10.1007/s00405-014-3263-4. PubMed DOI PMC

Richman RA, Sheehe PR, Wallace K, Hyde JM, Coplan J. Olfactory performance during childhood. II. Developing a discrimination task for children. J. Pediatr. 1995;127:421–426. doi: 10.1016/S0022-3476(95)70074-9. PubMed DOI

Schriever VA, et al. The “Sniffin’ Kids” Test - A 14-item odor identification test for children. PLoS ONE. 2014;9:e101086. doi: 10.1371/journal.pone.0101086. PubMed DOI PMC

Dzaman K, Zielnik-Jurkiewicz B, Jurkiewicz D, Molinska-Glura M. Test for screening olfactory function in children. Int. J. Pediatr. Otorhinolaryngol. 2013;77:418–423. doi: 10.1016/j.ijporl.2012.12.001. PubMed DOI

Karkazis, K. Fixing sex: Intersex, medical authority, and lived experience. 380 (Duke University Press, 2008).

Zderic, S. A., Canning, D. A., Carr, M. C. & Snyder III, H. M. Pediatric gender assignment: A critical reappraisal. (Springer Science+Business Media, 2002).

Fausto-Sterling, A. Sex/gender: Biology in a social world. (Routledge, 2012).

Nováková L, Valentova JV, Havlíček J. Olfactory performance is predicted by individual sex-atypicality, but not sexual orientation. PLoS ONE. 2013;8:e80234. doi: 10.1371/journal.pone.0080234. PubMed DOI PMC

Richman RA, Wallace K, Sheehe PR. Assessment of an abbreviated odorant identification task for children: a rapid screening device for schools and clinics. Acta Paediatr. 1995;84:434–437. doi: 10.1111/j.1651-2227.1995.tb13666.x. PubMed DOI

Öberg C, Larsson M, Backman L. Differential sex effects in olfactory functioning: The role of verbal processing. J. Int. Neuropsychol. Soc. 2002;8:691–698. doi: 10.1017/S1355617702801424. PubMed DOI

Ahadi, S. A. & Rothbart, M. K. In Thedevelopingstructure of temperament and personality from infancy to adulthood (eds Halverson Jr, C. F., Kohnstamm, G. A. & Martin, R. P.) 189–208 (Psychology Press, 2014).

Martinec Nováková, L., Vojtušová Mrzílková, R. & Kernerová, A. Gender differences in influences of temperament on olfactory reactivity and awareness. Sci. Rep.7, 8920, 10.1038/s41598-017-09231-z (2017). PubMed PMC

Hummel T, Sekinger B, Wolf SR, Pauli E, Kobal G. ‘Sniffin’ Sticks’: Olfactory performance assessed by the combined testing of odor identification, odor discrimination and olfactory threshold. Chem. Senses. 1997;22:39–52. doi: 10.1093/chemse/22.1.39. PubMed DOI

Martinec Nováková, L., Plotěná, D., Roberts, S. C. & Havlíček, J. Positive relationship between odor identification and affective responses of negatively valenced odors. Front. Psychol. 6, 10.3389/fpsyg.2015.00607 (2015). PubMed PMC

Preiss M. Verbální fluence, metoda vyšetření poškození mozku u dětí a dospělých. Cesk. Psychol. 1997;41:244–249.

Ferdenzi, C. Variations interindividuelles des comportements olfactifs chez les enfants de 6–12 ans, Université de Bourgogne, (2007).

Stevens, J. P. Applied Multivariate Statistics for the Social Sciences. (Routledge, 2009).

IBM Corp., IBM Knowledge Center (2017).

IBM SPSS Statistics for Windows v. 24 (IBM Corp., Armonk, NY, 2016).

R Development Core Team. A language and environment for statistical computing, (2008).

Field, A. Discovering Statistics Using SPSS. (SAGE Publications, 2005).

Cumming, G. Understanding The New Statistics: Effect Sizes, Confidence Intervals, and Meta-Analysis. (Routledge, 2012).

missForest: Nonparametric Missing Value Imputation using Random Forest v. 1.4 (R Foundation for Statistical Computing, Vienna, Austria, 2013).

Starkweather, J. A new recommended way of dealing with multiple missing values: Using missForest for all your imputation needs. Benchmarks RSS MattersJuly 2014 (2014).

Waljee, A. K. et al. Comparison of imputation methods for missing laboratory data in medicine. BMJ Open3, 10.1136/bmjopen-2013-002847 (2013). PubMed PMC

Package ‘missForest’: Nonparametric Missing Value Imputation using Random Forest (Swiss Federal Institute of Technology, Zürich, Switzerland, 2013).

Rosnow RL, Rosenthal R. Computing contrasts, effect sizes, and counternulls on other people’s published data: General procedures for research consumers. Psychol. Methods. 1996;1:331–340. doi: 10.1037/1082-989X.1.4.331. DOI

IBM Support. Effect Size: Relationship between partial Eta-squared, Cohen’s f, and Cohen’s d, http://www-01.ibm.com/support/docview.wss?uid=swg21476421 (2016).

Nejnovějších 20 citací...

Zobrazit více v
Medvik | PubMed

Olfaction-Related Factors Affecting Chemosensory Dream Content in a Sleep Laboratory

. 2021 Sep 16 ; 11 (9) : . [epub] 20210916

Najít záznam

Citační ukazatele

Nahrávání dat ...

Možnosti archivace

Nahrávání dat ...