Robust gender differences exist in the acoustic correlates of clearly articulated speech, with females, on average, producing speech that is acoustically and phonetically more distinct than that of males. This study investigates the relationship between several acoustic correlates of clear speech and subjective ratings of vocal attractiveness. Talkers were recorded producing vowels in /bVd/ context and sentences containing the four corner vowels. Multiple measures of working vowel space were computed from continuously sampled formant trajectories and were combined with measures of speech timing known to co-vary with clear articulation. Partial least squares regression (PLS-R) modeling was used to predict ratings of vocal attractiveness for male and female talkers based on the acoustic measures. PLS components that loaded on size and shape measures of working vowel space—including the quadrilateral vowel space area, convex hull area, and bivariate spread of formants—along with measures of speech timing were highly successful at predicting attractiveness in female talkers producing /bVd/ words. These findings are consistent with a number of hypotheses regarding human attractiveness judgments, including the role of sexual dimorphism in mate selection, the significance of traits signalling underlying health, and perceptual fluency accounts of preferences.

1.
Abitbol
,
J.
,
Abitbol
,
P.
, and
Abitbol
,
B.
(
1999
). “
Sex hormones and the female voice
,”
J. Voice
13
(
3
),
424
446
.
2.
Albin
,
A.
(
2016
). “
PraatR: An architecture for controlling the phonetics software ‘Praat
,’ ” http://www.aaronalbin.com/praatr/ (Last viewed 7/28/2021).
3.
Amir
,
N.
, and
Amir
,
O.
(
2007
). “
Novel measures for vowel reduction
,” in
Proceedings of the 16th International Congress of Phonetic Sciences
, August 6–10, Saarbrücken, Germany, pp.
849
852
.
4.
Amir
,
O.
, and
Biron-Shental
,
T.
(
2004
). “
The impact of hormonal fluctuations on female vocal folds
,”
Curr. Opin. Otolaryngol. Head Neck Surg.
12
(
3
),
180
184
.
5.
Babel
,
M.
,
McGuire
,
G.
, and
King
,
J.
(
2014
). “
Towards a more nuanced view of vocal attractiveness
,”
PLoS One
9
(
2
),
e88616
.
6.
Bates
,
D.
,
Maechler
,
M.
,
Bolker
,
B.
, and
Walker
,
S.
(
2019
). “
lme4: Linear mixed-effects models using ‘Eigen’ and S4
,” https://cran.r-project.org/package=lme4 (Last viewed 7/28/2021).
7.
Bezooijen
,
R. V.
(
1995
). “
Sociocultural aspects of pitch differences between Japanese and Dutch women
,”
Lang. Speech
38
(
3
),
253
265
.
8.
Bradlow
,
A. R.
, and
Bent
,
T.
(
2002
). “
The clear speech effect for non-native listeners
,”
J. Acoust. Soc. Am.
112
(
1
),
272
284
.
9.
Bradlow
,
A. R.
,
Kraus
,
N.
, and
Hayes
,
E.
(
2003
). “
Speaking clearly for children with learning disabilities: Sentence perception in noise
,”
J. Speech Lang. Hear. Res.
46
(
1
),
80
97
.
10.
Bradlow
,
A. R.
,
Torretta
,
G. M.
, and
Pisoni
,
D. B.
(
1996
). “
Intelligibility of normal speech I: Global and fine grained acoustic-phonetic talker characteristics
,”
Speech Commun.
20
(
3
),
255
272
.
11.
Brainard
,
D.
(
1997
). “
The psychophysics toolbox
,”
Spat. Vis.
10
,
433
436
.
12.
Bruckert
,
L.
,
Lienard
,
J.-S.
,
Lacroix
,
A.
,
Kreutzer
,
M.
, and
Leboucher
,
G.
(
2006
). “
Women use voice parameters to assess men's characteristics
,”
Proc. R. Soc. B Biol. Sci.
273
(
1582
),
83
89
.
13.
Bunton
,
K.
, and
Leddy
,
M.
(
2011
). “
An evaluation of articulatory working space area in vowel production of adults with Down syndrome
,”
Clin. Linguist. Phon.
25
(
4
),
321
334
.
14.
Burnham
,
D.
,
Kitamura
,
C.
, and
Vollmer-Conna
,
U.
(
2002
). “
What's new, pussycat? On talking to babies and animals
,”
Science
296
,
1435
1435
.
15.
Burton
,
M.
(
2003
). “
Too many questions? The uses of incomplete cyclic designs for paired comparisons
,”
Field Methods
15
(
2
),
115
130
.
16.
Chang
,
W.
,
Cheng
,
J.
,
Allaire
,
J. J.
,
Xie
,
Y.
, and
McPherson
,
J.
(
2018
). “
shiny: Web application framework for R
,” https://cran.r-project.org/package=shiny (Last viewed 7/28/2021).
17.
Clark
,
A. P.
,
Howard
,
K. L.
,
Woods
,
A. T.
,
Penton-Voak
,
I. S.
, and
Neumann
,
C.
(
2018
). “
Why rate when you could compare? Using the ‘EloChoice’ package to assess pairwise comparisons of perceived physical strength
,”
PLoS One
13
(
1
),
e0190393
.
18.
Collins
,
S. A.
(
2000
). “
Men's voices and women's choices
,”
Anim. Behav.
60
,
773
780
.
19.
Collins
,
S. A.
, and
Missing
,
C.
(
2003
). “
Vocal and visual attractiveness are related in women
,”
Anim. Behav.
65
(
5
),
997
1004
.
20.
Dion
,
K.
,
Berscheid
,
E.
, and
Walster
,
E.
(
1972
). “
What is beautiful is good
,”
J. Pers. Soc. Psychol.
24
(
3
),
285
290
.
21.
Duong
,
T.
(
2018
). “
ks: Kernel smoothing
,” https://cran.r-project.org/package=ks (Last viewed 7/28/2021).
22.
Evans
,
S.
,
Neave
,
N.
, and
Wakelin
,
D.
(
2006
). “
Relationships between vocal characteristics and body size and shape in human males: An evolutionary explanation for a deep male voice
,”
Biol. Psychol.
72
(
2
),
160
163
.
23.
Feinberg
,
D. R.
,
DeBruine
,
L. M.
,
Jones
,
B. C.
, and
Little
,
A. C.
(
2008a
). “
Correlated preferences for men's facial and vocal masculinity
,”
Evol. Hum. Behav.
29
(
4
),
233
241
.
24.
Feinberg
,
D. R.
,
DeBruine
,
L. M.
,
Jones
,
B. C.
, and
Perrett
,
D. I.
(
2008b
). “
The role of femininity and averageness of voice pitch in aesthetic judgments of women's voices
,”
Perception
37
(
4
),
615
623
.
25.
Feinberg
,
D. R.
,
Jones
,
B. C.
,
DeBruine
,
L. M.
,
Moore
,
F. R.
,
Law Smith
,
M. J.
,
Cornwell
,
R. E.
,
Tiddeman
,
B. P.
,
Boothroyd
,
L. G.
, and
Perrett
,
D. I.
(
2005a
). “
The voice and face of woman: One ornament that signals quality?
,”
Evol. Hum. Behav.
26
(
5
),
398
408
.
26.
Feinberg
,
D. R.
,
Jones
,
B. C.
,
Law Smith
,
M. J.
,
Moore
,
F. R.
,
DeBruine
,
L. M.
,
Cornwell
,
R. E.
,
Hillier
,
S. G.
, and
Perrett
,
D. I.
(
2006
). “
Menstrual cycle, trait estrogen level, and masculinity preferences in the human voice
,”
Horm. Behav.
49
(
2
),
215
222
.
27.
Feinberg
,
D. R.
,
Jones
,
B. C.
,
Little
,
A. C.
,
Burt
,
D. M.
, and
Perrett
,
D. I.
(
2005b
). “
Manipulations of fundamental and formant frequencies influence the attractiveness of human male voices
,”
Anim. Behav.
69
(
3
),
561
568
.
28.
Feingold
,
A.
(
1992
). “
Good-looking people are not what we think
,”
Psychol. Bull.
111
(
2
),
304
341
.
29.
Ferdenzi
,
C.
,
Patel
,
S.
,
Mehu-Blantar
,
I.
,
Khidasheli
,
M.
,
Sander
,
D.
, and
Delplanque
,
S.
(
2013
). “
Voice attractiveness: Influence of stimulus duration and type
,”
Behav. Res.
45
(
2
),
405
413
.
30.
Ferguson
,
S. H.
(
2004
). “
Talker differences in clear and conversational speech: Vowel intelligibility for normal-hearing listeners
,”
J. Acoust. Soc. Am.
116
(
2365
),
2365
2373
.
31.
Ferguson
,
S. H.
, and
Kewley-Port
,
D.
(
2002
). “
Vowel intelligibility in clear and conversational speech for normal-hearing and hearing-impaired listeners
,”
J. Acoust. Soc. Am.
112
,
259
271
.
32.
Ferguson
,
S. H.
, and
Kewley-Port
,
D.
(
2007
). “
Talker differences in clear and conversational speech: Acoustic characteristics of vowels
,”
J. Speech Lang. Hear. Res.
50
(
5
),
1241
1255
.
33.
Ferguson
,
S. H.
, and
Quene
,
H.
(
2014
). “
Acoustic correlates of vowel intelligibility in clear and conversational speech for young normal-hearing and elderly hearing-impaired listeners
,”
J. Acoust. Soc. Am.
135
,
3570
.
34.
Fernald
,
A.
, and
Simon
,
T.
(
1984
). “
Expanded intonation contours in mothers' speech to newborns
,”
Dev. Psychol.
20
(
1
),
104
113
.
35.
Fischer
,
J.
,
Semple
,
S.
,
Fickenscher
,
G.
,
Jürgens
,
R.
,
Kruse
,
E.
,
Heistermann
,
M.
, and
Amir
,
O.
(
2011
). “
Do women's voices provide cues of the likelihood of ovulation? The importance of sampling regime
,”
PLoS One
6
(
9
),
e24490
.
36.
Flipsen
,
P.
, and
Lee
,
S.
(
2012
). “
Reference data for the American English acoustic vowel space
,”
Clin. Linguist. Phon.
26
(
11
),
926
933
.
37.
Fox
,
R. A.
, and
Jacewicz
,
E.
(
2017
). “
Reconceptualizing the vowel space in analyzing regional dialect variation and sound change in American English
,”
J. Acoust. Soc. Am.
142
(
1
),
444
459
.
38.
Geladi
,
P.
, and
Kowalski
,
B.
(
1986
). “
Partial least-squares regression: A tutorial
,”
Anal. Chim. Acta
185
,
1
17
.
39.
Gould
,
S. J.
(
1997
). “
The exaptive excellence of spandrels as a term and prototype
,”
Proc. Natl. Acad. Sci. U.S.A.
94
(
20
),
10750
10755
.
40.
Gould
,
S. J.
, and
Lewontin
,
R. C.
(
1979
). “
The spandrels of San Marco and the Panglossian paradigm: A critique of the adaptationist programme
,”
Proc. R. Soc. Lond. Biol. Sci.
205
(
1161
),
581
598
.
41.
Grammer
,
K.
,
Fink
,
B.
,
Møller
,
A. P.
, and
Thornhill
,
R.
(
2003
). “
Darwinian aesthetics: Sexual selection and the biology of beauty
,”
Biol. Rev.
78
,
385
407
.
42.
Gregory
,
S. W.
, Jr.
, and
Gallagher
,
T. J.
(
2002
). “
Spectral analysis of candidates' nonverbal vocal communication: Predicting U.S. presidential election outcomes
,”
Soc. Psychol. Q.
65
(
3
),
298
308
.
43.
Hagiwara
,
R.
(
2006
). “
Vowel production in Winnipeg
,”
Can. J. Linguist.
51
(
2
),
127
141
.
44.
Hay
,
J. F.
,
Sato
,
M.
,
Coren
,
A. E.
,
Moran
,
C. L.
, and
Diehl
,
R. L.
(
2006
). “
Enhanced contrast for vowels in utterance focus: A cross-language study
,”
J. Acoust. Soc. Am.
119
(
4
),
3022
3033
.
45.
Hazan
,
V.
, and
Markham
,
D.
(
2004
). “
Acoustic-phonetic correlates of talker intelligibility for adults and children
,”
J. Acoust. Soc. Am.
116
(
5
),
3108
3118
.
46.
Heffernan
,
K.
(
2010
). “
Mumbling is macho: Phonetic distinctiveness in the speech of american radio DJs
,”
Am. Speech
85
(
1
),
67
90
.
47.
Hillenbrand
,
J.
,
Getty
,
L. A.
,
Clark
,
M. J.
, and
Wheeler
,
K.
(
1995
). “
Acoustic characteristics of American English vowels
,”
J. Acoust. Soc. Am.
97
(
5
),
3099
3111
.
48.
Hinton
,
L.
,
Nichols
,
J.
, and
Ohala
,
J. J.
(
2006
).
Sound Symbolism
(
Cambridge University
,
Cambridge, UK
).
49.
Hodges-Simeon
,
C. R.
,
Gaulin
,
S. J. C.
, and
Puts
,
D. A.
(
2010a
). “
Voice correlates of mating success in men: Examining ‘contests’ versus ‘mate choice’ modes of sexual selection
,”
Arch. Sex. Behav.
40
(
3
),
551
557
.
50.
Hodges-Simeon
,
C. R.
,
Gaulin
,
S. J. C.
, and
Puts
,
D. A.
(
2010b
). “
Different vocal parameters predict perceptions of dominance and attractiveness
,”
Hum. Nat.
21
(
4
),
406
427
.
51.
Hsu
,
S.-C.
,
Jiao
,
Y.
,
McAuliffe
,
M. J.
,
Berisha
,
V.
,
Wu
,
R.-M.
, and
Levy
,
E. S.
(
2017
). “
Acoustic and perceptual speech characteristics of native Mandarin speakers with Parkinson's disease
,”
J. Acoust. Soc. Am.
141
(
3
),
EL293
EL299
.
52.
Hughes
,
S. M.
,
Dispenza
,
F.
, and
Gallup
,
G. G.
(
2004
). “
Ratings of voice attractiveness predict sexual behavior and body configuration
,”
Evol. Hum. Behav.
25
(
5
),
295
304
.
53.
Johnson
,
K.
,
Flemming
,
E.
, and
Wright
,
R.
(
1993
). “
The hyperspace effect: Phonetic targets are hyperarticulated
,”
Language
69
(
3
),
505
528
.
54.
Jones
,
B. C.
,
Feinberg
,
D. R.
,
DeBruine
,
L. M.
,
Little
,
A. C.
, and
Vukovic
,
J.
(
2008
). “
Integrating cues of social interest and voice pitch in men's preferences for women's voices
,”
Biol. Lett.
4
(
2
),
192
194
.
55.
Kempe
,
V.
,
Puts
,
D. A.
, and
Cárdenas
,
R. A.
(
2013
). “
Masculine men articulate less clearly
,”
Hum. Nat.
24
(
4
),
461
475
.
56.
Kent
,
R. D.
, and
Vorperian
,
H. K.
(
2018
). “
Static measurements of vowel formant frequencies and bandwidths: A review
,”
J. Commun. Disord.
74
,
74
97
.
57.
Klofstad
,
C. A.
,
Anderson
,
R. C.
, and
Peters
,
S.
(
2012
). “
Sounds like a winner: Voice pitch influences perception of leadership capacity in both men and women
,”
Proc. R. Soc. B
279
(
1738
),
2698
2704
.
58.
Krause
,
J. C.
, and
Braida
,
L. D.
(
2002
). “
Investigating alternative forms of clear speech: The effects of speaking rate and speaking mode on intelligibility
,”
J. Acoust. Soc. Am.
112
(
5
),
2165
2172
.
59.
Kuhl
,
P. K.
(
1997
). “
Cross-language analysis of phonetic units in language addressed to infants
,”
Science
277
(
5326
),
684
686
.
60.
Kwon
,
H.-B.
(
2010
). “
Gender difference in speech intelligibility using speech intelligibility tests and acoustic analyses
,”
J. Adv. Prosthodont.
2
(
3
),
71
76
.
61.
Lam
,
J.
, and
Tjaden
,
K.
(
2016
). “
Clear speech variants: An acoustic study in Parkinson's disease
,”
J. Speech Lang. Hear. Res.
59
(
4
),
631
646
.
62.
Lander
,
K.
(
2008
). “
Relating visual and vocal attractiveness for moving and static faces
,”
Anim. Behav.
75
(
3
),
817
822
.
63.
Langlois
,
J. H.
,
Kalakanis
,
L.
,
Rubenstein
,
A. J.
,
Larson
,
A.
,
Hauam
,
M.
, and
Smoot
,
M.
(
2000
). “
Maxims or myths of beauty? A meta-analytic and theoretical review
,”
Psychol. Bull.
126
(
3
),
390
423
.
64.
Lee
,
J.
,
Shaiman
,
S.
, and
Weismer
,
G.
(
2016
). “
Relationship between tongue positions and formant frequencies in female speakers
,”
J. Acoust. Soc. Am.
139
(
1
),
426
440
.
65.
Liu
,
H. M.
,
Kuhl
,
P. K.
, and
Tsao
,
F. M.
(
2003
). “
An association between mothers' speech clarity and infants' speech discrimination skills
,”
Dev. Sci.
6
(
3
),
F1
F10
.
66.
McCormick
,
E. J.
, and
Bachus
,
J. A.
(
1952
). “
Paired comparison ratings. I. The effect on ratings of reductions in the number of pairs
,”
J. Appl. Psychol.
36
(
2
),
123
127
.
67.
McGowan
,
R. W.
,
McGowan
,
R. S.
, and
Denny
,
M.
(
2014
). “
A longitudinal study of very young children's vowel production
,”
J. Speech Lang. Hear. Res.
57
(
1
),
1
15
.
68.
Mevik
,
B.-H.
, and
Wehrens
,
R.
(
2007
). “
The pls package: Principal component and partial least squares regression in R
,”
J. Stat. Softw.
18
(
2
),
1
23
.
69.
Mevik
,
B.-H.
,
Wehrens
,
R.
, and
Liland
,
K. H.
(
2019
). “
pls: Partial least squares and principal component regression
,” https://cran.r-project.org/package=pls (Last viewed 7/28/2021).
70.
Moon
,
S-J.
, and
Lindblom
,
B.
(
1994
). “
Interaction between duration, context, and speaking style in English stressed vowels
,”
J. Acoust. Soc. Am.
96
,
40
55
.
71.
Most
,
T.
,
Amir
,
O.
, and
Tobin
,
Y.
(
2000
). “
The Hebrew vowel system: Raw and normalized acoustic data
,”
Lang. Speech
43
(
3
),
295
308
.
72.
Neel
,
A. T.
(
2008
). “
Vowel space characteristics and vowel identification accuracy
,”
J. Speech Lang. Hear. Res.
51
(
3
),
574
585
.
73.
Neumann
,
C.
(
2015
). “
EloChoice: Preference rating for visual stimuli based on Elo ratings
,” https://cran.r-project.org/package=EloChoice (Last viewed 7/28/2021).
74.
Payton
,
K. L.
,
Uchanski
,
R. M.
, and
Braida
,
L. D.
(
1994
). “
Intelligibility of conversational and clear speech in noise and reverberation for listeners with normal and impaired hearing
,”
J. Acoust. Soc. Am.
95
(
3
),
1581
1592
.
75.
Pebesma
,
E.
, and
Bivand
,
R.
(
2018
). “
sp: Classes and methods for spatial data
,” https://cran.r-project.org/package=sp (Last viewed 7/28/2021).
76.
Perry
,
T. L.
,
Ohde
,
R. N.
, and
Ashmead
,
D. H.
(
2001
). “
The acoustic bases for gender identification from children's voices
,”
J. Acoust. Soc. Am.
109
(
6
),
2988
2998
.
77.
Picheny
,
M.
,
Durlach
,
N.
, and
Braida
,
L.
(
1986
). “
Speaking clearly for the hard of hearing II
,”
J. Speech Lang. Hear. Res.
29
(
4
),
434
446
.
78.
Pisanski
,
K.
,
Oleszkiewicz
,
A.
,
Plachetka
,
J.
,
Gmiterek
,
M.
, and
Reby
,
D.
(
2018
). “
Voice pitch modulation in human mate choice
,”
Proc. Biol. Sci.
285
(
1893
),
20181634
.
79.
Pisanski
,
K.
, and
Rendall
,
D.
(
2011
). “
The prioritization of voice fundamental frequency or formants in listeners' assessments of speaker size, masculinity, and attractiveness
,”
J. Acoust. Soc. Am.
129
(
4
),
2201
2212
.
80.
Puts
,
D. A.
(
2005
). “
Mating context and menstrual phase affect women's preferences for male voice pitch
,”
Evol. Hum. Behav.
26
(
5
),
388
397
.
81.
Puts
,
D. A.
,
Apicella
,
C. L.
, and
Cárdenas
,
R. A.
(
2012a
). “
Masculine voices signal men's threat potential in forager and industrial societies
,”
Proc. R. Soc. B. Biol. Sci.
279
(
1728
),
601
609
.
82.
Puts
,
D. A.
,
Doll
,
L. M.
, and
Hill
,
A. K.
(
2014
). “
Sexual selection on human voices
,” in
Evolutionary Perspectives on Human Sexual Psychology and Behavior
, edited by
V.
Weekes-Shackelford
and
T.
Shackelford
(
Springer
,
New York
), pp.
69
86
.
83.
Puts
,
D. A.
,
Gaulin
,
S. J. C.
, and
Verdolini
,
K.
(
2006
). “
Dominance and the evolution of sexual dimorphism in human voice pitch
,”
Evol. Hum. Behav.
27
(
4
),
283
296
.
84.
Puts
,
D. A.
,
Hill
,
A. K.
,
Bailey
,
D. H.
,
Walker
,
R. S.
,
Rendall
,
D.
,
Wheatley
,
J. R.
,
Welling
,
L. L.
,
Dawood
,
K.
,
Cárdenas
,
R.
,
Burriss
,
R. P.
,
Jablonski
,
N. G.
,
Shriver
,
M. D.
,
Weiss
,
D.
,
Lameira
,
A. R.
,
Apicella
,
C. L.
,
Owren
,
M. J.
,
Barelli
,
C.
,
Glenn
,
M. E.
, and
Ramos-Fernandez
,
G.
(
2016
). “
Sexual selection on male vocal fundamental frequency in humans and other anthropoids
,”
Proc. R. Soc. B. Biol. Sci.
283
(
1829
),
20152830
20152837
.
85.
Puts
,
D. A.
,
Jones
,
B. C.
, and
DeBruine
,
L. M.
(
2012b
). “
Sexual selection on human faces and voices
,”
J. Sex. Res.
49
(
2
),
227
243
.
86.
Reber
,
R.
,
Schwarz
,
N.
, and
Winkielman
,
P.
(
2004
). “
Processing fluency and aesthetic pleasure: Is beauty in the perceiver's processing experience?
,”
Person. Soc. Psychol. Rev.
8
(
4
),
364
382
.
87.
Riding
,
D.
,
Lonsdale
,
D.
, and
Brown
,
B.
(
2006
). “
The effects of average fundamental frequency and variance of fundamental frequency on male vocal attractiveness to women
,”
J. Nonverb. Behav.
30
(
2
),
55
61
.
88.
Rogers
,
C. L.
,
DeMasi
,
T. M.
, and
Krause
,
J. C.
(
2010
). “
Conversational and clear speech intelligibility of /bVd/ syllables produced by native and non-native English speakers
,”
J. Acoust. Soc. Am.
128
(
1
),
410
423
.
89.
Rosen
,
K.
,
Murdoch
,
B.
,
Folker
,
J.
,
Vogel
,
A.
,
Cahill
,
L.
,
Delatycki
,
M.
,
Corben
,
L.
,
Rosen
,
K.
,
Murdoch
,
B.
,
Folker
,
J.
,
Vogel
,
A.
,
Vogel
,
A.
,
Cahill
,
L.
, and
Delatycki
,
M.
(
2010
). “
Automatic method of pause measurement for normal and dysarthric speech
,”
Clin. Linguist. Phon.
24
(
2
),
141
154
.
90.
Rusz
,
J.
,
Cmejla
,
R.
, and
Tykalova
,
T.
(
2013
). “
Imprecise vowel articulation as a potential early marker of Parkinson's disease: Effect of speaking task
,”
J. Acoust. Soc. Am.
134
(
3
),
2171
2181
.
91.
Sandoval
,
S.
,
Berisha
,
V.
,
Utianski
,
R. L.
,
Liss
,
J. M.
, and
Spanias
,
A.
(
2013
). “
Automatic assessment of vowel space area
,”
J. Acoust. Soc. Am.
134
(
5
),
EL477
EL483
.
92.
Schroeder
,
J.
, and
Epley
,
N.
(
2015
). “
The sound of intellect: Speech reveals a thoughtful mind, increasing a job candidate's appeal
,”
Psychol. Sci.
26
(
6
),
877
891
.
93.
Schum
,
D. J.
(
1996
). “
Intelligibility of clear and conversational speech of young and elderly talkers
,”
J. Am. Acad. Audiol.
7
(
3
),
212
218
.
94.
SenGupta
,
A.
(
1987
). “
Tests for standardized generalized variances of multivariate normal populations of possibly different dimensions
,”
J. Multivar. Anal.
23
(
2
),
209
219
.
95.
Simpson
,
A. P.
, and
Ericsdotter
,
C.
(
2007
). “
Sex-specific differences in f0 and vowel space
,” in
Proceedings of the 16th International Congress of Phonetic Sciences
, August 6–10, Saarbrücken, Germany.
96.
Simpson
,
A. P.
,
Weirich
,
M.
,
Simpson
,
A. P.
, and
Weirich
,
M.
(
2020
). “
Phonetic correlates of sex, gender and sexual orientation
,” in
Oxford Research Encyclopedia of Linguistics
(
Oxford University
,
Oxford, UK
).
97.
Smiljanic
,
R.
(
2021
). “
Clear speech perception: Linguistic and cognitive benefits
,” in
The Handbook of Speech Perception
, 2nd ed., edited by
J.
Pardo
,
L.
Nygaard
,
R.
Remez
, and
D.
Pisoni
(
Blackwell
,
Oxford, UK
), pp.
177
205
.
98.
Smiljanic
,
R.
, and
Bradlow
,
A. R.
(
2009
). “
Speaking and hearing clearly: Talker and listener factors in speaking style changes
,”
Lang. Linguist. Compass
3
(
1
),
236
264
.
99.
Story
,
B. H.
, and
Bunton
,
K.
(
2017
). “
Vowel space density as an indicator of speech performance
,”
J. Acoust. Soc. Am.
141
(
5
),
EL458
EL464
.
100.
Tartter
,
V. C.
,
Braun
,
D.
, and
Tartter
,
V. C.
(
1994
). “
Hearing smiles and frowns in normal and whisper registers
,”
J. Acoust. Soc. Am.
96
,
2101
2107
.
101.
Tigue
,
C. C.
,
Borak
,
D. J.
,
O'Connor
,
J. J. M.
,
Schandl
,
C.
, and
Feinberg
,
D. R.
(
2012
). “
Voice pitch influences voting behavior
,”
Evol. Hum. Behav.
33
(
3
),
210
216
.
102.
Titze
,
I. R.
,
Lemke
,
J.
, and
Montequin
,
D.
(
1997
). “
Populations in the U.S. workforce who rely on voice as a primary tool of trade: A preliminary report
,”
J. Voice
11
(
3
),
254
259
.
103.
Tjaden
,
K.
, and
Wilding
,
G. E.
(
2004
). “
Rate and loudness manipulations in dysarthria
,”
J. Speech Lang. Hear. Res.
47
(
4
),
766
783
.
104.
Uther
,
M.
,
Knoll
,
M. A.
, and
Burnham
,
D.
(
2007
). “
Do you speak E-NG-L-I-SH? A comparison of foreigner- and infant-directed speech
,”
Speech Commun.
49
(
1
),
2
7
.
105.
Vinzi
,
V.
,
Chin
,
W.
,
Henseler
,
J.
, and
Wang
,
H.
(
2010
).
Handbook of Partial Least Squares: Concepts, Methods and Applications
(
Springer
,
Berlin)
.
106.
Wang
,
G.
,
Garcia
,
D.
,
Liu
,
Y.
,
de Jeu
,
R.
, and
Johannes Dolman
,
A.
(
2012
). “
A three-dimensional gap filling method for large geophysical datasets: Application to global satellite soil moisture observations
,”
Environ. Model. Softw.
30
,
139
142
.
107.
Warhurst
,
S.
,
Madill
,
C.
,
McCabe
,
P.
,
Ternström
,
S.
,
Yiu
,
E.
, and
Heard
,
R.
(
2017
). “
Perceptual and acoustic analyses of good voice quality in male radio performers
,”
J. Voice
31
(
2
),
259.e1
259.e12
.
108.
Weirich
,
M.
,
Fuchs
,
S.
,
Simpson
,
A.
,
Winkler
,
R.
, and
Perrier
,
P.
(
2016
). “
Mumbling: Macho or morphology?
,”
J. Speech Lang. Hear. Res.
59
(
6
),
S1587
S1595
.
109.
Weismer
,
G.
,
Jeng
,
J. Y.
,
Laures
,
J. S.
,
Kent
,
R. D.
, and
Kent
,
J. F.
(
2001
). “
Acoustic and intelligibility characteristics of sentence production in neurogenic speech disorders
,”
Folia Phoniatr. Logop.
53
(
1
),
1
18
.
110.
Whiteside
,
S.
(
1996
). “
Temporal-based acoustic-phonetic patterns in read speech: Some evidence for speaker sex differences
,”
J. Int. Phon. Assoc.
26
(
01
),
23
40
.
111.
Whitfield
,
J. A.
,
Dromey
,
C.
, and
Palmer
,
P.
(
2018
). “
Examining acoustic and kinematic measures of articulatory working space: Effects of speech intensity
,”
J. Speech Lang. Hear. Res.
61
(
5
),
1104
1117
.
112.
Whitfield
,
J. A.
, and
Goberman
,
A. M.
(
2014
). “
Articulatory–acoustic vowel space: Application to clear speech in individuals with Parkinson's disease
,”
J. Commun. Disord.
51
,
19
28
.
113.
Whitfield
,
J. A.
, and
Goberman
,
A. M.
(
2017
). “
Articulatory-acoustic vowel space: Associations between acoustic and perceptual measures of clear speech
,”
Int. J. Speech Lang. Pathol.
19
(
2
),
184
194
.
114.
Whitfield
,
J. A.
, and
Gravelin
,
A. C.
(
2019
). “
Characterizing the distribution of silent intervals in the connected speech of individuals with Parkinson disease
,”
J. Commun. Disord.
78
,
18
32
.
115.
Whitfield
,
J. A.
, and
Mehta
,
D. D.
(
2019
). “
Examination of clear speech in Parkinson disease using measures of working vowel space
,”
J. Speech Lang. Hear. Res.
62
(
7
),
2082
2098
.
116.
Wilks
,
S. S.
(
1932
). “
Certain generalizations in the analysis of variance
,”
Biometrika
24
(
3
),
471
494
.
117.
Wilks
,
S. S.
(
1960
). “
Multidimensional statistical scatter
,” in
Contributions to Probability and Statistics
, edited by
I.
Olkin
(
Stanford University
,
Stanford, CA
), p.
486
.
118.
Yang
,
B.
(
1992
). “
An acoustical study of Korean monophthongs produced by male and female speakers
,”
J. Acoust. Soc. Am.
91
(
4
),
2280
2283
.
119.
Yoho
,
S. E.
,
Borrie
,
S. A.
,
Barrett
,
T. S.
, and
Whittaker
,
D. B.
(
2019
). “
Are there sex effects for speech intelligibility in American English? Examining the influence of talker, listener, and methodology
,”
Atten. Percept. Psychophys.
81
(
2
),
558
570
.
120.
Zuckerman
,
M.
, and
Driver
,
R. E.
(
1989
). “
What sounds beautiful is good: The vocal attractiveness stereotype
,”
J. Nonverb. Behav.
13
(
2
),
67
82
.

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