Testing the perception of speech in noise in children: A test with no verbal response Intelligibility and Quality of Speech in Noise Workshop, UCL 9 th January 2009 Sam Evans & Stuart Rosen Dept of Speech, Hearing & Phonetic Sciences, UCL
Mar 28, 2015
Testing the perception of speech in noise in children: A test with no verbal response
Intelligibility and Quality of Speech in Noise Workshop, UCL
9th January 2009
Sam Evans & Stuart RosenDept of Speech, Hearing & Phonetic Sciences, UCL
Perception of Speech in Noise in Children
• Noisy classrooms – academic, literacy and language development.
• Children with Specific Language Impairment (SLI) and dyslexia have difficulty listening in noise (Ziegler, 2005; Bradlow et al 2003; Ziegler, in press).
Speech in noise
Language & literacy
Motivation for the Development of a New Test
• Numerous speech in noise tests.• Focus at different levels of morphological and
syntactic complexity. • Few tests developed specifically for children. • Adult tests adapted for children without
considering needs.
Motivation for the Development of a New Test
• We are interested in SLI and dyslexia – perception of single words.
• Nonsense syllables – poor ecological validity.
Sentences – potential syntactic confound.
• No single word tests that meet our needs.
Specific Challenges for Designing a Test for Children with Language Difficulties
• Open response problematic – speech production errors.
• Difficulties often subtle – require minimal speech contrasts.
• Poor vocabulary - lexical confound.• Poor attention – quick to administer.
How we Addressed these Issues: Our Test
• Non verbal response - choose from a “triplet” of items: Target + two non word foils: e.g. “bite” “pite” “dite”.
• Foils differ from target by a single feature of voice, place or manner.
• Targets chosen from lists of the earliest acquired words.• Chance level (33%) – requires less items than 2AFC.
Adaptive procedure – negates floor and ceiling effects.
A Demonstration….
Construction of the Test: Choosing Targets
Each triplet met the following criteria:• CVCs• Acquired by age 3;6, based on estimations from the
databases of: Morrison, Chappell & Ellis (1997); Bird, Franklin & Howard (2001); DeCara & Goswami (2002).
• Could be represented pictorially • Altered by a single feature to derive two non-word foils.
Difficult to balance the contrasts perfectly: 7 manner-voice, 7 manner-place & 14 place-voice.
Equalising Across Triplets
• Each target has a different relative level of intelligibility due to phonemic and psycholinguistic factors (Nilsson et al 1994; Papso & Blood, 1989).
• A relative dB correction calculated for each triplet.• Correction factor applied to nominal SNR in the
adaptive procedure.
Equalising Across Triplets
Correction factor calculated by:
• Testing each triplet at a range of SNRs – 110 data points.• Logistic Regression - 71% correct SRT for each triplet.• Mean SRT for all triplets subtracted from the SRT of each
individual triplet.
Example Psychometric Functions for triplets containing “bite” and “boot”
• “bite” “dite” “pite”
Target Place Voice
SRT = -11.3 (71% correct)
• “boot” “woot” “poot”
Target Manner Voice
SRT=-0.7 (71% correct)
Adaptive Procedure
• 2-down/1-up adaptive procedure tracking 71% correct (Levitt, 1971)
• Final step size 3dB. • Familiarisation & test
stages.• SRT established by the
mean of the reversals in the test phase.
Imp
rovi
ng P
erfo
rman
ce
Speech Shaped Noise Masker
• Speech shaped noise was generated by estimating the long-term average speech spectrum from recent measurements for combined male and female voices (Table II of Byrne et al., 1994).
Result 1: Effects of Age
• 53 subjects without known hearing or learning impairments, aged from 5 to 25 yrs - speech shaped noise masker.
• An inverse curve accounted for the most variance using the least number of parameters.
• In keeping with previous findings showing poorer perception of speech in noise in children (Talarico et al 2007; Fallon, Trehub & Schneider, 2000; Papso & Blood, 1989).
SR
T (
dB
)
Imp
rovi
ng P
erfo
rman
ce
Result 2: Effects of Vocabulary Development
• 16 monolingual British English speaking children (mean age=11.12, SD=2.78, range=6.92-14.50).
• 26 children from a multilingual background (mean =10.32, SD=2.26, range=6.75-13.50).
• All children were without known hearing or learning impairments.
• Tested in free-field with a speech shaped noise masker.• Vocabulary was assessed with the Renfrew Word Finding
Vocabulary Test (raw scores are reported).
Result 2: Effects of Vocabulary Development
Vocabulary:• Significant effect of age and group. No age*group interaction.
SRT:• Significant effect of age, no effect of group or age*group interaction.
With thanks to Aneeka Degun
Imp
rovi
ng p
erfo
rman
ce
Imp
rovi
ng p
erfo
rman
ce
6.00 8.00 10.00 12.00 14.00
Age (Years)
-12.00
-10.00
-8.00
-6.00
-4.00
-2.00
SR
T (
dB
)
GroupMonolingual British English Speakers
Mutlilingual
SRT as a Function of Age
R Sq Linear = 0.335
R Sq Linear = 0.107
6.00 8.00 10.00 12.00 14.00
Age (Years)
25
30
35
40
45
50
Vo
ca
bu
lary
Ra
w S
co
res
GroupMonolingual British English Speakers
Mutlilingual
Vocabulary as a Function of Age
R Sq Linear = 0.529
R Sq Linear = 0.324
A Test Robust to Differences in Vocabulary Development
• Groups differed in vocabulary development but not in SRT, suggesting that we have developed a test which is not sensitive to differences in vocabulary development, at least within the ranges assessed.
Result 3: Effects of Practice
• 14 children (mean age=8.4,SD=1.82,range=5.4-11.1). 2 subjects excluded – poor performers.
• All subjects without known hearing or learning impairments.
• 4 different maskers. • Two separate sessions (up to 1 month between)
with each masker (randomised in order).
Maskers…
• Speech shaped Noise• One talker – speaker taken from EUROM database, edited
to exclude pauses more than 0.1s in duration.• Two talkers – the above talker plus an additional talker
again taken from the EUROM database.• Modulated noise – speech shaped noise multiplied by the
envelope of the one talker stimuli.
Practice Effects
• Control for masker: Each SRT observation was subtracted by the mean SRT of the masker type that it belonged to.
• Significant effect of age.• No significant effect of session,
order or interactions.• No evidence of practice effects
within or between sessions.1 2
Session
-20.00
-10.00
0.00
10.00
20.00
SR
T S
tan
dar
dis
ed b
y M
aske
r
10
85
23
26
91
98
108
Order1
2
3
4
With thanks to Henri Roe
Looking to the Future
• Norming with larger samples of children – in process.
• Analysis of Errors – Ziegler• Large SLI study at Guy’s Hospital – Gillian Baird
and colleagues.
Thank yous
With thanks to:
for the award of a vacation scholarship.
And all the students who have worked on/are currently working on the test:
Henri Roe, Aneeka Degun & Rebecca Lancaster