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Compton A, Roop BW, Parrell B, Lammert AC. Stimulus whitening improves the efficiency of reverse correlation. Behav Res Methods 2023; 55:3120-3128. [PMID: 36038814 PMCID: PMC10556169 DOI: 10.3758/s13428-022-01946-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/26/2022] [Indexed: 11/08/2022]
Abstract
Human perception depends upon internal representations of the environment that help to organize the raw information available from the senses by acting as reference patterns. Internal representations are widely characterized using reverse correlation, a method capable of producing unconstrained estimates of the representation itself, all on the basis of simple responses to random stimuli. Despite its advantages, reverse correlation is often infeasible to apply because of its inefficiency-a very large number of stimulus-response trials are required in order to obtain an accurate estimate. Here, we show that an important source of this inefficiency is small, yet nontrivial, correlations that occur by chance between randomly generated stimuli. We demonstrate in simulation that whitening stimuli to remove such correlations before eliciting responses provides greater than 85% improvement in efficiency for a given estimation quality, as well as a two- to fivefold increase in quality for a given sample size. Moreover, unlike conventional approaches, whitening improves the efficiency of reverse correlation without introducing bias into the estimate, or requiring prior knowledge of the target internal representation. Improving the efficiency of reverse correlation with whitening may enable a broader scope of investigations into the individual variability and potential universality of perceptual mechanisms.
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Affiliation(s)
- Alexis Compton
- Biomedical Engineering Department, Worcester Polytechnic Institute, 100 Institute Rd, Worcester, MA, 01609, USA
| | - Benjamin W Roop
- Program of Neuroscience, Worcester Polytechnic Institute, Worcester, MA, USA
| | - Benjamin Parrell
- Department of Communication Sciences and Disorders, University of Wisconsin-Madison, Madison, WI, USA
| | - Adam C Lammert
- Biomedical Engineering Department, Worcester Polytechnic Institute, 100 Institute Rd, Worcester, MA, 01609, USA.
- Program of Neuroscience, Worcester Polytechnic Institute, Worcester, MA, USA.
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2
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Evans S, Rosen S. Who is Right? A Word-Identification-in-Noise Test for Young Children Using Minimal Pair Distracters. JOURNAL OF SPEECH, LANGUAGE, AND HEARING RESEARCH : JSLHR 2022; 65:159-168. [PMID: 34910569 DOI: 10.1044/2021_jslhr-20-00658] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
PURPOSE Many children have difficulties understanding speech. At present, there are few assessments that test for subtle impairments in speech perception with normative data from U.K. children. We present a new test that evaluates children's ability to identify target words in background noise by choosing between minimal pair alternatives that differ by a single articulatory phonetic feature. This task (a) is tailored to testing young children, but also readily applicable to adults; (b) has minimal memory demands; (c) adapts to the child's ability; and (d) does not require reading or verbal output. METHOD We tested 155 children and young adults aged from 5 to 25 years on this new test of single word perception. RESULTS Speech-in-noise abilities in this particular task develop rapidly through childhood until they reach maturity at around 9 years of age. CONCLUSIONS We make this test freely available and provide associated normative data. We hope that it will be useful to researchers and clinicians in the assessment of speech perception abilities in children who are hard of hearing or have developmental language disorder, dyslexia, or auditory processing disorder. SUPPLEMENTAL MATERIAL https://doi.org/10.23641/asha.17155934.
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Affiliation(s)
- Samuel Evans
- Department of Psychology, University of Westminster, London, United Kingdom
| | - Stuart Rosen
- Department of Speech, Hearing and Phonetic Sciences, University College London, United Kingdom
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Carioti D, Masia MF, Travellini S, Berlingeri M. Orthographic depth and developmental dyslexia: a meta-analytic study. ANNALS OF DYSLEXIA 2021; 71:399-438. [PMID: 33982221 PMCID: PMC8458191 DOI: 10.1007/s11881-021-00226-0] [Citation(s) in RCA: 20] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2020] [Accepted: 04/04/2021] [Indexed: 05/05/2023]
Abstract
Cross-cultural studies have suggested that reading deficits in developmental dyslexia (DD) can be moderated by orthographic depth. To further explore this issue and assess the moderating role of orthographic depth in the developmental cognitive trajectories of dyslexic and typical readers, we systematically reviewed 113 studies on DD that were published from 2013 to 2018 and selected 79 in which participants received an official DD diagnosis. Each study was classified according to orthographic depth (deep vs. shallow) and participant age (children vs. adults). We assessed the difference between DD and control groups' performance in reading tasks and in a wide range of cognitive domains associated with reading (phonological awareness (PA), rapid automatized naming (RAN), short-term working memory (WM), and nonverbal reasoning), including age and orthographies as moderators. We found an age-by-orthography interaction effect in word reading accuracy and a significant effect of age in pseudoword reading accuracy, but we found no effect of age and orthographic depth on the fluency parameters. These results suggest that reading speed is a reliable index for discriminating between DD and control groups across European orthographies from childhood to adulthood. A similar pattern of results emerged for PA, RAN, and short-term/WM. Our findings are discussed in relation to their impact on clinical practice while considering the orthographic depth and developmental level.
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Affiliation(s)
- Desiré Carioti
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
| | - Marta Franca Masia
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
| | - Simona Travellini
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy
- Center of Clinical Developmental Neuropsychology, ASUR Marche, Area Vasta 1, Pesaro, Italy
| | - Manuela Berlingeri
- DISTUM, Department of Humanities, University of Urbino Carlo Bo, Urbino, Italy.
- Center of Clinical Developmental Neuropsychology, ASUR Marche, Area Vasta 1, Pesaro, Italy.
- NeuroMi, Milan Center for Neuroscience, Milan, Italy.
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Varnet L, Langlet C, Lorenzi C, Lazard DS, Micheyl C. High-Frequency Sensorineural Hearing Loss Alters Cue-Weighting Strategies for Discriminating Stop Consonants in Noise. Trends Hear 2020; 23:2331216519886707. [PMID: 31722636 PMCID: PMC6856982 DOI: 10.1177/2331216519886707] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
There is increasing evidence that hearing-impaired (HI) individuals do not use the same listening strategies as normal-hearing (NH) individuals, even when wearing optimally fitted hearing aids. In this perspective, better characterization of individual perceptual strategies is an important step toward designing more effective speech-processing algorithms. Here, we describe two complementary approaches for (a) revealing the acoustic cues used by a participant in a /d/-/g/ categorization task in noise and (b) measuring the relative contributions of these cues to decision. These two approaches involve natural speech recordings altered by the addition of a “bump noise.” The bumps were narrowband bursts of noise localized on the spectrotemporal locations of the acoustic cues, allowing the experimenter to manipulate the consonant percept. The cue-weighting strategies were estimated for three groups of participants: 17 NH listeners, 18 HI listeners with high-frequency loss, and 15 HI listeners with flat loss. HI participants were provided with individual frequency-dependent amplification to compensate for their hearing loss. Although all listeners relied more heavily on the high-frequency cue than on the low-frequency cue, an important variability was observed in the individual weights, mostly explained by differences in internal noise. Individuals with high-frequency loss relied slightly less heavily on the high-frequency cue relative to the low-frequency cue, compared with NH individuals, suggesting a possible influence of supra-threshold deficits on cue-weighting strategies. Altogether, these results suggest a need for individually tailored speech-in-noise processing in hearing aids, if more effective speech discriminability in noise is to be achieved.
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Affiliation(s)
- Léo Varnet
- Laboratoire des systèmes perceptifs, Département d'études cognitives, École normale supérieure, Université Paris Sciences et Lettres, CNRS, Paris, France
| | - Chloé Langlet
- Laboratoire des systèmes perceptifs, Département d'études cognitives, École normale supérieure, Université Paris Sciences et Lettres, CNRS, Paris, France
| | - Christian Lorenzi
- Laboratoire des systèmes perceptifs, Département d'études cognitives, École normale supérieure, Université Paris Sciences et Lettres, CNRS, Paris, France
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Conant LL, Liebenthal E, Desai A, Seidenberg MS, Binder JR. Differential activation of the visual word form area during auditory phoneme perception in youth with dyslexia. Neuropsychologia 2020; 146:107543. [PMID: 32598966 DOI: 10.1016/j.neuropsychologia.2020.107543] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2019] [Revised: 03/16/2020] [Accepted: 06/21/2020] [Indexed: 12/12/2022]
Abstract
Developmental dyslexia is a learning disorder characterized by difficulties reading words accurately and/or fluently. Several behavioral studies have suggested the presence of anomalies at an early stage of phoneme processing, when the complex spectrotemporal patterns in the speech signal are analyzed and assigned to phonemic categories. In this study, fMRI was used to compare brain responses associated with categorical discrimination of speech syllables (P) and acoustically matched nonphonemic stimuli (N) in children and adolescents with dyslexia and in typically developing (TD) controls, aged 8-17 years. The TD group showed significantly greater activation during the P condition relative to N in an area of the left ventral occipitotemporal cortex that corresponds well with the region referred to as the "visual word form area" (VWFA). Regression analyses using reading performance as a continuous variable across the full group of participants yielded similar results. Overall, the findings are consistent with those of previous neuroimaging studies using print stimuli in individuals with dyslexia that found reduced activation in left occipitotemporal regions; however, the current study shows that these activation differences seen during reading are apparent during auditory phoneme discrimination in youth with dyslexia, suggesting that the primary deficit in at least a subset of children may lie early in the speech processing stream and that categorical perception may be an important target of early intervention in children at risk for dyslexia.
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Affiliation(s)
- Lisa L Conant
- Department of Neurology, Medical College of Wisconsin, Milwaukee, WI, USA.
| | - Einat Liebenthal
- Department of Neurology, Medical College of Wisconsin, Milwaukee, WI, USA; Department of Psychiatry, McLean Hospital, Harvard Medical School, Boston, MA, USA
| | - Anjali Desai
- Department of Neurology, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Mark S Seidenberg
- Department of Psychology, University of Wisconsin-Madison, Madison, WI, USA
| | - Jeffrey R Binder
- Department of Neurology, Medical College of Wisconsin, Milwaukee, WI, USA
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Ponsot E, Arias P, Aucouturier JJ. Uncovering mental representations of smiled speech using reverse correlation. THE JOURNAL OF THE ACOUSTICAL SOCIETY OF AMERICA 2018; 143:EL19. [PMID: 29390775 DOI: 10.1121/1.5020989] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2017] [Accepted: 12/24/2017] [Indexed: 06/07/2023]
Abstract
Which spectral cues underlie the perceptual processing of smiles in speech? Here, the question was addressed using reverse-correlation in the case of the isolated vowel [a]. Listeners were presented with hundreds of pairs of utterances with randomly manipulated spectral characteristics and were asked to indicate, in each pair, which was the most smiling. The analyses revealed that they relied on robust spectral representations that specifically encoded vowel's formants. These findings demonstrate the causal role played by formants in the perception of smile. Overall, this paper suggests a general method to estimate the spectral bases of high-level (e.g., emotional/social/paralinguistic) speech representations.
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Affiliation(s)
- Emmanuel Ponsot
- STMS (Sciences et Technologies de la Musique et du Son) Lab (Ircam/CNRS/UPMC), 1 place Igor Stravinsky, Paris, France , ,
| | - Pablo Arias
- STMS (Sciences et Technologies de la Musique et du Son) Lab (Ircam/CNRS/UPMC), 1 place Igor Stravinsky, Paris, France , ,
| | - Jean-Julien Aucouturier
- STMS (Sciences et Technologies de la Musique et du Son) Lab (Ircam/CNRS/UPMC), 1 place Igor Stravinsky, Paris, France , ,
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Livingston LA, Happé F. Conceptualising compensation in neurodevelopmental disorders: Reflections from autism spectrum disorder. Neurosci Biobehav Rev 2017; 80:729-742. [PMID: 28642070 PMCID: PMC7374933 DOI: 10.1016/j.neubiorev.2017.06.005] [Citation(s) in RCA: 206] [Impact Index Per Article: 29.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2017] [Revised: 05/25/2017] [Accepted: 06/13/2017] [Indexed: 11/24/2022]
Abstract
Within research into neurodevelopmental disorders, little is known about the mechanisms underpinning changes in symptom severity across development. When the behavioural presentation of a condition improves/symptoms lessen, this may be because core underlying atypicalities in cognition/neural function have ameliorated. An alternative possibility is 'compensation'; that the behavioural presentation appears improved, despite persisting deficits at cognitive and/or neurobiological levels. There is, however, currently no agreed technical definition of compensation or its behavioural, cognitive and neural characteristics. Furthermore, its workings in neurodevelopmental disorders have not been studied directly. Here, we review current evidence for compensation in neurodevelopmental disorders, using Autism Spectrum Disorder as an example, in order to move towards a better conceptualisation of the construct. We propose a transdiagnostic framework, where compensation represents the processes responsible for an observed mismatch between behaviour and underlying cognition in a neurodevelopmental disorder, at any point in development. Further, we explore potential cognitive and neural mechanisms driving compensation and discuss the broader relevance of the concept within research and clinical settings.
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Affiliation(s)
- Lucy Anne Livingston
- MRC Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, London, SE5 8AF, UK.
| | - Francesca Happé
- MRC Social, Genetic and Developmental Psychiatry Centre, Institute of Psychiatry, Psychology and Neuroscience, King's College London, De Crespigny Park, London, SE5 8AF, UK.
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