The integration of large-scale neural network modeling and functional brain imaging in speech motor control
Open accessAbstract
Speech production demands a number of integrated processing stages. The system must encode the speech motor programs that command movement trajectories of the articulators and monitor transient spatiotemporal variations in auditory and somatosensory feedback. Early models of this system proposed that independent neural regions perform specialized speech processes. As technology advanced, neuroimaging data revealed that the dynamic sensorimotor processes of speech require a distributed set of interacting neural regions. The DIVA (Directions into Velocities of Articulators) neurocomputational model elaborates on early theories, integrating existing data and contemporary ideologies, to provide a mechanistic account of acoustic, kinematic, and functional magnetic resonance imaging (fMRI) data on speech acquisition and production. This large-scale neural network model is composed of several interconnected components whose cell activities and synaptic weight strengths are governed by differential equations. Cells in the model are associated with neuroanatomical substrates and have been mapped to locations in Montreal Neurological Institute stereotactic space, providing a means to compare simulated and empirical fMRI data. The DIVA model also provides a computational and neurophysiological framework within which to interpret and organize research on speech acquisition and production in fluent and dysfluent child and adult speakers. The purpose of this review article is to demonstrate how the DIVA model is used to motivate and guide functional imaging studies. We describe how model predictions are evaluated using voxel-based, region-of-interest-based parametric analyses and inter-regional effective connectivity modeling of fMRI data.
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Jaw perturbations during speech increase activation in left and right ventral motor cortex, inferior frontal cortex, and inferior posterior cerebellum (lobule VIII).
“and the consequences of this on compensatory speech motor commands were considered by Golfinopoulos et al. (2010) who found that jaw perturbations during speech increased activation in the left and right ventral motor cortex, inferior frontal cortex and inferior posterior cerebellum (lobule VIII).”
From A review and synthesis of the first 20years of PET and fMRI studies of heard speech, spoken language and reading (2012) · cites this paper as Golfinopoulos et al. (2010)
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Neurophysiological investigation of the basis of the fMRI signal
Logothetis, N. K., Pauls, J., Augath, M., Trinath, T., & Oeltermann, A. (2001) · Nature · doi:10.1038/35084005 · Cited by 6,542 · see citing works
A theory of lexical access in speech production [target paper]
Levelt, W. J. M., Roelofs, A., & Meyer, A. S. (1999) · Radboud Repository (Radboud University) · doi:10.1017/s0140525x99001776 · Cited by 5,173 · see citing works
Premotor cortex and the recognition of motor actions
Rizzolatti, G., Fadiga, L., Gallese, V., & Fogassi, L. (1996) · Cognitive Brain Research · doi:10.1016/0926-6410(95)00038-0 · Cited by 4,870 · see citing works
Friston, K. J., Harrison, L., & Penny, W. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00202-7 · Cited by 4,583 · see citing works
Psychophysiological and Modulatory Interactions in Neuroimaging
Friston, K. J., Buechel, C., Fink, G. R., Morris, J., Rolls, E., & Dolan, R. J. (1997) · NeuroImage · doi:10.1006/nimg.1997.0291 · Cited by 3,097 · see citing works
Analysis of fMRI Time-Series Revisited
Friston, K. J., Holmes, A. P., Poline, J., Grasby, P. M., Williams, S., Frackowiak, R. S. J., & Turner, R. (1995) · NeuroImage · doi:10.1006/nimg.1995.1007 · Cited by 2,504 · see citing works
Action observation activates premotor and parietal areas in a somatotopic manner: an fMRI study
Buccino, G., Binkofski, F., Fink, G. R., Fadiga, L., Fogassi, L., Gallese, V., Seitz, R. J., Zilles, K., Rizzolatti, G., & Freund, H. ‐. (2001) · European Journal of Neuroscience · doi:10.1111/j.1460-9568.2001.01385.x · Cited by 2,488 · see citing works
Action observation activates premotor and parietal areas in a somatotopic manner: an fMRI study
Buccino, G., Binkofski, F., Fink, G. R., Fadiga, L., Fogassi, L., Gallese, V., Seitz, R. J., Zilles, K., Rizzolatti, G., & Freund, H. (2001) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.2001.01385.x · Cited by 2,471 · see citing works
Hickok, G., & Poeppel, D. (2004) · Cognition · doi:10.1016/j.cognition.2003.10.011 · Cited by 2,212 · see citing works
(1960) · Medical Journal of Australia · doi:10.5694/j.1326-5377.1960.tb76238.x · Cited by 2,178 · see citing works
The spatial and temporal signatures of word production components
Indefrey, P., & Levelt, W. J. M. (2004) · Cognition · doi:10.1016/j.cognition.2002.06.001 · Cited by 2,144 · see citing works
Functional Connectivity: The Principal-Component Analysis of Large (PET) Data Sets
Friston, K. J., Frith, C., Liddle, P., & Frackowiak, R. (1993) · Journal of Cerebral Blood Flow and Metabolism · doi:10.1038/jcbfm.1993.4 · Cited by 2,094 · see citing works
Brain mechanisms linking language and action
Pulvermüller, F. (2005) · Nature Reviews Neuroscience · doi:10.1038/nrn1706 · Cited by 1,828 · see citing works
Raichle, M. E., & Mintun, M. A. (2006) · Annual Review of Neuroscience · doi:10.1146/annurev.neuro.29.051605.112819 · Cited by 1,630 · see citing works
Human temporal lobe activation by speech and nonspeech sounds
Binder, J. R. (2000) · Cerebral Cortex · doi:10.1093/cercor/10.5.512 · Cited by 1,345 · see citing works
The Cerebral Cortex of Man: A Clinical Study of Localization of Function
(1968) · JAMA · doi:10.1001/jama.1968.03150020096041 · Cited by 1,218 · see citing works
Articulatory gestures as phonological units
Browman, C. P., & Goldstein, L. M. (1989) · Phonology · doi:10.1017/s0952675700001019 · Cited by 1,216 · see citing works
Identification of a pathway for intelligible speech in the left temporal lobe
Scott, S. K. (2000) · Brain · doi:10.1093/brain/123.12.2400 · Cited by 1,143 · see citing works
Towards a functional neuroanatomy of speech perception
Hickok, G. S., & Poeppel, D. (2000) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01463-7 · Cited by 1,136 · see citing works
Coupling Between Neuronal Firing, Field Potentials, and fMRI in Human Auditory Cortex
Mukamel, R., Gelbard, H., Arieli, A., Hasson, U., Fried, I., & Malach, R. (2005) · Science · doi:10.1126/science.1110913 · Cited by 1,023 · see citing works
Neural modeling and imaging of the cortical interactions underlying syllable production
Guenther, F. H., Ghosh, S. S., & Tourville, J. A. (2006) · Brain and Language · doi:10.1016/j.bandl.2005.06.001 · Cited by 879 · see citing works
Self-citationStructural equation modeling and its application to network analysis in functional brain imaging
McLntosh, A. R., & Gonzalez-Lima, F. (1994) · Human Brain Mapping · doi:10.1002/hbm.460020104 · Cited by 838 · see citing works
Lichteim, L. (1885) · Brain · doi:10.1093/brain/7.4.433 · Cited by 830 · see citing works
Sensorimotor Adaptation in Speech Production
Houde, J. F., & Jordan, M. I. (1998) · Science · doi:10.1126/science.279.5354.1213 · Cited by 770 · see citing works
Morosan, P., Rademacher, J., Schleicher, A., Amunts, K., Schormann, T., & Zilles, K. (2001) · NeuroImage · doi:10.1006/nimg.2000.0715 · Cited by 761 · see citing works
Der aphasische Symptomencomplex: Eine psychologische Studie auf anatomischer Basis
Wernicke, C. (1874) · MPG.PuRe (Max Planck Society) · Cited by 677 · see citing works
A direct quantitative relationship between the functional properties of human and macaque V5
Rees, G. E., Friston, K. J., & Koch, C. (2000) · Nature Neuroscience · doi:10.1038/76673 · Cited by 650 · see citing works
Neural mechanisms underlying auditory feedback control of speech
Tourville, J. A., Reilly, K. J., & Guenther, F. H. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2007.09.054 · Cited by 649 · see citing works
Self-citationNeurophysiology of the BOLD fMRI Signal in Awake Monkeys
Goense, J. B. M., & Logothetis, N. K. (2008) · Current Biology · doi:10.1016/j.cub.2008.03.054 · Cited by 583 · see citing works
Marreiros, A. C., Stephan, K. E., & Friston, K. J. (2010) · Scholarpedia · doi:10.4249/scholarpedia.9568 · Cited by 564 · see citing works
Do speakers have access to a mental syllabary?
Levelt, W. J. M., & Wheeldon, L. R. (1994) · Cognition · doi:10.1016/0010-0277(94)90030-2 · Cited by 559 · see citing works
An fMRI investigation of syllable sequence production
Bohland, J. W., & Guenther, F. H. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.04.173 · Cited by 545 · see citing works
Self-citationGuenther, F. H. (1995) · Psychological Review · doi:10.1037/0033-295x.102.3.594 · Cited by 473 · see citing works
Self-citationBuchsbaum, B. R., Hickok, G. S., & Humphries, C. (2001) · Cognitive Science · doi:10.1207/s15516709cog2505_2 · Cited by 469 · see citing works
THE ANATOMICAL BASIS OF CONDUCTION APHASIA
Damásio, H., & Damásio, A. R. (1980) · Brain · doi:10.1093/brain/103.2.337 · Cited by 458 · see citing works
Maeda, S. (1990) · Springer eBooks · doi:10.1007/978-94-009-2037-8_6 · Cited by 430 · see citing works
A theoretical investigation of reference frames for the planning of speech movements.
Guenther, F. H., Hampson, M., & Johnson, D. (1998) · Psychological Review · doi:10.1037/0033-295x.105.4.611-633 · Cited by 424 · see citing works
Self-citationLateralization of auditory language functions: A dynamic dual pathway model
Friederici, A. D., & Alter, K. (2003) · Brain and Language · doi:10.1016/s0093-934x(03)00351-1 · Cited by 412 · see citing works
Neurometabolic coupling in cerebral cortex reflects synaptic more than spiking activity
Viswanathan, A., & Freeman, R. D. (2007) · Nature Neuroscience · doi:10.1038/nn1977 · Cited by 397 · see citing works
Neural representations and mechanisms for the performance of simple speech sequences
Bohland, J. W., Bullock, D., & Guenther, F. H. (2010) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21306 · Cited by 393 · cited 1× · see citing works
“…Mapping hypothesized based on imaging studies (e.g., Ghosh et al., 2008; Tourville et al., 2008). t1:15 Tongue 1 (−60.2, −2.8, 27) (62.9, −1.5, 28.9) Mapping hypothesized based on Boling et al. (2002) and supported by somatosensory evoked potential study of humans (McCarthy et al., 1993). t1:16…”
BackgroundInfluentialMathiesen, C., Caesar, K., Akgören, N., & Lauritzen, M. (1998) · The Journal of Physiology · doi:10.1111/j.1469-7793.1998.555be.x · Cited by 375 · see citing works
A Four-Dimensional Probabilistic Atlas of the Human Brain
Mazziotta, J. C., Toga, A. W., Evans, A. C., Fox, P. T., Lancaster, J. L., Zilles, K., Woods, R. P., Paus, T., Simpson, G., Pike, G. B., et al. (2001) · Journal of the American Medical Informatics Association · doi:10.1136/jamia.2001.0080401 · Cited by 375 · see citing works
Spikes versus BOLD: what does neuroimaging tell us about neuronal activity?
Heeger, D. J., Huk, A. C., Geisler, W. S., & Albrecht, D. G. (2000) · Nature Neuroscience · doi:10.1038/76572 · Cited by 364 · see citing works
Abbs, J. H., & Gracco, V. (1984) · Journal of Neurophysiology · doi:10.1152/jn.1984.51.4.705 · Cited by 358 · see citing works
Somatosensory basis of speech production
Tremblay, S. M., Shiller, D. M., & Ostry, D. J. (2003) · Nature · doi:10.1038/nature01710 · Cited by 353 · see citing works
fMRI reveals two distinct cerebral networks subserving speech motor control
Riecker, A., Mathiak, K., Wildgruber, D., Erb, M., Hertrich, I., Grodd, W., & Ackermann, H. (2005) · Neurology · doi:10.1212/01.wnl.0000152156.90779.89 · Cited by 327 · see citing works
Modelling functional integration: a comparison of structural equation and dynamic causal models
Penny, W. D., Stephan, K. E., Mechelli, A., & Friston, K. J. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.07.041 · Cited by 325 · see citing works
Rivier, F., & Clarke, S. (1997) · NeuroImage · doi:10.1006/nimg.1997.0304 · Cited by 311 · see citing works
Caviness, V. S., Meyer, J. W., Makris, N., & Kennedy, D. N. (1996) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.1996.8.6.566 · Cited by 298 · see citing works
Event-Related fMRI of the Auditory Cortex
Belin, P., Zatorre, R. J., Hoge, R. D., Evans, A. C., & Pike, G. B. (1999) · NeuroImage · doi:10.1006/nimg.1999.0480 · Cited by 296 · see citing works
Max, L., Guenther, F. H., Gracco, V. L., Ghosh, S. S., & Wallace, M. (2004) · Contemporary Issues in Communication Science and Disorders · doi:10.1044/cicsd_31_s_105 · Cited by 289 · see citing works
Self-citationA larynx area in the human motor cortex
Brown, S., Ngan, E., & Liotti, M. (2008) · Cerebral Cortex · doi:10.1093/cercor/bhm131 · Cited by 286 · see citing works
fMRI Evaluation of Somatotopic Representation in Human Primary Motor Cortex
Lotze, M., Erb, M., Flor, H., Hülsmann, E., Godde, B., & Grodd, W. (2000) · NeuroImage · doi:10.1006/nimg.2000.0556 · Cited by 270 · see citing works
Adaptive control of vowel formant frequency: Evidence from real-time formant manipulation
Purcell, D. W., & Munhall, K. G. (2006) · The Journal of the Acoustical Society of America · doi:10.1121/1.2217714 · Cited by 270 · see citing works
The Cerebral Cortex of Man: A Clinical Study of Localization of Function
(1951) · Archives of Ophthalmology · doi:10.1001/archopht.1951.01700010242018 · Cited by 268 · see citing works
A neural network model of speech acquisition and motor equivalent speech production
Guenther, F. H. (1994) · Biological Cybernetics · doi:10.1007/bf00206237 · Cited by 263 · see citing works
Self-citationGracco, V., & Abbs, J. H. (1985) · Journal of Neurophysiology · doi:10.1152/jn.1985.54.2.418 · Cited by 263 · see citing works
Neural correlates of verbal feedback processing: an fMRI study employing overt speech
Christoffels, I. K., Formisano, E., & Schiller, N. O. (2007) · Human Brain Mapping · doi:10.1002/hbm.20315 · Cited by 254 · see citing works
Lindblom, B. E. F., LUBKER, J. F., & Gay, T. (1979) · Journal of Phonetics · doi:10.1016/s0095-4470(19)31046-0 · Cited by 235 · see citing works
The neural bases of prosody: insights from lesion studies and neuroimaging.
BAUM, S. R., & PELL, M. D. (1999) · Aphasiology · doi:10.1080/026870399401957 · Cited by 227 · see citing works
The Role of the Human Thalamus in Language and Memory: Evidence from Electrophysiological Studies
Johnson, M. D., & Ojemann, G. A. (2000) · Brain and Cognition · doi:10.1006/brcg.1999.1101 · Cited by 214 · see citing works
The evolutionary origin of the language areas in the human brain. A neuroanatomical perspective
Aboitiz, F., & Ricardo Garcı́a, V. (1997) · Brain Research Reviews · doi:10.1016/s0165-0173(97)00053-2 · Cited by 213 · see citing works
Civier, O., Tasko, S. M., & Guenther, F. H. (2010) · Journal of Fluency Disorders · doi:10.1016/j.jfludis.2010.05.002 · Cited by 197 · see citing works
Self-citationAn fMRI Study of Verbal Self-monitoring: Neural Correlates of Auditory Verbal Feedback
Fu, C. H. Y., Vythelingum, G. N., Brammer, M. J., Williams, S., Amaro, E., Andrew, C., Yágüez, L., van Haren, N. E. M., Matsumoto, K., & McGuire, P. K. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhj039 · Cited by 187 · see citing works
Hashimoto, Y., & Sakai, K. L. (2003) · Human Brain Mapping · doi:10.1002/hbm.10119 · Cited by 186 · see citing works
Assaf, Y., & Cohen, Y. (2000) · Magnetic Resonance in Medicine · doi:10.1002/(sici)1522-2594(200002)43:2 · Cited by 184 · see citing works
Region of interest based analysis of functional imaging data
Nieto-Castañón, A., Ghosh, S., Tourville, J. A., & Guenther, F. H. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00188-5 · Cited by 176 · see citing works
Self-citationBauer, J. J., Mittal, J., Larson, C. R., et al. (2006) · The Journal of the Acoustical Society of America · doi:10.1121/1.2173513 · Cited by 166 · see citing works
Speech deficits in ischaemic cerebellar lesions
Ackermann, H., Vogel, M., Petersen, D., & Poremba, M. (1992) · Journal of Neurology · doi:10.1007/bf00839144 · Cited by 162 · see citing works
Della‐Maggiore, V., Sekuler, A. B., Grady, C. L., Bennett, P., Sekuler, R., & McIntosh, A. R. (2000) · Journal of Neuroscience · doi:10.1523/jneurosci.20-22-08410.2000 · Cited by 152 · see citing works
Production of bite-block vowels: Acoustic equivalence by selective compensation
Gay, T., Lindblom, B. E. F., & LUBKER, J. F. (1981) · The Journal of the Acoustical Society of America · doi:10.1121/1.385591 · Cited by 150 · see citing works
Neural substrates of visuomotor learning based on improved feedback control and prediction
Grafton, S. T., Schmitt, P. J., Horn, J. D. V., & Diedrichsen, J. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.09.062 · Cited by 148 · see citing works
Callan, D. E., Kent, R. D., Guenther, F. H., & Vorperian, H. K. (2000) · Journal of Speech Language and Hearing Research · doi:10.1044/jslhr.4303.721 · Cited by 146 · see citing works
Self-citationUnderstanding the nature of apraxia of speech: Theory, analysis, and treatment
Ballard, K. J., Granier, J. P., & Robin, D. A. (2000) · Aphasiology · doi:10.1080/02687030050156575 · Cited by 137 · see citing works
Remapping auditory-motor representations in voice production.
Jones, J. A., & Munhall, K. (2005) · Current Biology · doi:10.1016/j.cub.2005.08.063 · Cited by 137 · see citing works
"Compensatory Articulation" Under Conditions of Reduced Afferent Information
Kelso, J. A. S., & Tuller, B. (1983) · Journal of Speech Language and Hearing Research · doi:10.1044/jshr.2602.217 · Cited by 124 · see citing works
Somatosensory Precision in Speech Production
Nasir, S. M., & Ostry, D. J. (2006) · Current Biology · doi:10.1016/j.cub.2006.07.069 · Cited by 115 · see citing works
Representation of Sound Categories in Auditory Cortical Maps
Guenther, F. H., Nieto-Castañón, A., Ghosh, S., & Tourville, J. A. (2004) · Journal of Speech Language and Hearing Research · doi:10.1044/1092-4388(2004/005 · Cited by 113 · see citing works
Self-citationPrincipal neuron spiking: neither necessary nor sufficient for cerebral blood flow in rat cerebellum
Thomsen, K., Offenhauser, N., & Lauritzen, M. (2004) · The Journal of Physiology · doi:10.1113/jphysiol.2004.068072 · Cited by 109 · see citing works
Computational Neural Modeling of Speech Motor Control in Childhood Apraxia of Speech (CAS)
Terband, H., Maassen, B., Guenther, F. H., & Brumberg, J. S. (2009) · Journal of Speech Language and Hearing Research · doi:10.1044/1092-4388(2009/07-0283 · Cited by 105 · see citing works
Self-citationNeural correlates of auditory feedback control in human
Toyomura, A., Koyama, S., Miyamaoto, T., Terao, A., Omori, T., Murohashi, H., & Kuriki, S. (2007) · Neuroscience · doi:10.1016/j.neuroscience.2007.02.023 · Cited by 102 · see citing works
The representation of articulation in the primary sensorimotor cortex
Lotze, M., Seggewies, G., Erb, M., Grodd, W., & Birbaumer, N. (2000) · Neuroreport · doi:10.1097/00001756-200009110-00032 · Cited by 100 · see citing works
McCarthy, G., Allison, T., & Spencer, D. D. (1993) · Journal of neurosurgery · doi:10.3171/jns.1993.79.6.0874 · Cited by 88 · see citing works
Fink, G. R., Corfield, D. R., Murphy, K., Kobayashi, I., Dettmers, C., Adams, L., Frackowiak, R. S., & Guz, A. (1996) · Journal of Applied Physiology · doi:10.1152/jappl.1996.81.3.1295 · Cited by 78 · see citing works
A Neurobehavioral Approach to Dysprosody
Sidtis, J. J., & Sidtis, D. V. L. (2003) · Seminars in Speech and Language · doi:10.1055/s-2003-38901 · Cited by 75 · see citing works
Confusion and Disturbance of Speech from Stimulation in Vicinity of the Head of the Caudate Nucleus
Buren, J. M. V. (1963) · Journal of neurosurgery · doi:10.3171/jns.1963.20.2.0148 · Cited by 64 · see citing works
Inferior central sulcus: variations of anatomy and function on the example of the motor tongue area
Fesl, G., Moriggl, B., Schmid, U. D., Naidich, T. P., Herholz, K., & Yousry, T. A. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00299-4 · Cited by 59 · see citing works
Nieto-Castañón, A., Guenther, F. H., Perkell, J. S., & Curtin, H. D. (2005) · The Journal of the Acoustical Society of America · doi:10.1121/1.1893271 · Cited by 56 · see citing works
Self-citationCortical Sensorimotor Control in Vocalization: A Functional Magnetic Resonance Imaging Study
Olthoff, A., Baudewig, J., Kruse, E., & Dechent, P. (2008) · The Laryngoscope · doi:10.1097/mlg.0b013e31817fd40f · Cited by 50 · see citing works
MacNeilage, P. F., Rootes, T. P., & Chase, R. A. (1967) · Journal of Speech and Hearing Research · doi:10.1044/jshr.1003.449 · Cited by 46 · see citing works
Functional topography of the low postcentral area
Boling, W., Reutens, D. C., & Olivier, A. (2002) · Journal of neurosurgery · doi:10.3171/jns.2002.97.2.0388 · Cited by 44 · see citing works
Norman, S. E., & Baratz, R. (1979) · AJN American Journal of Nursing · doi:10.2307/3469874 · Cited by 38 · see citing works
A cortical and cerebellar parcellation system for speech studies
Tourville, J. A., & Guenther, F. H. (2010) · Cited by 15 · see citing works
Self-citationHow is auditory feedback processed during speaking?
Houde, J. F., & Nagarajan, S. S. (2007) · The Journal of the Acoustical Society of America · doi:10.1121/1.2943029 · Cited by 3 · see citing works
Mathiesen, C., Caesar, K., Akgören, N., & Lauritzen, M. (1998) · NeuroImage · doi:10.1016/s1053-8119(18)31132-7 · Cited by 1 · see citing works
Ghosh (2008) · doi:10.1044/1092-4388(2008/07-0119
Flagged first, then by citations
Research works printed but not linked: 4
- Ghosh SS Understanding cortical and cerebellar contributions to speech production through modeling and functional imaging PhD thesis 2005 Boston University Boston, MA
- Gracco VL Peters H Hultsijn W Starkweather CW Sensorimotor mechanisms in speech motor control Speech Motor Control and Stuttering 1991 53 78 Elsevier North Holland
- McNeil MR Robin DA Schmidt RA Apraxia of speech: Definition and differential diagnosis 2007 Thieme New York 2nd ed.
- Robin DA Guenther FH Narayana S Jacks A Tourville JA Ramage AE Lancaster JL Franklin C Ghosh S Fox PT A transcranial magnetic stimulation virtual lesion study of speech 2008 Proceedings of the Conference on Motor Speech Monterey, California
Cited by
Sorted by citations
Price, C. J. (2012) · NeuroImage · doi:10.1016/j.neuroimage.2012.04.062 · Cited by 2,159 · see citing works
Computational neuroanatomy of speech production
Hickok, G. (2012) · Nature Reviews Neuroscience · doi:10.1038/nrn3158 · Cited by 837 · see citing works
Sensory-motor networks involved in speech production and motor control: an fMRI study
Behroozmand, R., Shebek, R., Hansen, D. R., Oya, H., Robin, D. A., Howard, M. A., & Greenlee, J. D. W. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.01.040 · Cited by 194 · see citing works
Damage to Broca’s area does not contribute to long-term speech production outcome after stroke
Gajardo-Vidal, A., Lorca-Puls, D. L., team, P., Warner, H., Pshdary, B., Crinion, J. T., Leff, A. P., Hope, T. M. H., Geva, S., Seghier, M. L., et al. (2021) · Brain · doi:10.1093/brain/awaa460 · Cited by 150 · see citing works
A comparison of sensory-motor activity during speech in first and second languages
Simmonds, A. J., Wise, R. J. S., Dhanjal, N. S., & Leech, R. (2011) · Journal of Neurophysiology · doi:10.1152/jn.00343.2011 · Cited by 56 · see citing works
Two tongues, one brain: imaging bilingual speech production
Simmonds, A. J., Wise, R. J. S., & Leech, R. (2011) · Frontiers in Psychology · doi:10.3389/fpsyg.2011.00166 · Cited by 55 · see citing works
- Authors
- Golfinopoulos, E., Tourville, J. A., & Guenther, F. H.
- Affiliations
- Boston University (US)
- Corresponding author
- Golfinopoulos, E.
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2010-09
- Volume
- 52
- Issue
- 3
- Pages
- 862-874
- ISSN
- 1053-8119 (ISSN-L)
- PMC
- PMC2891349
- OpenAlex
- W1977059764
- Cited by
- 200
- References
- 98
- Citations by year
- 2026: 4 · 2025: 7 · 2024: 4 · 2023: 12 · 2022: 15 · 2021: 8 · 2020: 12 · 2019: 11 · 2018: 7 · 2017: 12 · 2016: 9 · 2015: 29 · 2014: 18 · 2013: 22 · 2012: 14
- FWCI
- 4.84
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Deafness and other Communication Disorders (R01 DC02852)
- National Center for Research Resources (P41RR14075)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Phonetics and Phonology Research
- Social Sciences › Psychology › Developmental and Educational Psychology › Language Development and Disorders
- Keywords
- speech motor control, DIVA model, neural network model, speech production, speech development, articulatory kinematics, sensorimotor integration, effective connectivity, region of interest analysis
- MeSH terms
- Brain Mapping, Humans, Magnetic Resonance Imaging, Models, Neurological, Speech, Speech Production Measurement, Neural Networks, Computer
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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