Brain networks involved in haptic and visual identification of facial expressions of emotion: an fMRI study
Abstract
Previous neurophysiological and neuroimaging studies have shown that a cortical network involving the inferior frontal gyrus (IFG), inferior parietal lobe (IPL) and cortical areas in and around the posterior superior temporal sulcus (pSTS) region is employed in action understanding by vision and audition. However, the brain regions that are involved in action understanding by touch are unknown. Lederman et al. (2007) recently demonstrated that humans can haptically recognize facial expressions of emotion (FEE) surprisingly well. Here, we report a functional magnetic resonance imaging (fMRI) study in which we test the hypothesis that the IFG, IPL and pSTS regions are involved in haptic, as well as visual, FEE identification. Twenty subjects haptically or visually identified facemasks with three different FEEs (disgust, neutral and happiness) and casts of shoes (shoes) of three different types. The left posterior middle temporal gyrus, IPL, IFG and bilateral precentral gyrus were activated by FEE identification relative to that of shoes, regardless of sensory modality. By contrast, an inferomedial part of the left superior parietal lobule was activated by haptic, but not visual, FEE identification. Other brain regions, including the lingual gyrus and superior frontal gyrus, were activated by visual identification of FEEs, relative to haptic identification of FEEs. These results suggest that haptic and visual FEE identification rely on distinct but overlapping neural substrates including the IFG, IPL and pSTS region.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Girls may use the cuneus and lingual gyrus, which are involved in emotional face processing, for socio-emotional processing as a distinct mechanism supporting connectivity patterns that manifest as sexually dimorphic social behavior.
“Alternatively, girls may rely on regions such as the cuneus and LG, which are implicated in emotional face processing (Bremner et al., 2004, Kitada et al., 2010, Kret et al., 2011), for socio-emotional processing as a distinct mechanism supporting neural functional connectivity patterns that in turn manifest into sexually dimorphic social behavior.”
From Developmental sex differences in resting state functional connectivity of amygdala sub-regions (2015) · cites this paper as Kitada et al., 2010
Cites
The assessment and analysis of handedness: The Edinburgh inventory
Oldfield, R. C. (1971) · Neuropsychologia · doi:10.1016/0028-3932(71)90067-4 · Cited by 35,900 · see citing works
Statistical parametric maps in functional imaging: A general linear approach
Friston, K. J., Holmes, A. P., Worsley, K. J., Poline, J. ‐., Frith, C. D., & Frackowiak, R. S. J. (1994) · Human Brain Mapping · doi:10.1002/hbm.460020402 · Cited by 9,688 · see citing works
The fusiform face area: a module in human extrastriate cortex specialized for face perception
Kanwisher, N., McDermott, J., & Chun, M. M. (1997) · The Journal of Neuroscience · doi:10.1523/jneurosci.17-11-04302.1997 · Cited by 7,738 · see citing works
Basic objects in natural categories
Rosch, E., Mervis, C. B., Gray, W. D., Johnson, D. M., & Boyes-Braem, P. (1976) · Cognitive Psychology · doi:10.1016/0010-0285(76)90013-x · Cited by 5,643 · see citing works
The distributed human neural system for face perception
Haxby, J. V., Hoffman, E. A., & Gobbini, M. I. (2000) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01482-0 · Cited by 4,891 · 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
A new SPM toolbox for combining probabilistic cytoarchitectonic maps and functional imaging data
Eickhoff, S. B., Stephan, K. E., Mohlberg, H., Grefkes, C., Fink, G. R., Amunts, K., & Zilles, K. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2004.12.034 · Cited by 4,033 · see citing works
Spatial registration and normalization of images
Friston, K. J., Ashburner, J., Frith, C., Poline, J.-B., Heather, J. D., & Frackowiak, R. S. J. (1995) · Human Brain Mapping · doi:10.1002/hbm.460030303 · Cited by 3,744 · see citing works
Neurophysiological mechanisms underlying the understanding and imitation of action
Rizzolatti, G., Fogassi, L., & Gallese, V. (2001) · Nature Reviews Neuroscience · doi:10.1038/35090060 · Cited by 3,302 · see citing works
Cortical mechanisms of human imitation
Iacoboni, M., Woods, R. P., Brass, M., Bekkering, H., Mazziotta, J. C., & Rizzolatti, G. (1999) · Science · doi:10.1126/science.286.5449.2526 · Cited by 2,683 · see citing works
Social perception from visual cues: Role of the STS region
Allison, T., Puce, A., & McCarthy, G. (2000) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(00)01501-1 · Cited by 2,461 · see citing works
Analysis of fMRI Time-Series Revisited—Again
Worsley, K. J., & Friston, K. J. (1995) · NeuroImage · doi:10.1006/nimg.1995.1023 · Cited by 2,198 · see citing works
Hand movements: A window into haptic object recognition
Lederman, S. J., & Klatzky, R. L. (1987) · Cognitive Psychology · doi:10.1016/0010-0285(87)90008-9 · Cited by 2,016 · see citing works
Self-citationParietal Lobe: From Action Organization to Intention Understanding
Fogassi, L., Ferrari, P. F., Gesierich, B., Rozzi, S., Chersi, F., & Rizzolatti, G. (2005) · Science · doi:10.1126/science.1106138 · Cited by 1,990 · see citing works
Neural mechanisms of empathy in humans: a relay from neural systems for imitation to limbic areas
Carr, L., Iacoboni, M., Dubeau, M.-C., Mazziotta, J. C., & Lenzi, G. L. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0935845100 · Cited by 1,978 · see citing works
Valid conjunction inference with the minimum statistic
Nichols, T. E., Brett, M., Andersson, J., Wager, T. D., & Poline, J. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2004.12.005 · Cited by 1,854 · see citing works
Analysis of functional MRI time‐series
Friston, K. J., Jezzard, P., & Turner, R. (1994) · Human Brain Mapping · doi:10.1002/hbm.460010207 · Cited by 1,835 · see citing works
Hearing Sounds, Understanding Actions: Action Representation in Mirror Neurons
Kohler, E., Keysers, C., Umiltà, M. A., Fogassi, L., Gallese, V., & Rizzolatti, G. (2002) · Science · doi:10.1126/science.1070311 · Cited by 1,801 · see citing works
Unconscious facial reactions to emotional facial expressions
Dimberg, U., Thunberg, M., & Elmehed, K. (2000) · Psychological Science · doi:10.1111/1467-9280.00221 · Cited by 1,788 · see citing works
A specific neural substrate for perceiving facial expressions of disgust
Phillips, M. L., Young, A. W., Senior, C., Brammer, M., Andrew, C., Calder, A. J., Bullmore, E. T., Perrett, D. I., Rowland, D., Williams, S. C. R., et al. (1997) · Nature · doi:10.1038/39051 · Cited by 1,609 · see citing works
The mirror neuron system and the consequences of its dysfunction
Iacoboni, M., & Dapretto, M. (2006) · Nature reviews. Neuroscience · doi:10.1038/nrn2024 · Cited by 1,401 · see citing works
Modulating emotional responses: effects of a neocortical network on the limbic system
Hariri, A. R., Bookheimer, S. Y., & Mazziotta, J. C. (2000) · NeuroReport · doi:10.1097/00001756-200001170-00009 · Cited by 1,277 · see citing works
Construction of a 3D probabilistic atlas of human cortical structures
Shattuck, D. W., Mirza, M., Adisetiyo, V., Hojatkashani, C., Salamon, G., Narr, K. L., Poldrack, R. A., Bilder, R. M., & Toga, A. W. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.09.031 · Cited by 1,208 · see citing works
Detecting activations in PET and fMRI: levels of inference and power
Friston, K. J., Holmes, A., Poline, J.-B., Price, C. J., & Frith, C. D. (1996) · NeuroImage · doi:10.1006/nimg.1996.0074 · Cited by 1,148 · cited 2× · see citing works
“The statistical threshold for the spatial extent test on the clusters was set at p b 0.05 and corrected for multiple comparisons over the search volume (Friston et al., 1996).”
InfluentialCavada, C., & Goldman, P. S. (1989) · The Journal of Comparative Neurology · doi:10.1002/cne.902870403 · Cited by 1,127 · see citing works
Grafton, S., Arbib, M., Fadiga, L., & Rizzolatti, G. (1996) · Experimental Brain Research · doi:10.1007/bf00227183 · Cited by 1,045 · see citing works
Visual cells in the temporal cortex sensitive to face view and gaze direction
Perrett, D. I., Smith, P., Potter, D. D., Mistlin, A. J., Head, A., Milner, A. D., & Jeeves, M. A. (1985) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.1985.0003 · Cited by 932 · see citing works
Neuropsychology of fear and loathing
Calder, A. J., Lawrence, A. D., & Young, A. W. (2001) · Nature reviews. Neuroscience · doi:10.1038/35072584 · Cited by 927 · see citing works
Generalisability, Random Effects & Population Inference
Holmes, A. P., & Friston, K. J. (1998) · NeuroImage · doi:10.1016/s1053-8119(18)31587-8 · Cited by 906 · see citing works
Processing of Social and Monetary Rewards in the Human Striatum
Izuma, K., Saito, D. N., & Sadato, N. (2008) · Neuron · doi:10.1016/j.neuron.2008.03.020 · Cited by 855 · see citing works
Impaired recognition and experience of disgust following brain injury
Calder, A. J., Keane, J., Manes, F., Antoun, N., & Young, A. W. (2000) · Nature Neuroscience · doi:10.1038/80586 · Cited by 850 · see citing works
Neural responses to facial and vocal expressions of fear and disgust
Phillips, M. L., Young, A. W., Scott, S. K., Calder, A., Andrew, C., Giampietro, V., Williams, S., Bullmore, E. T., Brammer, M. J., & Gray, J. A. (1998) · Proceedings of the Royal Society B Biological Sciences · doi:10.1098/rspb.1998.0506 · Cited by 817 · see citing works
Fundamentals of nonverbal behavior
Feldman, R. S., & Rimé, B. (1991) · Medical Entomology and Zoology · Cited by 750 · see citing works
Ferrari, P. F., Gallese, V., Rizzolatti, G., & Fogassi, L. (2003) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.2003.02601.x · Cited by 728 · see citing works
Classical and Bayesian Inference in Neuroimaging: Applications
Friston, K. J., Glaser, D. E., Henson, R. N., Kiebel, S. J., Phillips, C. L. M., & Ashburner, J. (2002) · NeuroImage · doi:10.1006/nimg.2002.1091 · Cited by 709 · see citing works
Lahav, A., Saltzman, E. L., & Schlaug, G. (2007) · Journal of Neuroscience · doi:10.1523/jneurosci.4822-06.2007 · Cited by 649 · see citing works
Two different areas within the primary motor cortex of man
Geyer, S., Ledberg, A., Schleicher, A., Kinomura, S., Schormann, T., Bürgel, U., Klingberg, T., Larsson, J. T., Zilles, K., & Roland, P. E. (1996) · Nature · doi:10.1038/382805a0 · Cited by 645 · see citing works
Stochastic Designs in Event-Related fMRI
Friston, K. J., Zarahn, E., Josephs, O., Henson, R. N., & Dale, A. M. (1999) · NeuroImage · doi:10.1006/nimg.1999.0498 · Cited by 634 · see citing works
Visuo-haptic object-related activation in the ventral visual pathway
Amedi, A., Malach, R., Hendler, T., Peled, S., & Zohary, E. (2001) · Nature Neuroscience · doi:10.1038/85201 · Cited by 630 · see citing works
Friston, K. J., Penny, W. D., & Glaser, D. E. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2005.01.013 · Cited by 578 · see citing works
Functional imaging of face and hand imitation: towards a motor theory of empathy
Leslie, K. R., Johnson-Frey, S. H., & Grafton, S. T. (2003) · NeuroImage · doi:10.1016/j.neuroimage.2003.09.038 · Cited by 514 · see citing works
Unraveling multisensory integration: patchy organization within human STS multisensory cortex
Beauchamp, M. S., Argall, B. D., Bodurka, J., Duyn, J. H., & Martin, A. (2004) · Nature Neuroscience · doi:10.1038/nn1333 · Cited by 513 · see citing works
Rapid facial reactions to emotional facial expressions
Dimberg, U., & Thunberg, M. (1998) · Scandinavian Journal of Psychology · doi:10.1111/1467-9450.00054 · Cited by 490 · see citing works
Beyond sensory images: Object-based representation in the human ventral pathway
Pietrini, P., Furey, M. L., Ricciardi, E., Gobbini, M. I., Wu, C. W. ‐., Cohen, L. G., Guazzelli, M., & Haxby, J. V. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0400707101 · Cited by 484 · see citing works
Optimization of experimental design in fMRI: a general framework using a genetic algorithm
Wager, T. D., & Nichols, T. E. (2003) · NeuroImage · doi:10.1016/s1053-8119(02)00046-0 · Cited by 458 · see citing works
Neural substrates of facial emotion processing using fMRI
West, M. L. K., Andersen, A. H., Smith, C. D., Avison, M. J., Davis, C. E., Kryscio, R. J., & Blonder, L. X. (2001) · Cognitive Brain Research · doi:10.1016/s0926-6410(00)00073-2 · Cited by 437 · see citing works
Haptic study of three-dimensional objects activates extrastriate visual areas
James, T. W., Humphrey, G. K., Gati, J. S., Servos, P., Menon, R. S., & Goodale, M. A. (2002) · Neuropsychologia · doi:10.1016/s0028-3932(02)00017-9 · Cited by 418 · see citing works
Attention to emotion modulates fMRI activity in human right superior temporal sulcus
Narumoto, J., Okada, T., Sadato, N., Fukui, K., & Yonekura, Y. (2001) · Cognitive Brain Research · doi:10.1016/s0926-6410(01)00053-2 · Cited by 359 · see citing works
Nishitani, N., & Hari, R. (2002) · Neuron · doi:10.1016/s0896-6273(02)01089-9 · Cited by 350 · see citing works
Seltzer, B., & Pandya, D. Ν. (1994) · The Journal of Comparative Neurology · doi:10.1002/cne.903430308 · Cited by 327 · see citing works
Explicit and Incidental Facial Expression Processing: An fMRI Study
Gorno‐Tempini, M. L., Pradelli, S., Serafini, M., Pagnoni, G., Baraldi, P., Porro, C. A., Nicoletti, R., Umità, C., & Nichelli, P. (2001) · NeuroImage · doi:10.1006/nimg.2001.0811 · Cited by 313 · see citing works
Brain Networks Involved in Viewing Angry Hands or Faces
Grosbras, M., & Paus, T. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhj050 · Cited by 267 · see citing works
Haptic classification of common objects: Knowledge-driven exploration
Lederman, S. J., & Klatzky, R. L. (1990) · Cognitive Psychology · doi:10.1016/0010-0285(90)90009-s · Cited by 262 · see citing works
Self-citationProcessing Faces and Facial Expressions
Posamentier, M. T., & Abdi, H. (2003) · Neuropsychology Review · doi:10.1023/a:1025519712569 · Cited by 257 · see citing works
Sathian, K., Zangaladze, A., Hoffman, J. M., & Grafton, S. T. (1997) · Neuroreport · doi:10.1097/00001756-199712220-00008 · Cited by 252 · see citing works
Selective visuo‐haptic processing of shape and texture
Stilla, R. F., & Sathian, K. (2007) · Human Brain Mapping · doi:10.1002/hbm.20456 · Cited by 228 · see citing works
Touch, sound and vision in human superior temporal sulcus
Beauchamp, M. S., Yasar, N. E., Frye, R. E., & Ro, T. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2008.03.015 · Cited by 208 · see citing works
The Microstructural Border Between the Motor and the Cognitive Domain in the Human Cerebral Cortex
Geyer, S. (2004) · Advances in anatomy, embryology and cell biology · doi:10.1007/978-3-642-18910-4 · Cited by 184 · see citing works
Multisensory cortical processing of object shape and its relation to mental imagery
ZHANG, M., Weisser, V. D., Stilla, R. F., Prather, S. C., & Sathian, K. (2004) · Cognitive Affective & Behavioral Neuroscience · doi:10.3758/cabn.4.2.251 · Cited by 160 · see citing works
Voluntary facial expression of emotion: comparing congenitally blind with normally sighted encoders
Galati, D., Scherer, K. R., & Ricci-Bitti, P. E. (1997) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.73.6.1363 · Cited by 112 · see citing works
Kitada, R., Hashimoto, T., Kochiyama, T., Kito, T., Okada, T., Matsumura, M., Lederman, S. J., & Sadato, N. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.11.026 · Cited by 99 · see citing works
Self-citationKitada, R., Kito, T., Saito, D. N., Kochiyama, T., Matsumura, M., Sadato, N., & Lederman, S. J. (2006) · Journal of Neuroscience · doi:10.1523/jneurosci.0822-06.2006 · Cited by 98 · see citing works
Self-citationNeuropsychology of facial expression.
Rinn, W. E. (1991) · Cited by 85 · see citing works
Montgomery, K. J., & Haxby, J. V. (2008) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2008.20127 · Cited by 83 · see citing works
Kitada, R., Johnsrude, I. S., Kochiyama, T., & Lederman, S. J. (2008) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21115 · Cited by 82 · see citing works
Self-citationThe Neural Correlates of Human Working Memory for Haptically Explored Object Orientations
Kaas, A. L., Mier, H. I. V., & Goebel, R. (2006) · Cerebral Cortex · doi:10.1093/cercor/bhl074 · Cited by 75 · see citing works
Orientation discrimination of objects and gratings compared: an fMRI study
Faillenot, I., Sunaert, S. G., Hecke, P. V., & Orban, G. A. (2001) · European Journal of Neuroscience · doi:10.1046/j.1460-9568.2001.01399.x · Cited by 65 · see citing works
Somatosensory Processing in the Human Inferior Prefrontal Cortex
Hagen, M. C., Zald, D. H., Thornton‐Wells, T. A., & Pardo, J. V. (2002) · Journal of Neurophysiology · doi:10.1152/jn.2002.88.3.1400 · Cited by 56 · see citing works
Haptic Recognition of Static and Dynamic Expressions of Emotion in the Live Face
Lederman, S. J., Klatzky, R. L., Abramowicz, A., Salsman, K., Kitada, R., & Hamilton, C. (2007) · Psychological Science · doi:10.1111/j.1467-9280.2007.01866.x · Cited by 47 · see citing works
Self-citationHaptic face identification activates ventral occipital and temporal areas: An fMRI study
Kilgour, A. R., Kitada, R., Servos, P., James, T. W., & Lederman, S. J. (2005) · Brain and Cognition · doi:10.1016/j.bandc.2005.07.004 · Cited by 43 · see citing works
Self-citationCortical activation during a spatiotemporal tactile comparison task
Numminen, J., Schürmann, M., Hiltunen, J., Joensuu, R., Jousmäki, V., Koskinen, S. K., Salmelin, R. H., & Hari, R. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.02.011 · Cited by 27 · see citing works
The influence of familiarity on brain activation during haptic exploration of 3-D facemasks
James, T. W., Servos, P., Kilgour, A. R., Huh, E., & Lederman, S. J. (2006) · Neuroscience Letters · doi:10.1016/j.neulet.2005.12.052 · Cited by 26 · see citing works
Self-citationBroca's region revisited: Cytoarchitecture and intersubject variability
Amunts, K., Schleicher, A., B�rgel, U., Mohlberg, H., Uylings, H. B. M., & Zilles, K. (1999) · The Journal of Comparative Neurology · doi:10.1002/(sici)1096-9861(19990920)412:2
Activation of Broca's area by syntactic processing under conditions of concurrent articulation
Caplan, D., Alpert, N., Waters, G., & Olivieri, A. (2000) · Human Brain Mapping · doi:10.1002/(sici)1097-0193(200002)9:2
Flagged first, then by citations
1 of the 75 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Emotional perception: Meta-analyses of face and natural scene processing
Sabatinelli, D., Fortune, E., Li, Q., Siddiqui, A., Krafft, C., Oliver, W. T., Beck, S. M., & Jeffries, J. (2011) · NeuroImage · doi:10.1016/j.neuroimage.2010.10.011 · Cited by 704 · see citing works
The Relation Between Migraine, Typical Migraine Aura and “Visual Snow”
Schankin, C. J., Maniyar, F., Sprenger, T., Chou, D. E., Eller, M., & Goadsby, P. J. (2014) · Headache The Journal of Head and Face Pain · doi:10.1111/head.12378 · Cited by 170 · see citing works
Brain systems for assessing the affective value of faces
Said, C. P., Haxby, J. V., & Todorov, A. T. (2011) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2010.0351 · Cited by 166 · see citing works
Cascio, C. J., Moana‐Filho, E. J., Guest, S., Nebel, M. B., Weisner, J., Baranek, G. T., & Essick, G. K. (2012) · Autism Research · doi:10.1002/aur.1224 · Cited by 154 · see citing works
Object Domain and Modality in the Ventral Visual Pathway
Yanchao Bi, A., Wang, X., & Caramazza, A. (2016) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2016.02.002 · Cited by 145 · see citing works
The grounding of abstract concepts in the motor and visual system: An fMRI study
Harpaintner, M., Sim, E.-J., Trumpp, N. M., Martin, U., & Kiefer, M. (2019) · Cortex · doi:10.1016/j.cortex.2019.10.014 · Cited by 127 · see citing works
Latini, F., Mårtensson, J., Larsson, E., Fredrikson, M., Åhs, F., Hjortberg, M., Aldskogius, H., & Ryttlefors, M. (2017) · Brain Research · doi:10.1016/j.brainres.2017.09.005 · Cited by 120 · see citing works
Fear Network Model in Panic Disorder: The Past and the Future
Lai, C. (2018) · Psychiatry Investigation · doi:10.30773/pi.2018.05.04.2 · Cited by 114 · see citing works
Developmental sex differences in resting state functional connectivity of amygdala sub-regions
Alarcón, G., Cservenka, A., Rudolph, M. D., Fair, D. A., & Nagel, B. J. (2015) · NeuroImage · doi:10.1016/j.neuroimage.2015.04.013 · Cited by 105 · see citing works
Lai, C., Hsu, Y.-Y., & Wu, Y. (2010) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2010.06.002 · Cited by 100 · see citing works
Itahashi, T., Yamada, T., Watanabe, H., Nakamura, M., Ohta, H., Kanai, C., Iwanami, A., Kato, N., & Hashimoto, R. (2015) · Molecular Autism · doi:10.1186/s13229-015-0026-z · Cited by 98 · see citing works
Henderson, S. E., Johnson, A. R., Vallejo, A. I., Katz, L., Wong, E. W., & Gabbay, V. (2013) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2013.00152 · Cited by 101 · see citing works
Neurophysiological Effects of Trait Empathy in Music Listening
Wallmark, Z., Deblieck, C., & Iacoboni, M. (2018) · Frontiers in Behavioral Neuroscience · doi:10.3389/fnbeh.2018.00066 · Cited by 100 · see citing works
Kitada, R., Johnsrude, I. S., Kochiyama, T., & Lederman, S. J. (2008) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21115 · Cited by 82 · see citing works
Self-citationMontgomery, K. J., & Haxby, J. V. (2008) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2008.20127 · Cited by 83 · see citing works
A causal role for inferior parietal lobule in emotion body perception
Engelen, T., de Graaf, T. A., Sack, A. T., & de Gelder, B. (2015) · Cortex · doi:10.1016/j.cortex.2015.08.013 · Cited by 74 · see citing works
van der Werff, S. J. A., Pannekoek, J. N., Veer, I. M., van Tol, M., Aleman, A., Veltman, D. J., Zitman, F. G., Rombouts, S. A. R. B., Elzinga, B. M., & van der Wee, N. J. A. (2013) · Child Abuse & Neglect · doi:10.1016/j.chiabu.2013.07.008 · Cited by 69 · see citing works
Kitada, R., Okamoto, Y., Sasaki, A. T., Kochiyama, T., Miyahara, M., Lederman, S. J., & Sadato, N. (2013) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2013.00007 · Cited by 68 · see citing works
Self-citationNeural processing of social rejection: The role of schizotypal personality traits
Premkumar, P., Ettinger, U., Inchley‐Mort, S., Sumich, A. L., Williams, S., Kuipers, E., & Kumari, V. (2011) · Human Brain Mapping · doi:10.1002/hbm.21243 · Cited by 60 · see citing works
Hao, Z. Y., Zhong, Y., Ma, Z. J., Xu, H. Z., Kong, J. Y., Wu, Z., Wu, Y., Li, J., Lu, X., Zhang, N., et al. (2020) · BMC Psychiatry · doi:10.1186/s12888-020-02490-7 · Cited by 54 · see citing works
Visual Snow: Visual Misperception
White, O. B., Clough, M., McKendrick, A. M., & Fielding, J. (2018) · Journal of Neuro-Ophthalmology · doi:10.1097/wno.0000000000000702 · Cited by 55 · see citing works
Taking two to tango: fMRI analysis of improvised joint action with physical contact
Chauvigné, L. A. S., Belyk, M., & Brown, S. (2018) · PLoS ONE · doi:10.1371/journal.pone.0191098 · Cited by 51 · see citing works
Kitada, R., Yoshihara, K., Sasaki, A. T., Hashiguchi, M., Kochiyama, T., & Sadato, N. (2014) · Journal of Neuroscience · doi:10.1523/jneurosci.0500-14.2014 · Cited by 50 · see citing works
Self-citationHeitzeg, M. M., Cope, L. M., Martz, M. E., Hardee, J. E., & Zucker, R. A. (2015) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2015.09.003 · Cited by 51 · see citing works
Thomas, L. A., Brotman, M. A., Bones, B. L., Chen, G., Rosen, B. H., Pine, D. S., & Leibenluft, E. (2013) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2013.09.007 · Cited by 46 · see citing works
Elton, A., Smitherman, S., Young, J., & Kilts, C. D. (2014) · Addiction Biology · doi:10.1111/adb.12162 · Cited by 42 · see citing works
Thinner retinal layers are associated with changes in the visual pathway: A population‐based study
Mutlu, Ü., Ikram, M. K., Roshchupkin, G. V., Bonnemaijer, P. W. M., Colijn, J. M., Vingerling, J. R., Niessen, W. J., Ikram, M. A., Klaver, C. C. W., & Vernooij, M. W. (2018) · Human Brain Mapping · doi:10.1002/hbm.24246 · Cited by 42 · see citing works
Lai, C., & Wu, Y. (2013) · Psychiatry Research Neuroimaging · doi:10.1016/j.pscychresns.2012.11.006 · Cited by 39 · see citing works
Marchand, W. R., Lee, J. N., Garn, C. L., Thatcher, J. W., Gale, P. D., Kreitschitz, S., Johnson, S., & Wood, N. (2011) · Journal of Affective Disorders · doi:10.1016/j.jad.2011.04.039 · Cited by 38 · see citing works
A neurocognitive model of perceptual decision‐making on emotional signals
Dricu, M., & Frühholz, S. (2019) · Human Brain Mapping · doi:10.1002/hbm.24893 · Cited by 38 · see citing works
Luo, Q., Chen, J., Li, Y., Wu, Z., Lin, X., Yao, J., Yu, H., Peng, H., & Wu, H. (2022) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2022.01.038 · Cited by 37 · see citing works
Engelen, T., Zhan, M., Sack, A. T., & de Gelder, B. (2018) · eNeuro · doi:10.1523/eneuro.0408-17.2018 · Cited by 32 · see citing works
Zhao, L., Wang, Y., Jia, Y., Zhong, S., Sun, Y., Qi, Z., Zhang, Z., & Huang, L. (2017) · Scientific Reports · doi:10.1038/s41598-017-04937-6 · Cited by 33 · see citing works
Zhang, J., Zhao, T., Zhang, J., Zhang, Z., Li, H., Cheng, B., Pang, Y., Wu, H., & Wang, J. (2022) · Human Brain Mapping · doi:10.1002/hbm.25985 · Cited by 29 · see citing works
Long‐term effects of childhood trauma subtypes on adult brain function
Cai, J., Li, J., Liu, D., Gao, S., Zhao, Y., Zhang, J., & Liu, Q. (2023) · Brain and Behavior · doi:10.1002/brb3.2981 · Cited by 30 · see citing works
Using diffusion tensor imaging to detect cortical changes in fronto-temporal dementia subtypes
Torso, M., Bozzali, M., Cercignani, M., Jenkinson, M., & Chance, S. A. (2020) · Scientific Reports · doi:10.1038/s41598-020-68118-8 · Cited by 27 · see citing works
Cao, R., Yang, X., Luo, J., Wang, P., Meng, F., Xia, M., Yong He, A., Zhao, T., & Li, Z. (2020) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2020.110037 · Cited by 28 · see citing works
Feng, C., Gu, R., Li, T., Wang, L., Zhang, Z., Luo, W., & Eickhoff, S. B. (2021) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2021.09.041 · Cited by 28 · see citing works
Cotter, G., Khlif, M. S., Bird, L., Howard, M. E., Brodtmann, A. G., & Egorova, N. (2021) · International Journal of Stroke · doi:10.1177/17474930211048323 · Cited by 25 · see citing works
Lei, D., Ma, J., Zhang, J., Wang, M., Zhang, K., Chen, F., Suo, X., Gong, Q., & Du, X. (2015) · BioMed Research International · doi:10.1155/2015/463708 · Cited by 25 · see citing works
Premkumar, P., Williams, S., Lythgoe, D. J., Andrew, C., Kuipers, E., & Kumari, V. (2011) · The World Journal of Biological Psychiatry · doi:10.3109/15622975.2011.604101 · Cited by 24 · see citing works
Association between Neuroticism and Emotional Face Processing
Klamer, S., Schwarz, L., Krüger, O., Koch, K., Erb, M., Scheffler, K., & Ethofer, T. (2017) · Scientific Reports · doi:10.1038/s41598-017-17706-2 · Cited by 23 · see citing works
The Explorative Analysis to Revise Fear Network Model for Panic Disorder
Lai, C., & Wu, Y. (2016) · Medicine · doi:10.1097/md.0000000000003597 · Cited by 22 · see citing works
Action and emotion perception in Parkinson’s disease: A neuroimaging meta-analysis
Arioli, M., Cattaneo, Z., Rusconi, M. L., Blandini, F., & Tettamanti, M. (2022) · NeuroImage Clinical · doi:10.1016/j.nicl.2022.103031 · Cited by 22 · see citing works
Seeing a Haptically Explored Face
Matsumiya, K. (2013) · Psychological Science · doi:10.1177/0956797613486981 · Cited by 20 · see citing works
Yu, Y., Wang, X., Yang, J., & Qiu, J. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.07.021 · Cited by 18 · see citing works
Temporal lobe activation during episodic memory encoding following traumatic brain injury
Taing, A. S., Mundy, M. E., Ponsford, J. L., & Spitz, G. (2021) · Scientific Reports · doi:10.1038/s41598-021-97953-6 · Cited by 18 · see citing works
Marrazzo, G., Vaessen, M. J., & de Gelder, B. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2021.118545 · Cited by 16 · see citing works
Lin, S., Chen, Z., Zhao, Y., & Gong, Q. (2025) · Journal of Psychiatry and Neuroscience · doi:10.1503/jpn.240112 · Cited by 16 · see citing works
Hassel, S., Sharma, G. B., Alders, G. L., Davis, A. D., Arnott, S. R., Frey, B. N., Hall, G. B., Harris, J. K., Lam, R. W. M., Milev, R. V., et al. (2019) · Human Brain Mapping · doi:10.1002/hbm.24883 · Cited by 13 · see citing works
Developing cortex is functionally pluripotent: Evidence from blindness
Saccone, E. J., Tian, M., & Bedny, M. (2024) · Developmental Cognitive Neuroscience · doi:10.1016/j.dcn.2024.101360 · Cited by 14 · see citing works
The Brain Network for Haptic Object Recogniton
Kitada, R. (2016) · Springer eBooks · doi:10.1007/978-4-431-55772-2_2 · Cited by 15 · see citing works
Self-citationHow white and black bodies are perceived depends on what emotion is expressed
Watson, R., & de Gelder, B. (2017) · Scientific Reports · doi:10.1038/srep41349 · Cited by 14 · see citing works
Ahrweiler, N., Santana‐Gonzalez, C., Zhang, N., Quandt, G., Ashtiani, N., Liu, G., Engstrom, M., Schultz, E., Liengswangwong, R., Teoh, J. Y., et al. (2022) · Brain Sciences · doi:10.3390/brainsci12091128 · Cited by 12 · see citing works
Externalizing personality traits, empathy, and gray matter volume in healthy young drinkers
Charpentier, J., Džemidžić, M., West, J. D., Oberlin, B. G., Eiler, W. J. A., Saykin, A. J., & Kareken, D. A. (2016) · Psychiatry Research Neuroimaging · doi:10.1016/j.pscychresns.2016.01.006 · Cited by 12 · see citing works
Aggression modulates neural correlates of hostile intention attribution to laughter in children
Martinelli, A., Kreifelts, B., Wildgruber, D., Ackermann, K., Bernhard, A., Freitag, C. M., & Schwenck, C. (2018) · NeuroImage · doi:10.1016/j.neuroimage.2018.09.066 · Cited by 13 · see citing works
Influence of Shape on the Haptic Size Aftereffect
Kappers, A. M. L., & Tiest, W. M. B. (2014) · PLoS ONE · doi:10.1371/journal.pone.0088729 · Cited by 13 · see citing works
Gallace, A., & Spence, C. J. (2016) · Springer eBooks · doi:10.1007/978-1-4939-6418-5_14 · Cited by 12 · see citing works
Luo, Q., Yu, H., Chen, J., Lin, X., Wu, Z., Yao, J., Li, Y., Wu, H., & Peng, H. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.852799 · Cited by 11 · see citing works
Zhang, F., Hua, B., Wang, T., Wang, M., Ding, Z. X., & Ding, J.-R. (2020) · Neuroscience Letters · doi:10.1016/j.neulet.2020.135546 · Cited by 11 · see citing works
Wu, Q., Guo, W., Hu, H., Li, R., Zhu, H., Chen, X.-X., Xu, X., Liu, H., & Wu, F. (2022) · Experimental Eye Research · doi:10.1016/j.exer.2022.109161 · Cited by 11 · see citing works
Yasuno, F., Kimura, Y., Ogata, A., Ikenuma, H., Abe, J., Minami, H., Nihashi, T., Yokoi, K., Hattori, S., Shimoda, N., et al. (2022) · Psychogeriatrics · doi:10.1111/psyg.12915 · Cited by 11 · see citing works
Matsumiya, K. (2012) · i-Perception · doi:10.1068/i0496sas · Cited by 9 · see citing works
Functional connectivity dynamics as a function of the fluctuation of tension during film watching
Sun, Y., Ma, J., Huang, M., Yi, Y., Wang, Y., Gu, Y., Lin, Y., Li, L. M. W., & Dai, Z. (2022) · Brain Imaging and Behavior · doi:10.1007/s11682-021-00593-7 · Cited by 9 · see citing works
Representing Human Hands Haptically or Visually from First-Person versus Third-Person Perspectives
Kitada, R., Dijkerman, H. C., Soo, G., & Lederman, S. J. (2010) · Perception · doi:10.1068/p6535 · Cited by 9 · see citing works
Self-citationParkinson’s disease speech production network as determined by graph-theoretical network analysis
Schill, J., Simonyan, K., Lang, S., Mathys, C., Thiel, C. M., & Witt, K. (2023) · Network Neuroscience · doi:10.1162/netn_a_00310 · Cited by 8 · see citing works
Han, W., Wu, X., Wang, L., Qu, C., Dou, L., Fang, Y., & Sun, P. (2024) · Neuroscience Letters · doi:10.1016/j.neulet.2024.138004 · Cited by 8 · see citing works
Regional cortical thinning and cerebral hypoperfusion in patients with panic disorder
Ni, M.-F., Wang, X., Wang, H., Chang, Y., Huang, X., & Zhang, B.-W. (2020) · Journal of Affective Disorders · doi:10.1016/j.jad.2020.07.139 · Cited by 8 · see citing works
Rosada, C., Bauer, M., Golde, S., Metz, S., Roepke, S., Otte, C., Buß, C., & Wingenfeld, K. (2023) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2023.106118 · Cited by 8 · see citing works
Haptic Face Processing and Its Relation to Vision
Lederman, S. J., Klatzky, R. L., & Kitada, R. (2010) · Springer eBooks · doi:10.1007/978-1-4419-5615-6_15 · Cited by 8 · see citing works
Self-citationShi, W., Tian, Y., Yang, H., Guo, H., Wen, B., Liu, Z., Zhang, Y., Han, S., & Cheng, J. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1529983 · Cited by 7 · see citing works
Wu, Q., Zhou, J., Fang, W., Jiang, W., Pu, X., Chen, H., Xu, X., Hu, H., & Wu, F. (2023) · The Journal of Clinical Endocrinology & Metabolism · doi:10.1210/clinem/dgad626 · Cited by 7 · see citing works
Functional connectome gradient predicts clinical symptoms of chronic insomnia disorder
Wu, J., Yang, J., Yuan, Z., Zhang, J., Zhang, Z., Qin, T., Li, X., Deng, H., & Gong, L. (2024) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2024.111120 · Cited by 6 · see citing works
Chester, S. C., Ogawa, T., Terao, M., Nakai, R., Abe, N., & Brito, S. A. D. (2022) · Cerebral Cortex · doi:10.1093/cercor/bhac397 · Cited by 7 · see citing works
The impact of child abuse on the neurobiology of self-processing in depressed adolescents
Engstrom, M., Liu, G., Santana‐Gonzalez, C., Teoh, J. Y., Harms, M. B., Koy, K., & Quevedo, K. M. (2021) · Neurobiology of Stress · doi:10.1016/j.ynstr.2021.100310 · Cited by 6 · see citing works
McLoughlin, L. T., Shan, Z., Mohamed, A. Z., Boyes, A., Driver, C., Lagopoulos, J., & Hermens, D. F. (2022) · Current Research in Neurobiology · doi:10.1016/j.crneur.2022.100054 · Cited by 6 · see citing works
Irrelevant visual faces influence haptic identification of facial expressions of emotion
Klatzky, R. L., Abramowicz, A., Hamilton, C., & Lederman, S. J. (2010) · Attention Perception & Psychophysics · doi:10.3758/s13414-010-0038-x · Cited by 6 · see citing works
Self-citationPerceptual Errors Leading to Bile Duct Injury During Laparoscopic Cholecystectomy
Stewart, L. (2015) · Springer eBooks · doi:10.1007/978-3-319-22273-8_14 · Cited by 6 · see citing works
Varkevisser, T., van Lutterveld, R., Heesink, L., van Honk, J., & Geuze, E. (2020) · Psychological Medicine · doi:10.1017/s0033291720000033 · Cited by 6 · see citing works
Graph-theoretical insights into the effects of aging on the speech production network
Schill, J., Simonyan, K., Corsten, M., Mathys, C., Thiel, C. M., & Witt, K. (2022) · Cerebral Cortex · doi:10.1093/cercor/bhac198 · Cited by 4 · see citing works
Integrative interaction of emotional speech in audio-visual modality
Dong, H., Li, N., Fan, L., Wei, J., & Xu, J. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.797277 · Cited by 5 · see citing works
Luca, F. D., Petrucci, M., Monachesi, B., Michal Lavidor, B., & Pecchinenda, A. (2020) · Symmetry · doi:10.3390/sym12101701 · Cited by 5 · see citing works
Neural basis of self-esteem: social cognitive and emotional regulation insights
Aki, M., Shibata, M., Fujita, Y., Spantios, M., Kobayashi, K., Ueno, T., Miyagi, T., Yoshimura, S., Oishi, N., Murai, T., et al. (2025) · Frontiers in Neuroscience · doi:10.3389/fnins.2025.1588567 · Cited by 5 · see citing works
Haptic processing in newborns of depressed and nondepressed mothers
Jouen, F., Sann, C., & Molina, M. (2011) · Developmental Psychobiology · doi:10.1002/dev.20596 · Cited by 4 · see citing works
Wu, J., Nie, S., Li, C., Wang, X., Peng, Y., Shang, J., Diao, L., Ding, H., Si, Q., Wang, S., et al. (2024) · Frontiers in Neuroscience · doi:10.3389/fnins.2024.1353413 · Cited by 4 · see citing works
Sex-specific effects of low-dose hydrocortisone on threat detection in HIV
Kamkwalala, A. R., Maki, P. M., Langenecker, S. A., Phan, K. L., Weber, K. M., & Rubin, L. H. (2021) · Journal of NeuroVirology · doi:10.1007/s13365-021-01007-6 · Cited by 4 · see citing works
Dai, R., Huang, Z., Weng, X., & He, S. (2022) · NeuroImage · doi:10.1016/j.neuroimage.2022.119062 · Cited by 4 · see citing works
Can the aberrant occipital-cerebellum network be a predictor of treatment in panic disorder?
Han, Y., Yan, H., Shan, X., Li, H., Liu, F., Xie, G., Li, P., & Guo, W. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.03.065 · Cited by 4 · see citing works
Wang, Y., Sun, Y., Yu, J., Cheng, X., & Niu, Z. (2025) · Frontiers in Sports and Active Living · doi:10.3389/fspor.2025.1652165 · Cited by 3 · see citing works
Chennaz, L., Mascle, C., Baltenneck, N., Baudouin, J., Picard, D., Gentaz, É., & Valente, D. (2024) · Acta Psychologica · doi:10.1016/j.actpsy.2024.104330 · Cited by 3 · see citing works
Han, Y., Yan, H., Shan, X., Li, H., Liu, F., Xie, G., Li, P., & Guo, W. (2023) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-023-01627-5 · Cited by 3 · see citing works
Unveiling the Truth in Pain: Neural and Behavioral Distinctions Between Genuine and Deceptive Pain
Zanelli, V., Lui, F., Casadio, C., Ricci, F., Carpentiero, O., Ballotta, D., Ambrosecchia, M., Ardizzi, M., D, V. G. M., Porro, C. A., et al. (2025) · Brain Sciences · doi:10.3390/brainsci15020185 · Cited by 3 · see citing works
Kappers, A. M. L., & Tiest, W. M. B. (2015) · Atlantis Press eBooks · doi:10.2991/978-94-6239-133-8_26 · Cited by 3 · see citing works
Depicting Coupling Between Cortical Morphology and Functional Networks in Major Depressive Disorder
Wang, P., Lu, L., Wang, J., Xiao, Y., Sun, L., Zheng, Y., Sun, J., Wang, J., & Xue, S. (2025) · Depression and Anxiety · doi:10.1155/da/6885509 · Cited by 2 · see citing works
van Lier, M., Carey, G., Viard, R., Kuijf, M. L., Wolters, A. F., Dujardin, K., & Leentjens, A. F. G. (2025) · Journal of Parkinson s Disease · doi:10.1177/1877718x251367302 · Cited by 2 · see citing works
Effective Connectivity Analysis of Brain Activated Regions during Distracted Driving
Choi, M., Jung, J.-J., Lee, J.-H., Kim, Y., Kim, K.-B., Kim, H.-S., Yi, J., & Chung, S. (2021) · Brain Sciences · doi:10.3390/brainsci11060690 · Cited by 2 · see citing works
Well-being is associated with cortical thickness network topology of human brain
Li, Y., Li, C., & Jiang, L. (2023) · Behavioral and Brain Functions · doi:10.1186/s12993-023-00219-6 · Cited by 2 · see citing works
Liang, S. (2026) · Journal of Voice · doi:10.1016/j.jvoice.2026.03.022 · Cited by 1 · see citing works
Different neural substrates at first impressions of same-sex and opposite-sex faces in women
Kim, H. E., Hong, Y.-J., Kyeong, S.-H., & Kim, J. (2019) · Neuroscience Letters · doi:10.1016/j.neulet.2019.134389 · Cited by 1 · see citing works
Psychosocial Factors in Motivation, Treatment, Compliance, and Satisfaction with Orthodontic Care
Giddon, D. B., & Anderson, N. K. (2012) · doi:10.1002/9781118702901.ch4 · Cited by 1 · see citing works
- Authors
- Kitada, R., Johnsrude, I. S., Kochiyama, T., & Lederman, S. J.
- Affiliations
- National Institute for Physiological Sciences (JP)
- Queen's University (CA)
- Advanced Telecommunications Research Institute International (JP)
- Corresponding author
- Kitada, Ryo
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2010-01
- Volume
- 49
- Issue
- 2
- Pages
- 1677-1689
- ISSN
- 1053-8119 (ISSN-L)
- OpenAlex
- W2155136802
- Cited by
- 113
- References
- 75
- Citations by year
- 2026: 3 · 2025: 8 · 2024: 8 · 2023: 7 · 2022: 13 · 2021: 7 · 2020: 8 · 2019: 6 · 2018: 8 · 2017: 5 · 2016: 6 · 2015: 8 · 2014: 4 · 2013: 6 · 2012: 4
- FWCI
- 6.09
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- Funders
- Natural Sciences and Engineering Research Council of Canada
- Japan Society for the Promotion of Science (21119524)
- Canadian Institutes of Health Research
- Ministry of Education, Culture, Sports, Science and Technology
- Topics
- Social Sciences › Psychology › Social Psychology › Action Observation and Synchronization
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Life Sciences › Neuroscience › Cognitive Neuroscience › Tactile and Sensory Interactions
- Keywords
- emotional facial expressions, haptic perception, visual perception, action understanding, inferior frontal gyrus, inferior parietal lobule, posterior superior temporal sulcus, sensory modalities, emotion recognition, brain networks
- MeSH terms
- Adolescent, Adult, Brain, Brain Mapping, Emotions, Facial Expression, Female, Humans, Judgment, Magnetic Resonance Imaging, Male, Neural Pathways, Neuropsychological Tests, Photic Stimulation, Physical Stimulation, Reaction Time, Task Performance and Analysis, Visual Perception, Touch Perception, Young Adult
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 ›
Are you an author, or do you see a problem with this page? Request a review