References
- Abraham, A., Pedregosa, F., Eickenberg, M., Gervais, P., Mueller, A., Kossaifi, J., Gramfort, A., Thirion, B., & Varoquaux, G. (2014). Machine learning for neuroimaging with scikit-learn. Frontiers in Neuroinformatics, 8, 14. https://doi.org/https://doi.org/10.3389/fninf.2014.00014
- Adolphs, R. (2002). Neural systems for recognizing emotion. Current Opinion in Neurobiology, 12(2), 169–177. https://doi.org/https://doi.org/10.1016/S0959-4388(02)00301-X
- Anderson, M. C., Bunce, J. G., & Barbas, H. (2016). Prefrontal–hippocampal pathways underlying inhibitory control over memory. Neurobiology of Learning and Memory, 134, 145–161. https://doi.org/https://doi.org/10.1016/j.nlm.2015.11.008
- Aoki, Y., Cortese, S., & Tansella, M. (2015). Neural bases of atypical emotional face processing in autism: A meta-analysis of fMRI studies. The World Journal of Biological Psychiatry, 16(5), 291–300. https://doi.org/https://doi.org/10.3109/15622975.2014.957719
- Ashwin, C., Baron-Cohen, S., Wheelwright, S., O’Riordan, M., & Bullmore, E. T. (2007). Differential activation of the amygdala and the ‘social brain’ during fearful face-processing in Asperger Syndrome. Neuropsychologia, 45(1), 2–14. https://doi.org/https://doi.org/10.1016/j.neuropsychologia.2006.04.014
- Assogna, F., Pontieri, F. E., Caltagirone, C., & Spalletta, G. (2008). The recognition of facial emotion expressions in Parkinson’s disease. European Neuropsychopharmacology, 18(11), 835–848. https://doi.org/https://doi.org/10.1016/j.euroneuro.2008.07.004
- Avants, B. B., Tustison, N. J., Song, G., Cook, P. A., Klein, A., & Gee, J. C. (2011). A reproducible evaluation of ANTs similarity metric performance in brain image registration. NeuroImage, 54(3), 2033–2044. https://doi.org/https://doi.org/10.1016/j.neuroimage.2010.09.025
- Badre, D., & Wagner, A. D. (2004). Selection, integration, and conflict monitoring: Assessing the nature and generality of prefrontal cognitive control mechanisms. Neuron, 41(3), 473–487. https://doi.org/https://doi.org/10.1016/S0896-6273(03)00851-1
- Bar, M. (2003). A cortical mechanism for triggering top-down facilitation in visual object recognition. Journal of Cognitive Neuroscience, 15(4), 600–609. https://doi.org/https://doi.org/10.1162/089892903321662976
- Bar, M. (2007). The proactive brain: Using analogies and associations to generate predictions. Trends in Cognitive Sciences, 11(7), 280–289. https://doi.org/https://doi.org/10.1016/j.tics.2007.05.005
- Baron-Cohen, S., Jolliffe, T., Mortimore, C., & Robertson, M. (1997). Another advanced test of theory of mind: Evidence from very high functioning adults with autism or Asperger syndrome. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 38(7), 813–822. https://doi.org/https://doi.org/10.1111/j.1469-7610.1997.tb01599.x
- Baron-Cohen, S., Leslie, A. M., & Frith, U. (1985). Does the autistic child have a “theory of mind”? Cognition, 21(1), 37–46. https://doi.org/https://doi.org/10.1016/0010-0277(85)90022-8
- Barrera, M. E., & Maurer, D. (1981). The perception of facial expressions by the three-month-old. Child Development, 52(1), 203–206. https://doi.org/https://doi.org/10.2307/1129231
- Barrett, L. F., Adolphs, R., Marsella, S., Martinez, A. M., & Pollak, S. D. (2019). Emotional expressions reconsidered: Challenges to inferring emotion from human facial movements. Psychological Science in the Public Interest: A Journal of the American Psychological Society, 20(1), 1–68. https://doi.org/https://doi.org/10.1177/1529100619832930
- Batty, M., & Taylor, M. J. (2006). The development of emotional face processing during childhood. Developmental Science, 9(2), 207–220. https://doi.org/https://doi.org/10.1111/j.1467-7687.2006.00480.x
- Black, M. H., Chen, N. T. M., Iyer, K. K., Lipp, O. V., Bölte, S., Falkmer, M., Tan, T., & Girdler, S. (2017). Mechanisms of facial emotion recognition in autism spectrum disorders: Insights from eye tracking and electroencephalography. Neuroscience & Biobehavioral Reviews, 80, 488–515. https://doi.org/https://doi.org/10.1016/j.neubiorev.2017.06.016
- Boucher, O., Rouleau, I., Lassonde, M., Lepore, F., Bouthillier, A., & Nguyen, D. K. (2015). Social information processing following resection of the insular cortex. Neuropsychologia, 71, 1–10. https://doi.org/https://doi.org/10.1016/j.neuropsychologia.2015.03.008
- Breiman, L. (1996). Bagging Predictors. Machine Learning, 24(2), 123–140. https://doi.org/https://doi.org/10.1007/BF00058655
- Brennan, S., McLoughlin, D. M., O’Connell, R., Bogue, J., O’Connor, S., McHugh, C., & Glennon, M. (2017). Anodal transcranial direct current stimulation of the left dorsolateral prefrontal cortex enhances emotion recognition in depressed patients and controls. Journal of Clinical and Experimental Neuropsychology, 39(4), 384–395. https://doi.org/https://doi.org/10.1080/13803395.2016.1230595
- Brown, T. A., & Barlow, D. H. (2014). Anxiety and related disorders interview schedule for DSM-5 (ADIS-5L). Oxford University Press.
- Castelli, F. (2005). Understanding emotions from standardized facial expressions in autism and normal development. Autism: The International Journal of Research and Practice, 9(4), 428–449. https://doi.org/https://doi.org/10.1177/1362361305056082
- Cohn, J. F., Zlochower, A. J., Lien, J., & Kanade, T. (1999). Automated face analysis by feature point tracking has high concurrent validity with manual FACS coding. Psychophysiology, 36(1), 35–43. https://doi.org/https://doi.org/10.1017/S0048577299971184
- Collin, L., Bindra, J., Raju, M., Gillberg, C., & Minnis, H. (2013). Facial emotion recognition in child psychiatry: A systematic review. Research in Developmental Disabilities, 34(5), 1505–1520. https://doi.org/https://doi.org/10.1016/j.ridd.2013.01.008
- Constantino, J. N., Davis, S. A., Todd, R. D., Schindler, M. K., Gross, M. M., Brophy, S. L., Metzger, L. M., Shoushtari, C. S., Splinter, R., & Reich, W. (2003). Validation of a brief quantitative measure of autistic traits: Comparison of the social responsiveness scale with the autism diagnostic interview-revised. Journal of Autism and Developmental Disorders, 33(4), 427–433. https://doi.org/https://doi.org/10.1023/A:1025014929212
- Critchley, H. D., Daly, E. M., Bullmore, E. T., Williams, S. C., Van Amelsvoort, T., Robertson, D. M., Rowe, A., Phillips, M., McAlonan, G., Howlin, P., & Murphy, D. G. (2000). The functional neuroanatomy of social behaviour: Changes in cerebral blood flow when people with autistic disorder process facial expressions. Brain: A Journal of Neurology, 123(Pt 11), 2203–2212. https://doi.org/https://doi.org/10.1093/brain/123.11.2203
- Dalili, M. N., Penton-Voak, I. S., Harmer, C. J., & Munafò, M. R. (2015). Meta-analysis of emotion recognition deficits in major depressive disorder. Psychological Medicine, 45(6), 1135–1144. https://doi.org/https://doi.org/10.1017/S0033291714002591
- Deeley, Q., Daly, E. M., Surguladze, S., Page, L., Toal, F., Robertson, D., Curran, S., Giampietro, V., Seal, M., Brammer, M. J., Andrew, C., Murphy, K., Phillips, M. L., & Murphy, D. G. M. (2007). An event related functional magnetic resonance imaging study of facial emotion processing in Asperger syndrome. Biological Psychiatry, 62(3), 207–217. https://doi.org/https://doi.org/10.1016/j.biopsych.2006.09.037
- Deichmann, R., Gottfried, J. A., Hutton, C., & Turner, R. (2003). Optimized EPI for fMRI studies of the orbitofrontal cortex. NeuroImage, 19(2), 430–441. https://doi.org/https://doi.org/10.1016/S1053-8119(03)00073-9
- Domes, G., Kumbier, E., Heinrichs, M., & Herpertz, S. C. (2014). Oxytocin promotes facial emotion recognition and amygdala reactivity in adults with Asperger syndrome. Neuropsychopharmacology, 39(3), 698–706. https://doi.org/https://doi.org/10.1038/npp.2013.254
- Du, J., Rolls, E. T., Cheng, W., Li, Y., Gong, W., Qiu, J., & Feng, J. (2020). Functional connectivity of the orbitofrontal cortex, anterior cingulate cortex, and inferior frontal gyrus in humans. Cortex, 123, 185–199. https://doi.org/https://doi.org/10.1016/j.cortex.2019.10.012
- Ekman, P. (1970). Universal facial expressions of emotion. California Mental Health Research Digest, 8(4), 151–158.
- Ekman, P., & Friesen, W. V. (1978). Manual for the facial action code. Consulting Psychologist Press.
- Enticott, P. G., Kennedy, H. A., Johnston, P. J., Rinehart, N. J., Tonge, B. J., Taffe, J. R., & Fitzgerald, P. B. (2014). Emotion recognition of static and dynamic faces in autism spectrum disorder. Cognition and Emotion, 28(6), 1110–1118. https://doi.org/https://doi.org/10.1080/02699931.2013.867832
- Etkin, A., Egner, T., & Kalisch, R. (2011). Emotional processing in anterior cingulate and medial prefrontal cortex. Trends in Cognitive Sciences, 15(2), 85–93. https://doi.org/https://doi.org/10.1016/j.tics.2010.11.004
- Evers, K., Kerkhof, I., Steyaert, J., Noens, I., & Wagemans, J. (2014). No differences in emotion recognition strategies in children with autism spectrum disorder: Evidence from hybrid faces. Autism Research and Treatment, 2014, 345878. https://doi.org/https://doi.org/10.1155/2014/345878
- Fan, J., Gu, X., Liu, X., Guise, K. G., Park, Y., Martin, L., de Marchena, A., Tang, C. Y., Minzenberg, M. J., & Hof, P. R. (2011). Involvement of the anterior cingulate and frontoinsular cortices in rapid processing of salient facial emotional information. NeuroImage, 54(3), 2539–2546. https://doi.org/https://doi.org/10.1016/j.neuroimage.2010.10.007
- Ferrari, C., Gamond, L., Gallucci, M., Vecchi, T., & Cattaneo, Z. (2017). An exploratory TMS study on prefrontal lateralization in valence categorization of facial expressions. Experimental Psychology, 64(4), 282–289. https://doi.org/https://doi.org/10.1027/1618-3169/a000363
- Fischl, B., Salat, D. H., van der Kouwe, A. J. W., Makris, N., Ségonne, F., Quinn, B. T., & Dale, A. M. (2004). Sequence-independent segmentation of magnetic resonance images. NeuroImage, 23 Suppl 1, S69–84. https://doi.org/https://doi.org/10.1016/j.neuroimage.2004.07.016
- Fischl, B., van der Kouwe, A., Destrieux, C., Halgren, E., Ségonne, F., Salat, D. H., Busa, E., Seidman, L. J., Goldstein, J., Kennedy, D., Caviness, V., Makris, N., Rosen, B., & Dale, A. M. (2004). Automatically parcellating the human cerebral cortex. Cerebral Cortex (New York, N.Y.: 1991), 14(1), 11–22. https://doi.org/https://doi.org/10.1093/cercor/bhg087
- Furl, N., Henson, R. N., Friston, K. J., & Calder, A. J. (2015). Network interactions explain sensitivity to dynamic faces in the superior temporal sulcus. Cerebral Cortex (New York, N.Y.: 1991), 25(9), 2876–2882. https://doi.org/https://doi.org/10.1093/cercor/bhu083
- Gadde, S., Aucoin, N., Grethe, J. S., Keator, D. B., Marcus, D. S., & Pieper, S., & FBIRN, MBIRN, BIRN-CC. (2012). XCEDE: An extensible schema for biomedical data. Neuroinformatics, 10(1), 19–32. https://doi.org/https://doi.org/10.1007/s12021-011-9119-9
- García-Villamisar, D., Rojahn, J., Zaja, R. H., & Jodra, M. (2010). Facial emotion processing and social adaptation in adults with and without autism spectrum disorder. Research in Autism Spectrum Disorders, 4(4), 755–762. https://doi.org/https://doi.org/10.1016/j.rasd.2010.01.016
- Garman, H. D., Spaulding, C. J., Webb, S. J., Mikami, A. Y., Morris, J. P., & Lerner, M. D. (2016). Wanting it too much: an inverse relation between social motivation and facial emotion recognition in autism spectrum disorder. Child Psychiatry & Human Development, 47(6), 890–902. https://doi.org/https://doi.org/10.1007/s10578-015-0620-5
- George, M. S., Ketter, T. A., Gill, D. S., Haxby, J. V., Ungerleider, L. G., Herscovitch, P., & Post, R. M. (1993). Brain regions involved in recognizing facial emotion or identity: An oxygen-15 PET study. The Journal of Neuropsychiatry and Clinical Neurosciences, 5(4), 384–394. https://doi.org/https://doi.org/10.1176/jnp.5.4.384
- Goldman, A. I., & Sripada, C. S. (2005). Simulationist models of face-based emotion recognition. Cognition, 94(3), 193–213. https://doi.org/https://doi.org/10.1016/j.cognition.2004.01.005
- Gorgolewski, K., Burns, C., Madison, C., Clark, D., Halchenko, Y., Waskom, M., & Ghosh, S. (2011). Nipype: A flexible, lightweight and extensible neuroimaging data processing framework in python. Frontiers in Neuroinformatics, 5, 13. https://doi.org/https://doi.org/10.3389/fninf.2011.00013
- Greve, D. N., & Fischl, B. (2009). Accurate and robust brain image alignment using boundary-based registration. NeuroImage, 48(1), 63–72. https://doi.org/https://doi.org/10.1016/j.neuroimage.2009.06.060
- Greve, D. N., Mueller, B. A., Liu, T., Turner, J. A., Voyvodic, J., Yetter, E., Diaz, M., McCarthy, G., Wallace, S., Roach, B. J., Ford, J. M., Mathalon, D. H., Calhoun, V. D., Wible, C. G., Potkin, S. G., & Glover, G. (2011). A novel method for quantifying scanner instability in fMRI. Magnetic Resonance in Medicine, 65(4), 1053–1061. https://doi.org/https://doi.org/10.1002/mrm.22691
- Grossman, J. B., Klin, A., Carter, A. S., & Volkmar, F. R. (2000). Verbal bias in recognition of facial emotions in children with Asperger syndrome. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 41(3), 369–379. https://doi.org/https://doi.org/10.1111/1469-7610.00621
- Gu, X., Hof, P. R., Friston, K. J., & Fan, J. (2013). Anterior Insular cortex and emotional awareness. The Journal of Comparative Neurology, 521(15), 3371–3388. https://doi.org/https://doi.org/10.1002/cne.23368
- Hadjikhani, N., Joseph, R. M., Snyder, J., & Tager-Flusberg, H. (2007). Abnormal activation of the social brain during face perception in autism. Human Brain Mapping, 28(5), 441–449. https://doi.org/https://doi.org/10.1002/hbm.20283
- Hall, G. B. C., Szechtman, H., & Nahmias, C. (2003). Enhanced salience and emotion recognition in autism: A PET study. American Journal of Psychiatry, 160(8), 1439–1441. https://doi.org/https://doi.org/10.1176/appi.ajp.160.8.1439
- Harms, M. B., Martin, A., & Wallace, G. L. (2010). Facial emotion recognition in autism spectrum disorders: A review of behavioral and neuroimaging studies. Neuropsychology Review, 20(3), 290–322. https://doi.org/https://doi.org/10.1007/s11065-010-9138-6
- Haxby, J. V., Gobbini, M. I., Furey, M. L., Ishai, A., Schouten, J. L., & Pietrini, P. (2001). Distributed and overlapping representations of faces and objects in ventral temporal cortex. Science, 293(5539), 2425–2430. https://doi.org/https://doi.org/10.1126/science.1063736
- Haynes, J. D. (2011). Multivariate decoding and brain reading: Introduction to the special issue. NeuroImage, 56(2), 385–386. https://doi.org/https://doi.org/10.1016/j.neuroimage.2011.03.057
- Herrington, J. D., Mohanty, A., Koven, N. S., Fisher, J. E., Stewart, J. L., Banich, M. T., Webb, A. G., Miller, G. A., & Heller, W. (2005). Emotion-modulated performance and activity in left dorsolateral prefrontal cortex. Emotion, 5(2), 200–207. https://doi.org/https://doi.org/10.1037/1528-3542.5.2.200
- Herrington, J. D., Riley, M. E., Grupe, D. W., & Schultz, R. T. (2015). Successful face recognition is associated with increased prefrontal cortex activation in autism spectrum disorder. Journal of Autism and Developmental Disorders, 45(4), 902–910. https://doi.org/https://doi.org/10.1007/s10803-014-2233-4
- Herrington, J. D., Taylor, J. M., Grupe, D. W., Curby, K. M., & Schultz, R. T. (2011). Bidirectional communication between amygdala and fusiform gyrus during facial recognition. NeuroImage, 56(4), 2348–2355. https://doi.org/https://doi.org/10.1016/j.neuroimage.2011.03.072
- Hess, U., Kafetsios, K., Mauersberger, H., Blaison, C., & Kessler, C.-L. (2016). Signal and noise in the perception of facial emotion expressions: From labs to life. Personality and Social Psychology Bulletin, 42(8), 1092–1110. https://doi.org/https://doi.org/10.1177/0146167216651851
- Hobson, R. P. (1986a). The autistic child’s appraisal of expressions of emotion. Journal of Child Psychology and Psychiatry, 27(3), 321–342. https://doi.org/https://doi.org/10.1111/j.1469-7610.1986.tb01836.x
- Hobson, R. P. (1986b). The autistic child’s appraisal of expressions of emotion: A further study. Journal of Child Psychology and Psychiatry, 27(5), 671–680.
- Hopkins, I. M., Gower, M. W., Perez, T. A., Smith, D. S., Amthor, F. R., Wimsatt, F. C., & Biasini, F. J. (2011). Avatar assistant: Improving social skills in students with an ASD through a computer-based intervention. Journal of Autism and Developmental Disorders, 41(11), 1543–1555. https://doi.org/https://doi.org/10.1007/s10803-011-1179-z
- Hoyos-Idrobo, A., Varoquaux, G., Schwartz, Y., & Thirion, B. (2018). FReM – Scalable and stable decoding with fast regularized ensemble of models. NeuroImage, 180, 160–172. https://doi.org/https://doi.org/10.1016/j.neuroimage.2017.10.005
- Humphreys, K., Hasson, U., Avidan, G., Minshew, N., & Behrmann, M. (2008). Cortical patterns of category-selective activation for faces, places and objects in adults with autism. Autism Research: Official Journal of the International Society for Autism Research, 1(1), 52–63. https://doi.org/https://doi.org/10.1002/aur.1
- Jack, A., Connelly, J. J., & Morris, J. P. (2012). DNA methylation of the oxytocin receptor gene predicts neural response to ambiguous social stimuli. Frontiers in Human Neuroscience, 6. https://doi.org/https://doi.org/10.3389/fnhum.2012.00280
- Johnston, P. J., Stojanov, W., Devir, H., & Schall, U. (2005). Functional MRI of facial emotion recognition deficits in schizophrenia and their electrophysiological correlates. European Journal of Neuroscience, 22(5), 1221–1232. https://doi.org/https://doi.org/10.1111/j.1460-9568.2005.04294.x
- Jones, C. R. G., Pickles, A., Falcaro, M., Marsden, A. J. S., Happé, F., Scott, S. K., Sauter, D., Tregay, J., Phillips, R. J., Baird, G., Simonoff, E., & Charman, T. (2011). A multimodal approach to emotion recognition ability in autism spectrum disorders. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 52(3), 275–285. https://doi.org/https://doi.org/10.1111/j.1469-7610.2010.02328.x
- Kaller, C. P., Rahm, B., Spreer, J., Weiller, C., & Unterrainer, J. M. (2011). Dissociable contributions of left and right dorsolateral prefrontal cortex in planning. Cerebral Cortex, 21(2), 307–317. https://doi.org/https://doi.org/10.1093/cercor/bhq096
- Kanade, T., Cohn, J. F., & Tian, Y. (2000). Comprehensive Database for Facial Expression Analysis. Proceedings of 4th IEEE International Conference on Automatic Face and Gesture Recognition, Washington DC, 28–30 March 2000, 46–53. https://doi.org/https://doi.org/10.1109/AFGR.2000.840611
- Kanner, L. (1943). Autistic disturbances of affective contact. Nervous Child, 2, 217–250.
- Kawasaki, H., Tsuchiya, N., Kovach, C. K., Nourski, K. V., Oya, H., Howard, M. A., & Adolphs, R. (2012). Processing of facial emotion in the human fusiform gyrus. Journal of Cognitive Neuroscience, 24(6), 1358–1370. https://doi.org/https://doi.org/10.1162/jocn_a_00175
- Kliemann, D., Dziobek, I., Hatri, A., Baudewig, J., & Heekeren, H. R. (2012). The role of the amygdala in atypical gaze on emotional faces in autism spectrum disorders. Journal of Neuroscience, 32(28), 9469–9476. https://doi.org/https://doi.org/10.1523/JNEUROSCI.5294-11.2012
- Koldewyn, K., Whitney, D., & Rivera, S. M. (2011). Neural correlates of coherent and biological motion perception in autism: Motion perception in autism. Developmental Science, 14(5), 1075–1088. https://doi.org/https://doi.org/10.1111/j.1467-7687.2011.01058.x
- Kveraga, K., Ghuman, A. S., & Bar, M. (2007). Top-down predictions in the cognitive brain. Brain and Cognition, 65(2), 145–168. https://doi.org/https://doi.org/10.1016/j.bandc.2007.06.007
- LaConte, S. M. (2011). Decoding fMRI brain states in real-time. NeuroImage, 56(2), 440–454. https://doi.org/https://doi.org/10.1016/j.neuroimage.2010.06.052
- LaConte, S., Strother, S., Cherkassky, V., Anderson, J., & Hu, X. (2005). Support vector machines for temporal classification of block design fMRI data. NeuroImage, 26(2), 317–329. https://doi.org/https://doi.org/10.1016/j.neuroimage.2005.01.048
- Lacroix, A., Guidetti, M., Rogé, B., & Reilly, J. (2009). Recognition of emotional and nonemotional facial expressions: A comparison between Williams syndrome and autism. Research in Developmental Disabilities, 30(5), 976–985. https://doi.org/https://doi.org/10.1016/j.ridd.2009.02.002
- Lane, R., Fink, G., Chau, P. M., & Dolan, R. (1997). Neural activation during selective attention to subjective emotional responses. Neuroreport, 8(18), 3969–3972. https://doi.org/https://doi.org/10.1097/00001756-199712220-00024
- Lenti, C., Lenti-Boero, D., & Giacobbe, A. (1999). Decoding of emotional expressions in children and adolescents. Perceptual and Motor Skills, 89(3 Pt 1), 808–814. https://doi.org/https://doi.org/10.2466/pms.1999.89.3.808
- Leppänen, J. M., & Nelson, C. A. (2009). Tuning the developing brain to social signals of emotions. Nature Reviews Neuroscience, 10(1), 37–47. https://doi.org/https://doi.org/10.1038/nrn2554
- Lindquist, K. A., Wager, T. D., Kober, H., Bliss-Moreau, E., & Barrett, L. F. (2012). The brain basis of emotion: A meta-analytic review. Behavioral and Brain Sciences, 35(3), 121–143. https://doi.org/https://doi.org/10.1017/S0140525X11000446
- Lord, C., Rutter, M., DiLavore, P. C., Risi, S., Gotham, K., & Bishop, S. (2012). Autism Diagnostic Observation Schedule (2nd ed.). Western Psychological Services.
- Loth, E., Garrido, L., Ahmad, J., Watson, E., Duff, A., & Duchaine, B. (2018). Facial expression recognition as a candidate marker for autism spectrum disorder: How frequent and severe are deficits? Molecular Autism, 9(1), 7. https://doi.org/https://doi.org/10.1186/s13229-018-0187-7
- Lozier, L. M., Vanmeter, J. W., & Marsh, A. A. (2014). Impairments in facial affect recognition associated with autism spectrum disorders: A meta-analysis. Development and Psychopathology, 26(4pt1), 933–945. https://doi.org/https://doi.org/10.1017/S0954579414000479
- Lucey, P., Cohn, J. F., Kanade, T., Saragih, J., Ambadar, Z., & Matthews, I. (2010). The Extended Cohn-Kanade Dataset (CK+): A complete dataset for action unit and emotion-specified expression. 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Workshops, 94–101. https://doi.org/https://doi.org/10.1109/CVPRW.2010.5543262
- Macdonald, H., Rutter, M., Howlin, P., Rios, P., Conteur, A. L., Evered, C., & Folstein, S. (1989). Recognition and expression of emotional cues by autistic and normal adults. Journal of Child Psychology and Psychiatry, 30(6), 865–877. https://doi.org/https://doi.org/10.1111/j.1469-7610.1989.tb00288.x
- Matykiewicz, P., & Pestian, J. (2012). Effect of small sample size on text categorization with support vector machines. Proceedings of the 2012 Workshop on Biomedical Natural Language Processing, 193–201.
- Medford, N., & Critchley, H. D. (2010). Conjoint activity of anterior insular and anterior cingulate cortex: Awareness and response. Brain Structure & Function, 214(5–6), 535–549. https://doi.org/https://doi.org/10.1007/s00429-010-0265-x
- Mier, D., Lis, S., Neuthe, K., Sauer, C., Esslinger, C., Gallhofer, B., & Kirsch, P. (2010). The involvement of emotion recognition in affective theory of mind. Psychophysiology, 47(6), 1028–1039. https://doi.org/https://doi.org/10.1111/j.1469-8986.2010.01031.x
- Nejati, V., Majdi, R., Salehinejad, M. A., & Nitsche, M. A. (2021). The role of dorsolateral and ventromedial prefrontal cortex in the processing of emotional dimensions. Scientific Reports, 11(1), 1971. https://doi.org/https://doi.org/10.1038/s41598-021-81454-7
- Nuske, H. J., Vivanti, G., & Dissanayake, C. (2013). Are emotion impairments unique to, universal, or specific in autism spectrum disorder? A comprehensive review. Cognition & Emotion, 27(6), 1042–1061. https://doi.org/https://doi.org/10.1080/02699931.2012.762900
- Ogai, M., Matsumoto, H., Suzuki, K., Ozawa, F., Fukuda, R., Uchiyama, I., Suckling, J., Isoda, H., Mori, N., & Takei, N. (2003). FMRI study of recognition of facial expressions in high-functioning autistic patients. Neuroreport, 14(4), 559–563. https://doi.org/https://doi.org/10.1097/00001756-200303240-00006
- Pelphrey, K. A., Morris, J. P., & McCarthy, G. (2005). Neural basis of eye gaze processing deficits in autism. Brain: A Journal of Neurology, 128(Pt 5), 1038–1048. https://doi.org/https://doi.org/10.1093/brain/awh404
- Pourtois, G., Schettino, A., & Vuilleumier, P. (2013). Brain mechanisms for emotional influences on perception and attention: What is magic and what is not. Biological Psychology, 92(3), 492–512. https://doi.org/https://doi.org/10.1016/j.biopsycho.2012.02.007
- Rassovsky, Y., Dunn, W., Wynn, J., Wu, A. D., Iacoboni, M., Hellemann, G., & Green, M. F. (2015). The effect of transcranial direct current stimulation on social cognition in schizophrenia: A preliminary study. Schizophrenia Research, 165(2–3), 171–174. https://doi.org/https://doi.org/10.1016/j.schres.2015.04.016
- Richey, J. A., Damiano, C. R., Sabatino, A., Rittenberg, A., Petty, C., Bizzell, J., Voyvodic, J., Heller, A. S., Coffman, M. C., Smoski, M., Davidson, R. J., & Dichter, G. S. (2015). Neural mechanisms of emotion regulation in autism spectrum disorder. Journal of Autism and Developmental Disorders, 45(11), 3409–3423. https://doi.org/https://doi.org/10.1007/s10803-015-2359-z
- Said, C. P., Moore, C. D., Engell, A. D., Todorov, A., & Haxby, J. V. (2010). Distributed representations of dynamic facial expressions in the superior temporal sulcus. Journal of Vision, 10(5), 11. https://doi.org/https://doi.org/10.1167/10.5.11
- Sato, W., Toichi, M., Uono, S., & Kochiyama, T. (2012). Impaired social brain network for processing dynamic facial expressions in autism spectrum disorders. BMC Neuroscience, 13(1), 99. https://doi.org/https://doi.org/10.1186/1471-2202-13-99
- Scherf, K. S., Luna, B., Minshew, N., & Behrmann, M. (2010). Location, location, location: alterations in the functional topography of face- but not object- or place-related cortex in adolescents with autism. Frontiers in Human Neuroscience, 4, 26. https://doi.org/https://doi.org/10.3389/fnhum.2010.00026
- Schultz, J., & Pilz, K. S. (2009). Natural facial motion enhances cortical responses to faces. Experimental Brain Research, 194(3), 465–475. https://doi.org/https://doi.org/10.1007/s00221-009-1721-9
- Shalev-Shwartz, S., Shamir, O., Srebro, N., & Sridharan, K. (2010). Learnability, stability and uniform convergence. The Journal of Machine Learning Research, 11, 2635–2670.
- Shanok, N. A., Jones, N. A., & Lucas, N. N. (2019). The nature of facial emotion recognition impairments in children on the autism spectrum. Child Psychiatry & Human Development, 50(4), 661–667. https://doi.org/https://doi.org/10.1007/s10578-019-00870-z
- Shanton, K., & Goldman, A. (2010). Simulation theory. Wiley Interdisciplinary Reviews. Cognitive Science, 1(4), 527–538. https://doi.org/https://doi.org/10.1002/wcs.33
- Smith, S. M. (2002). Fast robust automated brain extraction. Human Brain Mapping, 17(3), 143–155. https://doi.org/https://doi.org/10.1002/hbm.10062
- Sokhadze, E. M., Baruth, J. M., Sears, L., Sokhadze, G. E., El-Baz, A. S., & Casanova, M. F. (2012). Prefrontal neuromodulation using rTMS improves error monitoring and correction function in autism. Applied Psychophysiology and Biofeedback, 37(2), 91–102. https://doi.org/https://doi.org/10.1007/s10484-012-9182-5
- Spezio, M. L., Adolphs, R., Hurley, R. S. E., & Piven, J. (2007). Abnormal use of facial information in high-functioning autism. Journal of Autism and Developmental Disorders, 37(5), 929–939. https://doi.org/https://doi.org/10.1007/s10803-006-0232-9
- Stevens, F. L., Hurley, R. A., Taber, K. H., Hurley, R. A., Hayman, L. A., & Taber, K. H. (2011). Anterior cingulate cortex: unique role in cognition and emotion. The Journal of Neuropsychiatry and Clinical Neurosciences, 23(2), 121–125. https://doi.org/https://doi.org/10.1176/jnp.23.2.jnp121
- Styliadis, C., Leung, R., Özcan, S., Moulton, E. A., Pang, E., Taylor, M. J., & Papadelis, C. (2021). Atypical spatiotemporal activation of cerebellar lobules during emotional face processing in adolescents with autism. Human Brain Mapping, 42(7), 2099–2114. https://doi.org/https://doi.org/10.1002/hbm.25349
- Sugranyes, G., Kyriakopoulos, M., Corrigall, R., Taylor, E., Frangou, S., & Baune, B. T. (2011). Autism spectrum disorders and schizophrenia: Meta-analysis of the neural correlates of social cognition. PLoS ONE, 6(10), e25322. https://doi.org/https://doi.org/10.1371/journal.pone.0025322
- Sullivan, S., & Ruffman, T. (2004). Emotion recognition deficits in the elderly. International Journal of Neuroscience, 114(3), 403–432. https://doi.org/https://doi.org/10.1080/00207450490270901
- Trevisan, D. A., & Birmingham, E. (2016). Are emotion recognition abilities related to everyday social functioning in ASD? A meta-analysis. Research in Autism Spectrum Disorders, 32, 24–42. https://doi.org/https://doi.org/10.1016/j.rasd.2016.08.004
- Turner, J. H., & Stets, J. E. (2006). Sociological Theories of Human Emotions. Annual Review of Sociology, 32(1), 25–52. https://doi.org/https://doi.org/10.1146/annurev.soc.32.061604.123130
- Uljarevic, M., & Hamilton, A. (2013). Recognition of emotions in autism: A formal meta-analysis. Journal of Autism and Developmental Disorders, 43(7), 1517–1526. https://doi.org/https://doi.org/10.1007/s10803-012-1695-5
- Uzefovsky, F., Bethlehem, R. A. I., Shamay-Tsoory, S., Ruigrok, A., Holt, R., Spencer, M., Chura, L., Warrier, V., Chakrabarti, B., Bullmore, E., Suckling, J., Floris, D., & Baron-Cohen, S. (2019). The oxytocin receptor gene predicts brain activity during an emotion recognition task in autism. Molecular Autism, 10(1), 12. https://doi.org/https://doi.org/10.1186/s13229-019-0258-4
- Vuilleumier, P., & Pourtois, G. (2007). Distributed and interactive brain mechanisms during emotion face perception: Evidence from functional neuroimaging. Neuropsychologia, 45(1), 174–194. https://doi.org/https://doi.org/10.1016/j.neuropsychologia.2006.06.003
- Waddington, F., Hartman, C., de Bruijn, Y., Lappenschaar, M., Oerlemans, A., Buitelaar, J., Franke, B., & Rommelse, N. (2018). An emotion recognition subtyping approach to studying the heterogeneity and comorbidity of autism spectrum disorders and attention-deficit/hyperactivity disorder. Journal of Neurodevelopmental Disorders, 10(1), 31. https://doi.org/https://doi.org/10.1186/s11689-018-9249-6
- Wallace, G. L., Case, L. K., Harms, M. B., Silvers, J. A., Kenworthy, L., & Martin, A. (2011). Diminished sensitivity to sad facial expressions in high functioning autism spectrum disorders is associated with symptomatology and adaptive functioning. Journal of Autism and Developmental Disorders, 41(11), 1475–1486. https://doi.org/https://doi.org/10.1007/s10803-010-1170-0
- Wechsler, D. (2011). Wechsler abbreviated scale of intelligence–Second Edition (WASI-II). NCS Pearson.
- White, S. W., Richey, J. A., Gracanin, D., Bell, M. A., LaConte, S., Coffman, M., Trubanova, A., & Kim, I. (2015). The promise of neurotechnology in clinical translational science. Clinical Psychological Science, 3(5), 797–815. https://doi.org/https://doi.org/10.1177/2167702614549801
- Wilson-Mendenhall, C. D., Barrett, L. F., Simmons, W. K., & Barsalou, L. W. (2011). Grounding emotion in situated conceptualization. Neuropsychologia, 49(5), 1105–1127. https://doi.org/https://doi.org/10.1016/j.neuropsychologia.2010.12.032
- Wölwer, W., Lowe, A., Brinkmeyer, J., Streit, M., Habakuck, M., Agelink, M. W., Mobascher, A., Gaebel, W., & Cordes, J. (2014). Repetitive transcranial magnetic stimulation (rTMS) improves facial affect recognition in schizophrenia. Brain Stimulation, 7(4), 559–563. https://doi.org/https://doi.org/10.1016/j.brs.2014.04.011
- Wood, A., Rychlowska, M., Korb, S., & Niedenthal, P. (2016). Fashioning the Face: Sensorimotor Simulation Contributes to Facial Expression Recognition. Trends in Cognitive Sciences, 20(3), 227–240. https://doi.org/https://doi.org/10.1016/j.tics.2015.12.010
- Yamada, Y., Inagawa, T., Hirabayashi, N., & Sumiyoshi, T. (2021). Emotion recognition deficits in psychiatric disorders as a target of non-invasive neuromodulation: A systematic review. Clinical EEG and Neuroscience, 1–7. https://doi.org/https://doi.org/10.1177/1550059421991688
- Zaja, R. H., & Rojahn, J. (2008). Facial emotion recognition in intellectual disabilities. Current Opinion in Psychiatry, 21(5), 441–444. https://doi.org/https://doi.org/10.1097/YCO.0b013e328305e5fd
- Zhang, Q., Wu, R., Zhu, S., Le, J., Chen, Y., Lan, C., Yao, S., Zhao, W., & Kendrick, K. M. (2021). Facial emotion training as an intervention in autism spectrum disorder: A meta‐analysis of randomized controlled trials. Autism Research, 14(10), aur.2565. https://doi.org/https://doi.org/10.1002/aur.2565