The DOI matches its Crossref record; 444 of the 444 references it cites were found in a registry or an index.
Emotional Expressions Reconsidered: Challenges to Inferring Emotion From Human Facial Movements
Open accessAbstract
It is commonly assumed that a person’s emotional state can be readily inferred from his or her facial movements, typically called emotional expressions or facial expressions . This assumption influences legal judgments, policy decisions, national security protocols, and educational practices; guides the diagnosis and treatment of psychiatric illness, as well as the development of commercial applications; and pervades everyday social interactions as well as research in other scientific fields such as artificial intelligence, neuroscience, and computer vision. In this article, we survey examples of this widespread assumption, which we refer to as the common view , and we then examine the scientific evidence that tests this view, focusing on the six most popular emotion categories used by consumers of emotion research: anger, disgust, fear, happiness, sadness, and surprise. The available scientific evidence suggests that people do sometimes smile when happy, frown when sad, scowl when angry, and so on, as proposed by the common view, more than what would be expected by chance. Yet how people communicate anger, disgust, fear, happiness, sadness, and surprise varies substantially across cultures, situations, and even across people within a single situation. Furthermore, similar configurations of facial movements variably express instances of more than one emotion category. In fact, a given configuration of facial movements, such as a scowl, often communicates something other than an emotional state. Scientists agree that facial movements convey a range of information and are important for social communication, emotional or otherwise. But our review suggests an urgent need for research that examines how people actually move their faces to express emotions and other social information in the variety of contexts that make up everyday life, as well as careful study of the mechanisms by which people perceive instances of emotion in one another. We make specific research recommendations that will yield a more valid picture of how people move their faces to express emotions and how they infer emotional meaning from facial movements in situations of everyday life. This research is crucial to provide consumers of emotion research with the translational information they require.
Overview
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
The source backs part of the claim, not all of it — or backs it for a different population, condition or comparison.
In the citing paper
“Multimodal recognition extends inference to speech prosody, facial movement and physiology, but facial expressions are context-sensitive social cues rather than emotion readouts [29]”
From Caring Without Feeling: Affective Dynamics as the Control Layer of Human-AI Agent Collaboration (2026) · cites this paper as [29]
Experimental — accuracy not yet measuredThe cited source says what the claim attributes to it.
In the citing paper
“However, our findings allow no conclusions about whether the smiles were “genuine” as expressions of felt joy (Feldman Barrett et al., 2019).”
From Existential threat and responses to emotional displays of ingroup and outgroup members (2023) · cites this paper as Feldman Barrett et al., 2019
The cited source says what the claim attributes to it.
In the citing paper
“The notion that discrete emotion categories can be reliably identified by specific behavioural patterns and/or physiological features has been seriously called into doubt by the marked variability within instances of the same category as well as similarities across categories.”
From A new science of emotion: implications for functional neurological disorder (2022) · cites this paper as [57]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Citations
Cites
Items 201–400 of 444
Universality reconsidered: Diversity in making meaning of facial expressions
Gendron, M., Crivelli, C., & Barrett, L. F. (2018) · Current Directions in Psychological Science · doi:10.1177/0963721417746794 · Cited by 205
Self-citationFearful faces modulate looking duration and attention disengagement in 7‐month‐old infants
Peltola, M. J., Leppänen, J. M., Palokangas, T., & Hietanen, J. K. (2007) · Developmental Science · doi:10.1111/j.1467-7687.2007.00659.x · Cited by 204
Rychlowska, M., Miyamoto, Y., Matsumoto, D., Heß, U., Gilboa‐Schechtman, E., Kamble, S. V., Muluk, H., Masuda, T., & Niedenthal, P. M. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1413661112 · Cited by 202
Nonverbal Dialects and Accents in Facial Expressions of Emotion
Elfenbein, H. A. (2013) · Emotion Review · doi:10.1177/1754073912451332 · Cited by 201
Hjortsjö, C.-H. (1970) · Digital Library of the University of Innsbruck (University of Innsbruck) · Cited by 200
Emotion perception, but not affect perception, is impaired with semantic memory loss.
Lindquist, K. A., Gendron, M., Barrett, L. F., & Dickerson, B. C. (2014) · Emotion · doi:10.1037/a0035293 · Cited by 199
Self-citationBlackwell handbook of infant development
(2002) · Choice Reviews Online · doi:10.5860/choice.40-0592 · Cited by 199
Motley, M. T., & Camden, C. T. (1988) · Western Journal of Speech Communication · doi:10.1080/10570318809389622 · Cited by 198
Supernormal Stimuli: How Primal Urges Overran Their Evolutionary Purpose
Barrett, D. (2011) · Southeastern Naturalist · doi:10.1656/058.010.0121 · Cited by 198
Matsumoto, D., & Willingham, B. (2006) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.91.3.568 · Cited by 195
Infants' Responses to Facial and Vocal Emotional Signals in a Social Referencing Paradigm
Mumme, D. L., Fernald, A. E., & Herrera, C. (1996) · Child Development · doi:10.2307/1131775 · Cited by 195
Iwata, J., & LeDoux, J. E. (1988) · Behavioral Neuroscience · doi:10.1037/0735-7044.102.1.66 · Cited by 194
Untangling the Appraisal-Emotion Connection
Parkinson, B. (1997) · Personality and Social Psychology Review · doi:10.1207/s15327957pspr0101_5 · Cited by 190
An efficient method for obtaining similarity data
Goldstone, R. L. (1994) · Behavior Research Methods, Instruments, & Computers · doi:10.3758/bf03204653 · Cited by 190
Selective Transfer Machine for Personalized Facial Expression Analysis
Chu, W.-S., la Torre, F. D., & Cohn, J. F. (2016) · IEEE Transactions on Pattern Analysis and Machine Intelligence · doi:10.1109/tpami.2016.2547397 · Cited by 190
Similarities and differences between cultures in expressive movements
Eibl‐Eibesfeldt, I. (1979) · MPG.PuRe (Max Planck Society) · Cited by 187
Smiles as Multipurpose Social Signals
Martin, J., Rychlowska, M., Wood, A., & Niedenthal, P. (2017) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2017.08.007 · Cited by 187
Izard, C. E., Hembree, E. A., & Huebner, R. R. (1987) · Developmental Psychology · doi:10.1037/0012-1649.23.1.105 · Cited by 186
Emotion and Expression: Naturalistic Studies
Dols, J. M. F., & Crivelli, C. (2013) · Emotion Review · doi:10.1177/1754073912457229 · Cited by 185
Children’s response to adult disgust elicitors: Development and acquisition.
Stevenson, R. J., Oaten, M., Case, T. I., Repacholi, B. M., & Wagland, P. (2010) · Developmental Psychology · doi:10.1037/a0016692 · Cited by 184
Dynamic Properties Influence the Perception of Facial Expressions
Kamachi, M., Bruce, V., Mukaida, S., Gyoba, J., Yoshikawa, S., & Akamatsu, S. (2001) · Perception · doi:10.1068/p3131 · Cited by 184
The Development of Theory of Mind in Deaf Children
Russell, P. A., Hosie, J. A., Gray, C. D., Scott, C., Hunter, N., Banks, J. S., & Macaulay, M. C. (1998) · Journal of Child Psychology and Psychiatry · doi:10.1111/1469-7610.00390 · Cited by 182
Dopamine in the medial amygdala network mediates human bonding
Atzil, S., Touroutoglou, A., Rudy, T., Salcedo, S., Feldman, R., Hooker, J. M., Dickerson, B. C., Catana, C., & Barrett, L. F. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1612233114 · Cited by 182
Self-citationMoving Smiles: The Role of Dynamic Components for the Perception of the Genuineness of Smiles
Krumhuber, E. G., & Kappas, A. (2005) · Journal of Nonverbal Behavior · doi:10.1007/s10919-004-0887-x · Cited by 181
The ontogeny and significance of infants' facial expressions in the first 9 months of life.
Izard, C. E., Fantauzzo, C., Castle, J. M., Haynes, O. M., Rayias, M. F., & Putnam, P. H. (1995) · Developmental Psychology · doi:10.1037/0012-1649.31.6.997 · Cited by 180
Historical pitfalls and new directions in the neuroscience of emotion
Barrett, L. F., & Satpute, A. B. (2019) · Neuroscience Letters · doi:10.1016/j.neulet.2017.07.045 · Cited by 180
Self-citationPhysically Abused Children's Regulation of Attention in Response to Hostility
Pollak, S. D., Vardi, S., Bechner, A. M. P., & Curtin, J. J. (2005) · Child Development · doi:10.1111/j.1467-8624.2005.00890.x · Cited by 179
Self-citationFeelings and the body: the Jamesian perspective on autonomic specificity of emotion
Friedman, B. H. (2010) · Biological Psychology · doi:10.1016/j.biopsycho.2009.10.006 · Cited by 178
The Kuleshov Effect: the influence of contextual framing on emotional attributions
Mobbs, D., Weiskopf, N., Lau, H. C., Featherstone, E., Dolan, R. J., & Frith, C. D. (2006) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsl014 · Cited by 178
The Deliberate Duchenne Smile: Individual Differences in Expressive Control
Gunnery, S. D., Hall, J. A., & Ruben, M. A. (2012) · Journal of Nonverbal Behavior · doi:10.1007/s10919-012-0139-4 · Cited by 176
Toward a Social Psychophysics of Face Communication
Jack, R. E., & Schyns, P. G. (2017) · Annual Review of Psychology · doi:10.1146/annurev-psych-010416-044242 · Cited by 175
Martı́nez, A. M., & Du, S. (2017) · The Springer series on challenges in machine learning · doi:10.1007/978-3-319-57021-1_6 · Cited by 173
Shiota, M. N., Campos, B., & Keltner, D. J. (2003) · Annals of the New York Academy of Sciences · doi:10.1196/annals.1280.029 · Cited by 172
Peekaboo: A new look at infants' perception of emotion expressions.
Montague, D. P. F., & Walker‐Andrews, A. S. (2001) · Developmental Psychology · doi:10.1037/0012-1649.37.6.826 · Cited by 172
Serrano, J. M., Iglesias, J., & Loeches, Á. (1992) · Developmental Psychobiology · doi:10.1002/dev.420250603 · Cited by 170
Internationalizing the history of psychology
Brock, A. C. (2007) · Choice Reviews Online · doi:10.5860/choice.44-5924 · Cited by 170
BRIEF REPORT The dynamic aspects of emotional facial expressions
Sato, W., & Yoshikawa, S. (2004) · Cognition & Emotion · doi:10.1080/02699930341000176 · Cited by 169
Turner, J. R., & Carroll, D. (1985) · Psychophysiology · doi:10.1111/j.1469-8986.1985.tb01597.x · Cited by 168
Functionalism cannot save the classical view of emotion
Barrett, L. F. (2016) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsw156 · Cited by 168
Self-citationBrief communication: MaqFACS: A muscle‐based facial movement coding system for the rhesus macaque
Parr, L. A., Waller, B. M., Burrows, A. M., Gothard, K. M., & Vick, S. (2010) · American Journal of Physical Anthropology · doi:10.1002/ajpa.21401 · Cited by 164
Impact of physical maltreatment on the regulation of negative affect and aggression
Shackman, J. E., & Pollak, S. D. (2014) · Development and Psychopathology · doi:10.1017/s0954579414000546 · Cited by 163
Self-citationOster, H., Hegley, D. C., & Nagel, L. (1992) · Developmental Psychology · doi:10.1037/0012-1649.28.6.1115 · Cited by 162
Changes in facial expressions of 2- to 19-month-old infants following acute pain.
Izard, C. E., Hembree, E. A., Dougherty, L. M., & Spizzirri, C. C. (1983) · Developmental Psychology · doi:10.1037/0012-1649.19.3.418 · Cited by 162
The Child's Understanding of Emotion: Developmental Change and the Family Environment
Harris, P. L. (1994) · Journal of Child Psychology and Psychiatry · doi:10.1111/j.1469-7610.1994.tb01131.x · Cited by 158
Allomaternal Care among the Hadza of Tanzania
Crittenden, A. N., & Marlowe, F. W. (2008) · Human Nature · doi:10.1007/s12110-008-9043-3 · Cited by 156
Wierzbicka, A. (2013) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199321490.001.0001 · Cited by 156
Vocal Emotion Recognition Across Disparate Cultures
Bryant, G. A., & Barrett, H. C. (2008) · Journal of Cognition and Culture · doi:10.1163/156770908x289242 · Cited by 153
Expressive development and basic emotions
Camras, L. A. (1992) · Cognition & Emotion · doi:10.1080/02699939208411072 · Cited by 153
Vaish, A., & Striano, T. (2004) · Developmental Science · doi:10.1111/j.1467-7687.2004.00344.x · Cited by 153
Preschoolers’ use of dynamic facial, bodily, and vocal cues to emotion
Nelson, N. L., & Russell, J. A. (2011) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2011.03.014 · Cited by 153
Neural Processing of Eye Gaze and Threat-Related Emotional Facial Expressions in Infancy
Hoehl, S., & Striano, T. (2008) · Child Development · doi:10.1111/j.1467-8624.2008.01223.x · Cited by 152
16-Month-Olds Rationally Infer Causes of Failed Actions
Gweon, H., & Schulz, L. (2011) · Science · doi:10.1126/science.1204493 · Cited by 151
Was Darwin Wrong About Emotional Expressions?
Barrett, L. F. (2011) · Current Directions in Psychological Science · doi:10.1177/0963721411429125 · Cited by 150
Self-citationChildren's recognition of disgust in others.
Widen, S. C., & Russell, J. A. (2013) · Psychological Bulletin · doi:10.1037/a0031640 · Cited by 149
The fear gasping face as a threat display in a Melanesian society
Crivelli, C., Russell, J. A., Jarillo, S., & Dols, J. M. F. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1611622113 · Cited by 149
Rozin, P., Hammer, L., Oster, H., Horowitz, T., & Marmora, V. (1986) · Appetite · doi:10.1016/s0195-6663(86)80014-9 · Cited by 148
Hortensius, R., Schutter, D. J. L. G., & Harmon‐Jones, E. (2011) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsr012 · Cited by 148
Algorithms for survival: a comparative perspective on emotions
Bach, D. R., & Dayan, P. (2017) · Nature reviews. Neuroscience · doi:10.1038/nrn.2017.35 · Cited by 148
Categorical perception of face identity in noise isolates configural processing.
McKone, E., Martini, P., & Nakayama, K. (2001) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037//0096-1523.27.3.573 · Cited by 148
The emergence of probabilistic reasoning in very young infants: Evidence from 4.5- and 6-month-olds.
Denison, S., Reed, C., & Xu, F. (2012) · Developmental Psychology · doi:10.1037/a0028278 · Cited by 147
Attention bias and anxiety in young children exposed to family violence
Briggs‐Gowan, M. J., Pollak, S. D., Grasso, D. J., Voss, J. L., Mian, N. D., Zobel, E., McCarthy, K. J., Wakschlag, L. S., & Pine, D. S. (2015) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.12397 · Cited by 146
Self-citationDetecting affiliation in colaughter across 24 societies
Bryant, G. A., Fessler, D. M. T., Fusaroli, R., Clint, E. K., Aarøe, L., Apicella, C. L., Petersen, M. B., Bickham, S. T., Bolyanatz, A., Cosamalón, B. L. C., et al. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1524993113 · Cited by 146
Medin, D., Ojalehto, B., Marin, A., & Bang, M. (2017) · Nature Human Behaviour · doi:10.1038/s41562-017-0088 · Cited by 146
Prevalence-induced concept change in human judgment
Levari, D. E., Gilbert, D. T., Wilson, T. D., Sievers, B., Amodio, D. M., & Wheatley, T. P. (2018) · Science · doi:10.1126/science.aap8731 · Cited by 145
Wolff, P. H. (1987) · Medical Entomology and Zoology · Cited by 145
Do Facial Expressions Develop before Birth?
Reissland, N., Francis, B. J., Mason, J. M., & Lincoln, K. (2011) · PLoS ONE · doi:10.1371/journal.pone.0024081 · Cited by 144
Kobiella, A., Großmann, T., Reid, V. M., & Striano, T. (2007) · Cognition & Emotion · doi:10.1080/02699930701394256 · Cited by 144
Cultural Relativity in Perceiving Emotion From Vocalizations
Gendron, M., Roberson, D. D., van der Vyver, J. M., & Barrett, L. F. (2014) · Psychological Science · doi:10.1177/0956797613517239 · Cited by 143
Self-citationPerception-driven facial expression synthesis
Yu, H. L., Garrod, O., & Schyns, P. G. (2011) · Computers & Graphics · doi:10.1016/j.cag.2011.12.002 · Cited by 143
Do Infants See Emotional Expressions in Static Faces?
Caron, R. F., Caron, A. J., & Myers, R. S. (1985) · Child Development · doi:10.2307/1130474 · Cited by 141
Positive and Negative: Infant Facial Expressions and Emotions
Messinger, D. S. (2002) · Current Directions in Psychological Science · doi:10.1111/1467-8721.00156 · Cited by 138
Forced-choice response format in the study of facial expression
Russell, J. A. (1993) · Motivation and Emotion · doi:10.1007/bf00995206 · Cited by 135
Kragel, P. A., & LaBar, K. S. (2013) · Emotion · doi:10.1037/a0031820 · Cited by 134
Recognition of Facial Expression in Three Cultures
Boucher, J. D., & Carlson, G. E. (1980) · Journal of Cross-Cultural Psychology · doi:10.1177/0022022180113003 · Cited by 131
Appraisal-emotion relationships in daily life.
Nezlek, J. B., Vansteelandt, K., Mechelen, I. V., & Kuppens, P. (2008) · Emotion · doi:10.1037/1528-3542.8.1.145 · Cited by 130
Cicchetti, D., & Curtis, W. J. (2005) · Development and Psychopathology · doi:10.1017/s0954579405050315 · Cited by 129
Guillory, S. A., & Bujarski, K. A. (2014) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsu002 · Cited by 127
Reading emotions from faces in two indigenous societies.
Crivelli, C., Jarillo, S., Russell, J. A., & Dols, J. M. F. (2016) · Journal of Experimental Psychology General · doi:10.1037/xge0000172 · Cited by 127
The Bilingual Mind: And What it Tells Us about Language and Thought
Pavlenko, A. (2014) · Cited by 127
The development of social brain functions in infancy.
Großmann, T. (2015) · Psychological Bulletin · doi:10.1037/bul0000002 · Cited by 125
The retention effects of an adult's emotional displays on infant behavior.
Hertenstein, M. J., & Campos, J. (2004) · Child Development · doi:10.1111/j.1467-8624.2004.00695.x · Cited by 125
The Facial Expression of Anger in Seven-Month-Old Infante
Stenberg, C. R., Campos, J. J., & Emde, R. N. (1983) · Child Development · doi:10.1111/j.1467-8624.1983.tb00347.x · Cited by 125
NEONATAL SMILING AND RAPID EYE MOVEMENT STATES
Emde, R. N., & Koenig, K. L. (1969) · Journal of the American Academy of Child Psychiatry · doi:10.1016/s0002-7138(09)61566-1 · Cited by 123
Berggren, S., Fletcher‐Watson, S., Milenkovic, N., Marschik, P. B., Bölte, S., & Jonsson, U. (2017) · Developmental Neurorehabilitation · doi:10.1080/17518423.2017.1305004 · Cited by 122
The 5-month-old's ability to discriminate facial expressions of emotion
Schwartz, G. M., Izard, C. E., & Ansul, S. E. (1985) · Infant Behavior and Development · doi:10.1016/s0163-6383(85)80017-5 · Cited by 121
Interpretation of Faces: A Cross-cultural Study of a Prediction from Fridlund's Theory
Yik, M. (1999) · Cognition & Emotion · doi:10.1080/026999399379384 · Cited by 120
Spontaneous facial expressions of happy bowlers and soccer fans
Ruiz-Belda, M.-A., Dols, J. M. F., Carrera, P., & Barchard, K. A. (2003) · Cognition & Emotion · doi:10.1080/02699930302288 · Cited by 118
Emotional Facial Expressions in Infancy
Camras, L. A., & Shutter, J. M. (2010) · Emotion Review · doi:10.1177/1754073909352529 · Cited by 117
A cross-cultural comparison of the development of the social smile
Wörmann, V., Holodynski, M., Kärtner, J., et al. (2012) · Infant Behavior and Development · doi:10.1016/j.infbeh.2012.03.002 · Cited by 117
Dynamic information for the recognition of conversational expressions
Cunningham, D. W., & Wallraven, C. (2009) · Journal of Vision · doi:10.1167/9.13.7 · Cited by 116
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
Detecting Happiness: Perceiver Sensitivity to Enjoyment and Non-Enjoyment Smiles
Miles, L. K., & Johnston, L. C. (2007) · Journal of Nonverbal Behavior · doi:10.1007/s10919-007-0036-4 · Cited by 108
Facial emotion processing and recognition among maltreated children: a systematic literature review
Ferreira, G. C. D. S., Crippa, J. A., & rio, F. D. L. O. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.01460 · Cited by 108
Can Healthy Fetuses Show Facial Expressions of “Pain” or “Distress”?
Reissland, N., Francis, B. J., & Mason, J. M. (2013) · PLoS ONE · doi:10.1371/journal.pone.0065530 · Cited by 107
Physiological Processes During Emotion
Stemmler, G. (2004) · Psychology Press eBooks · doi:10.4324/9781410610898-8 · Cited by 106
Recognizing spontaneous facial expressions of emotion in a small-scale society of Papua New Guinea.
Crivelli, C., Russell, J. A., Jarillo, S., & Dols, J. M. F. (2016) · Emotion · doi:10.1037/emo0000236 · Cited by 105
Krumhuber, E. G., Manstead, A. S. R., Cosker, D. P., Marshall, D., & Rosin, P. L. (2008) · Journal of Nonverbal Behavior · doi:10.1007/s10919-008-0056-8 · Cited by 105
Hout, M. C., Goldinger, S. D., & Ferguson, R. W. (2012) · Journal of Experimental Psychology General · doi:10.1037/a0028860 · Cited by 104
Is there a dynamic advantage for facial expressions?
Fiorentini, C., & Viviani, P. (2011) · Journal of Vision · doi:10.1167/11.3.17 · Cited by 104
11 Universalism and Indigenization in the History of Modern Psychology
Danziger, K. (2020) · New York University Press eBooks · doi:10.18574/nyu/9780814739082.003.0015 · Cited by 104
Contextual determinants of anger and other negative expressions in young infants.
Sullivan, M. W., & Lewis, M. (2003) · Developmental Psychology · doi:10.1037/0012-1649.39.4.693 · Cited by 103
Infants' Perception of Dynamic Affective Expressions: Do Infants Distinguish Specific Expressions?
Soken, N. H., & Pick, A. D. (1999) · Child Development · doi:10.1111/1467-8624.00093 · Cited by 102
Categorical perception of face identity in noise isolates configural processing.
McKone, E., Martini, P., & Nakayama, K. (2001) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.27.3.573 · Cited by 102
Quigley, K. S., & Barrett, L. F. (2014) · Biological Psychology · doi:10.1016/j.biopsycho.2013.12.013 · Cited by 101
Self-citationDurán, J. I., & Fernández-Dols, J.-M. (2021) · Emotion · doi:10.1037/emo0001015 · Cited by 101
Neutral faces in context: Their emotional meaning and their function
Carrera-Levillain, P., & Dols, J. M. F. (1994) · Journal of Nonverbal Behavior · doi:10.1007/bf02172290 · Cited by 99
Anger and fear: Separable effects of emotion and motivational direction on somatovisceral responses
Stemmler, G., Aue, T., & Wacker, J. (2007) · International Journal of Psychophysiology · doi:10.1016/j.ijpsycho.2007.03.019 · Cited by 99
The Role of Intersensory Redundancy in the Emergence of Social Referencing in 5 ½-month-old Infants
Vaillant-Molina, M., & Bahrick, L. (2011) · Developmental Psychology · doi:10.1037/a0025263 · Cited by 99
Wilson-Mendenhall, C. D., Barrett, L. F., & Barsalou, L. W. (2015) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsu037 · Cited by 98
Self-citationJudgments of emotion from spontaneous facial expressions of New Guineans.
Naab, P., & Russell, J. A. (2007) · Emotion · doi:10.1037/1528-3542.7.4.736 · Cited by 98
The recognition of 18 facial-bodily expressions across nine cultures.
Cordaro, D. T., Sun, R., Kamble, S. V., Hodder, N., Monroy, M., Cowen, A., Bai, Y., & Keltner, D. J. (2019) · Emotion · doi:10.1037/emo0000576 · Cited by 98
Multivoxel pattern analysis does not provide evidence to support the existence of basic emotions
Clark-Polner, E., Johnson, T. D., & Barrett, L. F. (2016) · Cerebral Cortex · doi:10.1093/cercor/bhw028 · Cited by 97
Self-citationThe relation of ANS and HPA activation to infant anger and sadness response to goal blockage
Lewis, M., Ramsay, D. S., & Sullivan, M. W. (2006) · Developmental Psychobiology · doi:10.1002/dev.20151 · Cited by 96
Are smiles a sign of happiness? Spontaneous expressions of judo winners
Crivelli, C., Carrera, P., & Dols, J. M. F. (2014) · Evolution and Human Behavior · doi:10.1016/j.evolhumbehav.2014.08.009 · Cited by 96
Namba, S., Makihara, S., Kabir, R. S., Miyatani, M., & Nakao, T. (2016) · Current Psychology · doi:10.1007/s12144-016-9448-9 · Cited by 96
How Context Influences Our Perception of Emotional Faces: A Behavioral Study on the Kuleshov Effect
Calbi, M., Heimann, K. S., Barratt, D., Siri, F. M., Umiltà, M. A., & Gallese, V. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.01684 · Cited by 96
Data-Driven Methods to Diversify Knowledge of Human Psychology
Jack, R. E., Crivelli, C., & Wheatley, T. P. (2017) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2017.10.002 · Cited by 96
Camras, L. A., Oster, H., Bakeman, R. A., Meng, Z., Ujiie, T., & Campos, J. J. (2007) · Infancy · doi:10.1111/j.1532-7078.2007.tb00219.x · Cited by 94
Srinivasan, R., & Martinez, A. M. (2021) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2018.2887267 · Cited by 94
McCall, C., Blascovich, J., Young, A. F., & Persky, S. (2009) · Social Influence · doi:10.1080/15534510802517418 · Cited by 93
Facial Expressivity at 4 Months: A Context by Expression Analysis
Bennett, D. S., Bendersky, M., & Lewis, M. (2002) · Culture Studies ↔ Critical Methodologies · doi:10.1207/s15327078in0301_5 · Cited by 93
EMOTIC: Emotions in Context Dataset
Kosti, R., Álvarez, J. M., Recasens, A., & Lapedriza, À. (2017) · IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · doi:10.1109/cvprw.2017.285 · Cited by 91
Turati, C., Di Giorgio, E., Bardi, L., & Simion, F. (2010) · Child Development · doi:10.1111/j.1467-8624.2010.01520.x · Cited by 90
Heterogeneity of long-history migration predicts emotion recognition accuracy.
Wood, A., Rychlowska, M., & Niedenthal, P. M. (2016) · Emotion · doi:10.1037/emo0000137 · Cited by 90
Carver, L. J., & Vaccaro, B. G. (2007) · Developmental Psychology · doi:10.1037/0012-1649.43.1.54 · Cited by 89
Concepts, goals and the control of survival-related behaviors
Feldman Barrett, L., & Finlay, B. L. (2018) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2018.10.001 · Cited by 89
Dols, J. M. F. (2017) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780190613501.003.0024 · Cited by 87
Why Faces Are Not Special to Newborns
Turati, C. (2004) · Current Directions in Psychological Science · doi:10.1111/j.0963-7214.2004.01301002.x · Cited by 86
Oakes, L. M., & Ellis, A. E. (2011) · Infancy · doi:10.1111/j.1532-7078.2011.00107.x · Cited by 86
Cortical control of facial expression
Müri, R. M. (2015) · The Journal of Comparative Neurology · doi:10.1002/cne.23908 · Cited by 85
Valente, D., Theurel, A., & Gentaz, É. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-017-1338-0 · Cited by 84
Matias, R., & Cohn, J. F. (1993) · Developmental Psychology · doi:10.1037/0012-1649.29.3.524 · Cited by 83
Facial Expression Recognition from World Wild Web
Mollahosseini, A., Hassani, B., Salvador, M. J., Abdollahi, H., Chan, D., & Mahoor, M. H. (2016) · IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) · doi:10.1109/cvprw.2016.188 · Cited by 83
Rehm, M., & André, E. (2005) · Adaptive Agents and Multi-Agents Systems · doi:10.1145/1082473.1082615 · Cited by 80
What more is there to emotion concepts than prototypes?
Clore, G. L., & Ortony, A. (1991) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.60.1.48 · Cited by 79
Emotion perception in emotionless face images suggests a norm-based representation
Neth, D., & Martı́nez, A. M. (2009) · Journal of Vision · doi:10.1167/9.1.5 · Cited by 78
Spontaneous Facial Expressions in Congenitally Blind and Sighted Children Aged 8–11
Galati, D., Sini, B., Schmidt, S., & Tinti, C. (2003) · Journal of Visual Impairment & Blindness · doi:10.1177/0145482x0309700704 · Cited by 77
Toward Disentangling Sources of Individual Differences in Appraisal and Anger
Kuppens, P., Mechelen, I. V., & Rijmen, F. (2008) · Journal of Personality · doi:10.1111/j.1467-6494.2008.00511.x · Cited by 76
Gendron, M., Roberson, D. D., & Barrett, L. F. (2015) · Psychological Science · doi:10.1177/0956797614566659 · Cited by 76
Self-citationAre Spontaneous Expressions and Emotions Linked? an Experimental Test of Coherence
Dols, J. M. F., Sánchez, F., Carrera, P., & Ruiz-Belda, M.-A. (1997) · Journal of Nonverbal Behavior · doi:10.1023/a:1024917530100 · Cited by 74
Emotion terms, category structure, and the problem of translation: The case ofshameandvergüenza
de Mendoza, A. H., Dols, J. M. F., Parrott, W. G., & Carrera, P. (2009) · Cognition & Emotion · doi:10.1080/02699930902958255 · Cited by 74
Conceptual interrelatedness and caricatures
Goldstone, R. L., Steyvers, M., & Rogosky, B. J. (2003) · Memory & Cognition · doi:10.3758/bf03194377 · Cited by 74
Culture Reveals a Flexible System for Face Processing
Caldara, R. (2017) · Current Directions in Psychological Science · doi:10.1177/0963721417710036 · Cited by 74
Use of context in emotion perception: The role of top-down control, cue type, and perceiver’s age.
Ngo, N., & Isaacowitz, D. M. (2015) · Emotion · doi:10.1037/emo0000062 · Cited by 73
Barratt, D., Rédei, A. C., Innes-Ker, Å. H., & van de Weijer, J. (2016) · Perception · doi:10.1177/0301006616638595 · Cited by 72
A Study of the Development of Olfactory Preferences
Stein, M. (1958) · Archives of Neurology And Psychiatry · doi:10.1001/archneurpsyc.1958.02340080134028 · Cited by 72
The Duchenne Smile and Persuasion
Gunnery, S. D., & Hall, J. A. (2014) · Journal of Nonverbal Behavior · doi:10.1007/s10919-014-0177-1 · Cited by 72
Insights into the origins of knowledge from the cognitive neuroscience of blindness
Bedny, M., & Saxe, R. R. (2012) · Cognitive Neuropsychology · doi:10.1080/02643294.2012.713342 · Cited by 71
Stebbins, G. (1887) · Cited by 69
Optical Origins of Opposing Facial Expression Actions
Lee, D. H., Mirza, R. D., Flanagan, J. G., & Anderson, A. K. (2014) · Psychological Science · doi:10.1177/0956797613514451 · Cited by 69
The role of maltreatment experience in children's understanding of the antecedents of emotion
Perlman, S. B., Kalish, C. W., & Pollak, S. D. (2008) · Cognition & Emotion · doi:10.1080/02699930701461154 · Cited by 68
Self-citationWang, X., Peelen, M. V., Han, Z., He, C., Caramazza, A., & Bi, Y. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.3914-14.2015 · Cited by 68
DeCarlo, L. T. (2012) · Journal of Mathematical Psychology · doi:10.1016/j.jmp.2012.02.004 · Cited by 67
Judging and coding facial expression of emotions in congenitally blind children
Galati, D., Miceli, R., & Sini, B. (2001) · International Journal of Behavioral Development · doi:10.1080/01650250042000393 · Cited by 65
Forty Studies That Changed Psychology : Explorations into the History of Psychological Research
Hock, R. R. (1992) · Cited by 64
Dondi, M., Messinger, D., Colle, M., Tabasso, A., Simion, F., Barba, B. D., & Fogel, A. (2007) · Infancy · doi:10.1111/j.1532-7078.2007.tb00242.x · Cited by 64
Roch‐Levecq, A. (2006) · British Journal of Developmental Psychology · doi:10.1348/026151005x50663 · Cited by 64
When a word is worth a thousand pictures: Language shapes perceptual memory for emotion.
Doyle, C. M., & Lindquist, K. A. (2018) · Journal of Experimental Psychology General · doi:10.1037/xge0000361 · Cited by 64
Four‐dimensional sonographic assessment of fetal facial expression early in the third trimester
Yan, F., Dai, S., Akther, N., Kuno, A., Yanagihara, T., & Hata, T. (2006) · International Journal of Gynecology & Obstetrics · doi:10.1016/j.ijgo.2006.05.004 · Cited by 63
Lebois, L. A. M., Wilson‐Mendenhall, C. D., Simmons, W. K., Barrett, L. F., & Barsalou, L. W. (2018) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2018.01.008 · Cited by 62
Self-citationInfant interest expressions as coordinative motor structures
Michel, G. F., Camras, L. A., & Sullivan, J. (1992) · Infant Behavior and Development · doi:10.1016/0163-6383(92)80004-e · Cited by 60
Hypothetical Sentencing Decisions Are Associated With Actual Capital Punishment Outcomes
Wilson, J. P., & Rule, N. O. (2016) · Social Psychological and Personality Science · doi:10.1177/1948550615624142 · Cited by 60
The Behavioral Ecology View of Facial Displays, 25 Years Later
Fridlund, A. J. (2017) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780190613501.003.0005 · Cited by 60
Appraisal-driven facial actions as building blocks for emotion inference.
Scherer, K. R., Mortillaro, M., Rotondi, I., Sergi, I., & Trznadel, S. (2018) · Journal of Personality and Social Psychology · doi:10.1037/pspa0000107 · Cited by 59
Creating a Photoreal Digital Actor: The Digital Emily Project
Alexander, O., Mike Rogers, A., Lambeth, W., Chiang, M. J., & Debevec, P. E. (2009) · Conference on Visual Media Production · doi:10.1109/cvmp.2009.29 · Cited by 58
Charles Darwin's Emotional Expression “Experiment” and His Contribution to Modern Neuropharmacology
Snyder, P. J., Kaufman, R., Harrison, J., & Maruff, P. T. (2010) · Journal of the History of the Neurosciences · doi:10.1080/09647040903506679 · Cited by 57
Yitzhak, N., Giladi, N., Gurevich, T., Messinger, D. S., Prince, E. B., Martin, K. B., & Aviezer, H. (2017) · Emotion · doi:10.1037/emo0000287 · Cited by 57
Pollak, S. D. (2015) · Development and Psychopathology · doi:10.1017/s0954579415000826 · Cited by 56
Self-citationAdult Perceptions of Positive and Negative Infant Emotional Expressions
Dinehart, L. H. B., Messinger, D. S., Acosta, S. I., Cassel, T. D., Ambadar, Z., & Cohn, J. F. (2005) · Infancy · doi:10.1207/s15327078in0803_5 · Cited by 53
Emotion perception in Hadza hunter-gatherers
Gendron, M., Hoemann, K., Crittenden, A. N., Mangola, S. M., Ruark, G. A., & Barrett, L. F. (2020) · Scientific Reports · doi:10.1038/s41598-020-60257-2 · Cited by 52
Self-citationRecognition of Action Units in the Wild with Deep Nets and a New Global-Local Loss
Benitez-Quiroz, C. F., Wang, Y., & Martı́nez, A. M. (2017) · IEEE/CVF International Conference on Computer Vision (ICCV) · doi:10.1109/iccv.2017.428 · Cited by 51
The development of infant detection of inauthentic emotion.
Walle, E. A., & Campos, J. J. (2014) · Emotion · doi:10.1037/a0035305 · Cited by 51
Developmental changes in the primacy of facial cues for emotion recognition.
Leitzke, B. T., & Pollak, S. D. (2016) · Developmental Psychology · doi:10.1037/a0040067 · Cited by 50
Self-citationCategorical Representation of Facial Expressions in the Infant Brain
Leppänen, J. M., Richmond, J. L., Vogel‐Farley, V. K., Moulson, M. C., & Nelson, C. A. (2009) · Infancy · doi:10.1080/15250000902839393 · Cited by 50
The efficiency of dynamic and static facial expression recognition
Gold, J. M., Barker, J., Barr, S., et al. (2013) · Journal of Vision · doi:10.1167/13.5.23 · Cited by 49
The emotion seen in a face can be a methodological artifact: The process of elimination hypothesis.
DiGirolamo, M. A., & Russell, J. A. (2016) · Emotion · doi:10.1037/emo0000247 · Cited by 47
Kouo, J., & Egel, A. L. (2016) · Review Journal of Autism and Developmental Disorders · doi:10.1007/s40489-016-0081-1 · Cited by 47
Ekman, P. (1980) · Cited by 47
Probabilistic learning of emotion categories
Plate, R. C., Wood, A., Woodard, K., & Pollak, S. D. (2019) · Journal of Experimental Psychology: General · doi:10.1037/xge0000529 · Cited by 45
Self-citationCamras, L. A., Perlman, S. B., Fries, A. B. W., & Pollak, S. D. (2006) · International Journal of Behavioral Development · doi:10.1177/0165025406063608 · Cited by 44
Self-citationCulture and the Expression of Emotion
Sorenson, E. R. (1975) · Mouton eBooks · doi:10.1515/9783110802818.361 · Cited by 43
Emergence of categorical face perception after extended early-onset blindness
Gandhi, T. K., Kalia, A., Swami, P., Ganesh, S., & Sinha, P. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1616050114 · Cited by 43
Americans and Palestinians judge spontaneous facial expressions of emotion.
Kayyal, M. H., & Russell, J. A. (2013) · Emotion · doi:10.1037/a0033244 · Cited by 42
Visual perception of facial expressions of emotion
Martı́nez, A. M. (2017) · Current Opinion in Psychology · doi:10.1016/j.copsyc.2017.06.009 · Cited by 40
Ekman, P. (2017) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780190613501.003.0003 · Cited by 40
In, on, and under: Examining the Relationship between Cognitive and Language Skills
Halpern, E., Corrigan, R., & Aviezer, O. (1983) · International Journal of Behavioral Development · doi:10.1177/016502548300600203 · Cited by 38
Ding, Y., Prépin, K., Huang, J., Pélachaud, C., & Artières, T. (2014) · Adaptive Agents and Multi-Agents Systems · doi:10.65109/copn4977 · Cited by 38
Hutto, J. R., & Vattoth, S. (2014) · American Journal of Roentgenology · doi:10.2214/ajr.14.12857 · Cited by 37
Shackman, J. E., Fatani, S. S., Camras, L. A., Berkowitz, M. J., Bachorowski, J., & Pollak, S. D. (2010) · Cognition & Emotion · doi:10.1080/02699930903399376 · Cited by 36
Self-citationKoster-Hale, J., Bedny, M., & Saxe, R. R. (2014) · Cognition · doi:10.1016/j.cognition.2014.04.006 · Cited by 36
Remorse, Demeanor, and the Consequences of Misinterpretation
Bandes, S. A. (2014) · Journal of Law Religion and State · doi:10.1163/22124810-00302004 · Cited by 36
Context facilitates performance on a classic cross-cultural emotion perception task.
Hoemann, K., Crittenden, A. N., Mangola, S. M., Liu, Q., Li, C., Roberson, D. D., Ruark, G. A., Gendron, M., & Barrett, L. F. (2018) · Emotion · doi:10.1037/emo0000501 · Cited by 35
Self-citationDevelopmental Changes in Infants’ Categorization of Anger and Disgust Facial Expressions
Ruba, A. L., Johnson, K. M., Harris, L. T., & Wilbourn, M. (2017) · Developmental Psychology · doi:10.1037/dev0000381 · Cited by 35
A formal ideal-based account of typicality
Voorspoels, W., Vanpaemel, W., & Storms, G. (2011) · Psychonomic Bulletin & Review · doi:10.3758/s13423-011-0122-9 · Cited by 34
Principles of Emotion and its Development in Infancy
Witherington, D. C., Campos, J. J., & Hertenstein, M. J. (2004) · doi:10.1002/9780470996348.ch16 · Cited by 33
Extending emotion science to the study of discrete emotions in infants
Izard, C. E., Woodburn, E. M., & Finlon, K. J. (2010) · Emotion Review · doi:10.1177/1754073909355003 · Cited by 32
How a Virtual Agent Should Smile?
Ochs, M., Niewiadomski, R., & Pélachaud, C. (2010) · Lecture notes in computer science · doi:10.1007/978-3-642-15892-6_47 · Cited by 31
A naturalistic observational study of children’s expressions of anger in the family context.
Sears, M. S., Repetti, R. L., Reynolds, B. M., & Sperling, J. (2013) · Emotion · doi:10.1037/a0034753 · Cited by 30
Perceptually Valid Facial Expressions for Character‐Based Applications
Arya, A., DiPaola, S., & Parush, A. (2009) · International Journal of Computer Games Technology · doi:10.1155/2009/462315 · Cited by 29
Nelson, N. L., & Russell, J. A. (2016) · Journal of Experimental Child Psychology · doi:10.1016/j.jecp.2016.02.012 · Cited by 29
Flagged first, then by citations
Research works printed but not linked: 29
- 10.1037/0022-3514.37.11.2049 · DOI
- Baum S. (Creator) & Grazer B. (Producer). (2009, January 21). Lie to me [Television series]. Los Angeles, CA: Fox.
- Cacioppo J. T., Berntson G. G., Larsen J. H., Poehlmann K. M., Ito T. A. (2000). The psychophysiology of emotion. In Lewis R., Haviland-Jones J. M. (Eds.), The handbook of emotions (2nd ed., pp. 173–191). New York, NY: Guilford Press.
- Camras L. A., Fatani S. S., Fraumeni B. R., Shuster M. M. (2016). The development of facial expressions. In Barrett L. F., Lewis M., Haviland-Jones J. M. (Eds.), Handbook of emotions (4th ed., pp. 255–271). New York, NY: Guilford Press.
- Cleese J. (Writer), Erskine J., Stewart D. (Directors). (2001, March 7). The human face [Television series]. London, England: BBC.
- Clore G. L., Ortony A. (2008). Appraisal theories: How cognition shapes affect into emotion. In Lewis M., Haviland-Jones J. M., Barrett L. F. (Eds.), Handbook of emotions (3rd ed., pp. 628–642). New York, NY: Guilford Press.
- Docter P., Del Carmen R. (Directors), LeFauve M., Cooley J. (Writers), & Lasseter J. (Producer). (2015). Inside out [Motion picture]. Emeryville, CA: Pixar.
- Dondi M., Gervasi M. T., Valente A., Vacca T., Bogana G., De Bellis I., . . . Oster H. (2012). Spontaneous facial expressions of distress in fetuses. In De Sousa C., Oliveira A. M.(Eds.), Proceedings of the 14th European Conference on Facial Expression: New Challenges for Research (pp. 16–18). Coimbra, Portugal: University of Coimbra.
- Duran J. I., Reisenzein R., Fernández-Dols J.-M. (2017). Coherence between emotions and facial expressions: A research synthesis. In Fernández-Dols J.-M., Russell J. A. (Eds.), The science of facial expression (pp. 107–129). New York, NY: Oxford University Press.
- Eibl-Eibesfeldt I. (1989). Human ethology (Wiessner-Larsen P., Heunemann A., Trans.). New York, NY: Aldine deGruyter.
- 10.1037/0033-2909.115.2.268 · DOI · Paper page
- Ekman P., Friesen W. V. (1978). Facial Action Coding System: A technique for the measurement of facial movement. Palo Alto, CA: Consulting Psychologists Press.
- Ekman P., Friesen W. V., Hager J. C. (2002). Facial Action Coding System: The manual On CD ROM. Salt Lake City, UT: The Human Face.
- Feng D., Jeong D., Krämer N., Miller L., Marsella S. (2017). “Is it just me?” Evaluating attribution of negative feedback as a function of virtual instructor’s gender and proxemics. In Proceedings of AAMAS ‘16 International Conference on Autonomous Agents and Multiagent Systems (pp. 810–818). Richland, SC: International Foundation for Autonomous Agents and Multiagent Systems.
- Granchrow J. R., Steiner J. E., Daher M. (1983). Neonatal facial expressions in response to different qualities and intensities of gustatory stimulation. Infant Behavior & Development, 6, 153–157.
- Izard C. E. (1971). The face of emotion. East Norwalk, CT: Appleton-Century-Crofts.
- Keltner D., Cordaro D. T. (2017). Understanding multimodal emotional expressions: Recent advances in Basic Emotion Theory. In Fernández-Dols J.-M., Russell J. A. (Eds.), The science of facial expression (pp. 57–75). New York, NY: Oxford University Press.
- Lindquist K. A., Barrett L. F. (2008). Emotional complexity. In Lewis M., Haviland-Jones J. M., Barrett L. F. (Eds.), Handbook of emotions (3rd ed., pp. 513–530). New York, NY: Guilford Press.
- Marsella S., Gratch J. (2016). Computational models of emotion as psychological tools. In Barrett L. F., Lewis M., Haviland-Jones J. (Eds.), Handbook of emotions (4th ed., pp 113–132). New York, NY: Guilford Press.
- Matsumoto D., Keltner D., Shiota M., O’Sullivan M., Frank M. (2008). Facial expressions of emotions. In Lewis M., Haviland-Jones J. M., Barrett L. F. (Eds.), Handbook of emotions (3rd ed., pp. 211–234). New York, NY: Macmillan.
- Oster H. (2005). The repertoire of infant facial expressions: An ontogenetic perspective. In Nadel J., Muir D. (Eds.), Emotional development: Recent research advances (pp. 261–292). New York, NY: Oxford University Press.
- Pliskin A. (Associate Producer). (2015 January 15). Episode 4515 [Television series episode]. In Sesame street. New York New York: Sesame Workshop. https://www.youtube.com/watch?v=y28GH2GoIyc
- 10.31234/osf.io/7vm5w · DOI
- Smith T. W. (2016). The book of human emotion. New York, NY: Little, Brown.
- Tinbergen N. (1953). The herring gull’s world. London, England: Collins.
- Valentine E. (Writer) & Lehmann B. (Producer). (2015 January 13). Episode 4517 [Television series episode]. In Sesame street. New York NY: Sesame Workshop. https://www.youtube.com/watch?v=ZxfJicfyCdg
- Walker-Andrews A. S., Dickson L. R. (1997). Infants’ understanding of affect. In Hala S. (Ed.), Studies in developmental psychology: The development of social cognition (pp. 161–186). Hove, England: Psychology Press.
- 10.1037/0022-3514.78.1.105 · DOI
- Yin Y. Nabian M. Ostadabbas S. Fan M. Chou C. Gendron M. (2018). Facial expression and peripheral physiology fusion to decode individualized affective experiences. ArXive.org. Retrieved from https://arxiv.org/abs/1811.07392v1 · arXiv
Cited by
Sorted by citations
Sustainable AI: AI for sustainability and the sustainability of AI
van Wynsberghe, A. (2021) · AI and Ethics · doi:10.1007/s43681-021-00043-6 · Cited by 939
Veale, M., & Zuiderveen Borgesius, F. (2021) · Computer Law Review International · doi:10.9785/cri-2021-220402 · Cited by 805
Towards a standard for identifying and managing bias in artificial intelligence
Schwartz, R., Vassilev, A., Greene, K., Perine, L., Burt, A., & Hall, P. (2022) · doi:10.6028/nist.sp.1270 · Cited by 548
“The basis for drawing conclusions about emotional state from facial characteristics ranges from unscientific and debunked theories to emerging experimental studies [177], presenting concerning challenges to AI systems that claim to make such judgements.”
BackgroundEmotion words, emotion concepts, and emotional development in children: A constructionist hypothesis
Hoemann, K., Xu, F., & Barrett, L. F. (2019) · Developmental Psychology · doi:10.1037/dev0000686 · Cited by 354
Self-citationArtificial intelligence and the future of psychiatry: Insights from a global physician survey
Doraiswamy, P. M., Blease, C., & Bodner, K. (2020) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2019.101753 · Cited by 253
Metadata
- Authors
- Barrett, L. F., Adolphs, R., Marsella, S., Martinez, A. M., & Pollak, S. D.
- Affiliations
- Northeastern University (US)
- California Institute of Technology (US)
- Department of Electrical and Computer Engineering and Center for Cognitive and Brain Sciences, The Ohio State University
- University of Wisconsin–Madison (US)
- Corresponding author
- Barrett, Lisa Feldman
- Venue
- Psychological Science in the Public Interest
- Publisher
- SAGE Publications
- Published
- 2019-07
- Volume
- 20
- Issue
- 1
- Pages
- 1-68
- ISSN
- 1529-1006 (ISSN-L)
- 2160-0031
- PMC
- PMC6640856
- OpenAlex
- W2912483755
- Semantic Scholar
- c489b6787c5af8aca97f4761343a66f3f189b35d
- Cited by
- 1,748
- References
- 444
- Citations by year
- 2026: 238 · 2025: 266 · 2024: 230 · 2023: 302 · 2022: 269 · 2021: 227 · 2020: 186 · 2019: 26
- FWCI
- 102.82
- Type
- journal article
- Language
- en
- Update notices
- correction (2019-11-15)
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Psychological Science in the Public Interest (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam) (acceptedVersion, cc-by-sa)
- CaltechAUTHORS (California Institute of Technology) (submittedVersion)
- Funders
- National Institute of Mental Health (R01MH113234, P50MH094258, R01MH109464, R01MH061285)
- National Eye Institute (R01EY020834)
- National Cancer Institute (U01CA193632)
- National Institute on Deafness and Other Communication Disorders (R01DC014498)
- Eunice Kennedy Shriver National Institute of Child Health and Human Development (U54HD090256)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Face Recognition and Perception
- Physical Sciences › Computer Science › Artificial Intelligence › Emotion and Mood Recognition
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Evolutionary Psychology and Human Behavior
- Keywords
- facial expressions, emotion recognition, facial motion, emotion categories, mixed emotions, social communication, emotion perception, anger, disgust, fear, happiness, sadness, surprise
- MeSH terms
- Facial Recognition, Emotions, Facial Expression, Female, Humans, Interpersonal Relations, Judgment, Male, Movement, Psychomotor Performance
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