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The circumplex model of affect: An integrative approach to affective neuroscience, cognitive development, and psychopathology
Open accessAbstract
The circumplex model of affect proposes that all affective states arise from cognitive interpretations of core neural sensations that are the product of two independent neurophysiological systems. This model stands in contrast to theories of basic emotions, which posit that a discrete and independent neural system subserves every emotion. We propose that basic emotion theories no longer explain adequately the vast number of empirical observations from studies in affective neuroscience, and we suggest that a conceptual shift is needed in the empirical approaches taken to the study of emotion and affective psychopathologies. The circumplex model of affect is more consistent with many recent findings from behavioral, cognitive neuroscience, neuroimaging, and developmental studies of affect. Moreover, the model offers new theoretical and empirical approaches to studying the development of affective disorders as well as the genetic and cognitive underpinnings of affective processing within the central nervous system. This work was supported in part by NIMH Grants MH01232, MH59139, MH36197, MHK02-74677, and MH068318; a grant from the National Alliance for Research in Schizophrenia and Affective Disorders (NARSAD); NSF Grant BSC-0421702; and funding from the Thomas D. Klingenstein and Nancy D. Perlman Family Fund and the Suzanne Crosby Murphy Endowment at Columbia University.
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“These opposite effects on ISC fit with the proposed distinction between valence and arousal representations in the brain (31,32) and they also highlight the neurobehavioral functions that emotional arousal and valence may have in human social interaction.”
From Emotions promote social interaction by synchronizing brain activity across individuals (2012) · cites this paper as [32]
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Cites
Development and validation of brief measures of positive and negative affect: The PANAS scales.
Watson, D., Clark, L. A., & Tellegen, A. (1988) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.54.6.1063 · Cited by 32,433
Russell, J. A. (1980) · Journal of Personality and Social Psychology · doi:10.1037/h0077714 · Cited by 16,334
Self-citationJournal of Clinical Psychiatry
(2018) · Journal of Clinical Psychiatry · doi:10.5505/kpd · Cited by 13,703
Lazarus, R. S. (1991) · doi:10.1093/oso/9780195069945.001.0001 · Cited by 12,691
An argument for basic emotions
Ekman, P. (1992) · Cognition and Emotion · doi:10.1080/02699939208411068 · Cited by 9,646
Core affect and the psychological construction of emotion.
Russell, J. A. (2003) · Psychological Review · doi:10.1037/0033-295x.110.1.145 · Cited by 6,113
Self-citationThe American Journal of Human Genetics
S., J. (1950) · Population · doi:10.2307/1523704 · Cited by 5,124
Handbook of Affective Sciences
(2002) · doi:10.1093/oso/9780195126013.001.0001 · Cited by 5,113
(2001) · doi:10.1017/cbo9780511546396 · Cited by 4,482
Brain stem reticular formation and activation of the EEG
Moruzzi, G., & Magoun, H. W. (1949) · Electroencephalography and Clinical Neurophysiology · doi:10.1016/0013-4694(49)90219-9 · Cited by 4,307
Research works printed but not linked: 6
- Saarni, C. (1999).Development of emotional competence.New York:Guilford Press.
- Fridja, N. H. (1986).The emotions.Cambridge:Cambridge University Press.
- Harris, P. L. (2000).Understanding emotion. In M. Lewis & J. M. Haviland–Jones (Eds.),Handbook of emotion.New York:Guilford Press.
- Panksepp, J. (1998).Affective neuroscience: The foundations of human and animalemotions.New York:Oxford University Press. · DOI · Paper page
- Babinski, J. (1914).Contribution a l'etude des troubles mentaux dansl'hemisplegic organique cerebrale (anosognosie).Review of Neurology 27,845–848.
- Tomkins, S. S. (1962, 1963).Affect, imagery, consciousness(Vols. I & II).New York:Springer.
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ResultBenovoy, M., Cooperstock, J. R., & Deitcher, J. (2008) · International Conference on Bio-inspired Systems and Signal Processing · doi:10.5220/0001063402530258 · Cited by 27
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Georgiou, E., Mai, S., Fernandez, K. C., & Pollatos, O. (2018) · Consciousness and Cognition · doi:10.1016/j.concog.2018.02.011 · Cited by 25
Edwards, C., Cella, M., Tarrier, N., & Wykes, T. (2015) · Psychiatry Research · doi:10.1016/j.psychres.2015.05.091 · Cited by 26
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Dang, X., Chen, Z., Hao, Z., Ga, M., Han, X., Zhang, X., & Yang, J. (2022) · Sensors · doi:10.3390/s23010338 · Cited by 26
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MethodAffect Balance Style, Experimental Pain Sensitivity, and Pain-related Responses
Sibille, K. T., Kindler, L. L., Glover, T. L., Staud, R. M., Riley, J. L., & Fillingim, R. B. (2012) · Clinical Journal of Pain · doi:10.1097/ajp.0b013e3182324799 · Cited by 26
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Dahmani, S., Colotte, V., Girard, V., & Ouni, S. (2019) · Interspeech (USB) · doi:10.21437/interspeech.2019-2848 · Cited by 26
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BackgroundMachine Learning for Stress Detection from Electrodermal Activity: A Scoping ReviewPreprint
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BackgroundAlsharif, A. H., Wang, J., Isa, S. M., Salleh, N. Z. M., Dawas, H. A., & Alsharif, M. H. (2025) · Future Business Journal · doi:10.1186/s43093-025-00591-x · Cited by 45
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Tan, H. K., Jones, G. V., & Watson, D. G. (2009) · Emotion · doi:10.1037/a0014713 · Cited by 29
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Veeranki, Y. R., Ganapathy, N., & Swaminathan, R. (2021) · Current Directions in Biomedical Engineering · doi:10.1515/cdbme-2021-2220 · Cited by 24
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BackgroundZhang, K., Cui, X., Wang, R., Mu, C., & Wang, F. (2022) · Sustainability · doi:10.3390/su14063261 · Cited by 33
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BackgroundDahlén, A. D., Schofield, A., Schiöth, H., & Brooks, S. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.868366 · Cited by 22
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“[11] This study begins by sending raw EEG data from the DEAP dataset [8] through various deep learning models, including Long short-term memory (LSTM), Bidirectional LSTM (bi-LSTM), and CNN to discover which deep learning model performs best (RQ1).”
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Pham, T., Ma, W., Tran, D., Tran, D. S., & Phung, D. (2015) · International IEEE/EMBS Conference on Neural Engineering · doi:10.1109/ner.2015.7146575 · Cited by 25
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BackgroundMethodKruijff, E., Marquardt, A., Trepkowski, C., Schild, J., & Hinkenjann, A. (2016) · The Visual Computer · doi:10.1007/s00371-016-1294-0 · Cited by 28
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BackgroundNaturalistic Recognition of Activities and Mood Using Wearable Electronics
Zhu, Z. Z., Satizábal, H. F., Blanke, U., Pérez-Uribe, A., & Tröster, G. (2015) · IEEE Transactions on Affective Computing · doi:10.1109/taffc.2015.2491927 · Cited by 25
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BackgroundMIRO: A Robot “Mammal” with a Biomimetic Brain-Based Control System
Mitchinson, B., & Prescott, T. J. (2016) · Lecture notes in computer science · doi:10.1007/978-3-319-42417-0_17 · Cited by 25
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Morgenroth, E., Vilaclara, L., Muszyński, M., Gaviria, J., Vuilleumier, P. O., & Ville, D. V. D. (2023) · Social Cognitive and Affective Neuroscience · doi:10.1093/scan/nsad063 · Cited by 24
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“…Circle [19], or by having a multi-dimensional plane where the axes represent different biological systems to mimic how the brain perceives emotion, intuitively referred to as dimensional models in the literature, the most widely accepted being Russell’s Circumplex Model [20], seen in Figure 1.”
BackgroundWatanabe, N., Wada, M., Irukayama‐Tomobe, Y., Ogata, Y., Tsujino, N., Suzuki, M., Furutani, N., Sakurai, T., & Yamamoto, M. (2012) · PLoS ONE · doi:10.1371/journal.pone.0035390 · Cited by 24
“[48] suggested that the valence dimension may be represented by the dopamine system.”
BackgroundStress induced cortisol release and schizotypy.
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Prasad, D. K., Liu, S., Chen, S. A., & Quek, C. H. (2018) · Expert Systems with Applications · doi:10.1016/j.eswa.2018.03.011 · Cited by 24
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BackgroundArt, Affect and Color: Creating Engaging Expressive Scientific Visualization
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Francis, D. C., Hong, J. Y., Liu, J., Eker, A., Lloyd, K., Bharaj, P. K., & Jeon, M. (2020) · Frontiers in Psychology · doi:10.3389/fpsyg.2020.01865 · Cited by 24
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Fernandes, J. M., Silva, J. S., Rodrigues, A., & Boavida, F. (2022) · ACM Computing Surveys · doi:10.1145/3491208 · Cited by 29
“1Both of the definitions for arousal and valence can be found in [71] along with more information in the 2D model.”
BackgroundEEG-Based Emotion Recognition Using Deep Learning and M3GP
Aguiñaga, A. R., Muñoz, L., López‐López, V. R., & Téllez, A. C. (2022) · Applied Sciences · doi:10.3390/app12052527 · Cited by 24
Wu, M., Hu, S., Wei, B., & Lv, Z. (2022) · Journal of Neuroscience Methods · doi:10.1016/j.jneumeth.2022.109642 · Cited by 24
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Dang, X., Chen, Z., & Hao, Z. (2022) · IET Radar Sonar & Navigation · doi:10.1049/rsn2.12297 · Cited by 26
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MethodStsiampkouskaya, K., Joinson, A., & Piwek, L. (2022) · Journal of Computer-Mediated Communication · doi:10.1093/jcmc/zmac036 · Cited by 24
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BackgroundInfluentialCriado‐Perez, C., Jackson, C. J., Minbashian, A., & Collins, C. G. (2023) · Journal of Business and Psychology · doi:10.1007/s10869-023-09883-x · Cited by 24
“Anxiety and anger are high arousal and negative affect emotions (Posner et al., 2005).”
Tritt, S. M., Peterson, J. B., Page‐Gould, E., & Inzlicht, M. (2016) · Emotion · doi:10.1037/emo0000150 · Cited by 32
Liao, Y., Schembre, S., O'Connor, S., Belcher, B., Maher, J. P., Dzubur, E., & Dunton, G. (2018) · Journal of nutrition education and behavior · doi:10.1016/j.jneb.2018.02.003 · Cited by 22
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Hoyle, H. E. (2020) · Cities and nature · doi:10.1007/978-3-030-44480-8_2 · Cited by 26
MacCormack, J. K., Stein, A. G., Kang, J., Giovanello, K. S., Satpute, A. B., & Lindquist, K. A. (2020) · Affective Science · doi:10.1007/s42761-020-00016-8 · Cited by 28
Warr, P. B. (2017) · Wiley eBooks · doi:10.1002/9781118993811.ch4 · Cited by 31
Helmich, M. A., Snippe, E., Kunkels, Y. K., Riese, H., Smit, A. C., & Wichers, M. (2021) · doi:10.31234/osf.io/fertq · Cited by 24
Perski, O., Kale, D., Leppin, C., Okpako, T., Simons, D., Goldstein, S. P., Hekler, E. B., & Brown, J. (2024) · PLOS Digital Health · doi:10.1371/journal.pdig.0000594 · Cited by 25
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Madrid, H. P., & Patterson, M. G. (2014) · The Spanish Journal of Psychology · doi:10.1017/sjp.2014.54 · Cited by 25
“Furthermore, results supported the basics of the Valence and Arousal Circumplex Model Affect (Posner et al., 2005; Russell, 1980) and the framework of job-related affect proposed by Warr (2007) applied to non English-speaking samples of employees.”
ResultIdentifying emotions in images from valence and arousal ratings
Alarcão, S. M., & Fonseca, M. J. (2017) · Multimedia Tools and Applications · doi:10.1007/s11042-017-5311-8 · Cited by 23
“Research has long noted that people do not experience or recognize emotions as isolated, discrete entities, but as ambiguous and overlapping experiences [55].”
BackgroundDzubur, E., Huh, J., Maher, J. P., Intille, S. S., & Dunton, G. F. (2018) · Translational Behavioral Medicine · doi:10.1093/tbm/ibx002 · Cited by 22
“EMA items assessing positive and negative affect were based on the circumplex model composed of valence and arousal [12] in mothers and children with four response options: “not at all,” “a little,” “quite a bit,” and “extremely.”
MethodBaas, M. (2019) · Cambridge University Press eBooks · doi:10.1017/9781316979839.014 · Cited by 23
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Addabbo, M., Vacaru, S. V., Meyer, M., & Hunnius, S. (2019) · Developmental Science · doi:10.1111/desc.12873 · Cited by 24
Samuel, O. O., Walker, G. H., Salmon, P. M., Filtness, A., Stevens, N., Mulvihill, C. M., Payne, S. R., & Stanton, N. A. (2019) · Transportation Research Part F Traffic Psychology and Behaviour · doi:10.1016/j.trf.2019.08.018 · Cited by 23
Real-time emotion recognition system with multiple physiological signals
Zhuang, J.-R., Guan, Y.-J., Nagayoshi, H., Muramatsu, K., WATANUKI, K., & Tanaka, E. (2019) · Journal of Advanced Mechanical Design Systems and Manufacturing · doi:10.1299/jamdsm.2019jamdsm0075 · Cited by 23
“Figure 1 (Posner et al., 2005) describes a 2D emotion model using two indicators, valence and arousal, of emotional state measurement.”
MethodCassara, M., Schertzer, K. A., Falk, M., Wong, A. H.-W., Hock, S. M., Bentley, S., Paetow, G., Conlon, L. W., Hughes, P. G., McKenna, R. T., et al. (2019) · AEM Education and Training · doi:10.1002/aet2.10418 · Cited by 22
A Comparative Study of Mental States in 2D and 3D Virtual Environments Using EEG
Bilgin, P., Agres, K., Robinson, N., Wai, A. A. P., & Guan, C. (2019) · Conference proceedings/Conference proceedings - IEEE International Conference on Systems, Man, and Cybernetics · doi:10.1109/smc.2019.8914326 · Cited by 26
“induce relaxation and arousal, respectively [15].”
BackgroundCastro, M., Guevara, C. Á., & Jimenez-Molina, A. (2020) · Transportation Research Part C Emerging Technologies · doi:10.1016/j.trc.2020.102712 · Cited by 25
“In the same way, on the horizontal axis a positive valence is associated with pleasant states and the contrary with a negative one (Posner et al., 2005).”
BackgroundTian, L., Oviatt, S. L., Muszyński, M., Chamberlain, B. C., Healey, J., & Sano, A. (2022) · ACM eBooks · doi:10.1145/3502398 · Cited by 25
Ventura‐Bort, C., Wendt, J., & Weymar, M. (2022) · Psychophysiology · doi:10.1111/psyp.14088 · Cited by 27
Robotic Presence: The Effects of Anthropomorphism and Robot State on Task Performance and Emotion
Kim, L. H., Domova, V., Yao, Y., Huang, C., Follmer, S., & Paredes, P. E. (2022) · IEEE Robotics and Automation Letters · doi:10.1109/lra.2022.3181726 · Cited by 26
“For example, experiments on different test robot platforms have shown that speed and acceleration can be used to elicit feelings along the arousal axis in the circumplex model of affect [20], [21], [22].”
Lomas, T., & VanderWeele, T. J. (2023) · Journal of Clinical Psychology · doi:10.1002/jclp.23512 · Cited by 28
Emotion-Aware Recommender Systems – A Framework and a Case Study
Tkalčič, M., Burnik, U., Odić, A., Košir, A., & Tasič, J. F. (2013) · Advances in intelligent systems and computing · doi:10.1007/978-3-642-37169-1_14 · Cited by 23
Happiness in action: the impact of positive affect on the time of the conscious intention to act
Rigoni, D., Demanet, J., & Sartori, G. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.01307 · Cited by 27
“…and anger are similar in arousal but opposite to each other in valence (Russell, 1980; Posner et al., 2005), one can reasonably argue that the effects of the mood manipulation on intention awareness is driven by an increase of pleasant emotions in the Positive condition as compared to the…”
BackgroundResultEvaluating Four Devices that Present Operator Emotions in Real-time
Mattsson, S., Partini, J., & Fast–Berglund, Å. (2016) · Procedia CIRP · doi:10.1016/j.procir.2016.05.013 · Cited by 24
“Russell ́s Circumplex Model of affect [1].”
BackgroundCao, H.-L., Esteban, P. G., Albert, D. B., Simut, R., de Perre, G. V., Lefeber, D., & Vanderborght, B. (2017) · International Journal of Social Robotics · doi:10.1007/s12369-017-0405-z · Cited by 23
“Since emotions play an important role in making the human–robot interaction more natural [8,25], they are integrated into behaviors by using a two-dimensional space model consisting of valence and arousal, based on the circumplex model of affect defined by Russell [42].”
MethodA Vibrotactile Alarm System for Pleasant Awakening
Κορρές, Γ., Jensen, C. B. F., Park, W., Bartsch, C., & Eid, M. A. (2018) · IEEE Transactions on Haptics · doi:10.1109/toh.2018.2804952 · Cited by 23
“tributed into these two scales is shown in Russell’s model [23] in Fig.”
MethodNeurophysiological Markers for Passive Brain–Computer Interfaces
Roy, R. N., & Frey, J. (2016) · doi:10.1002/9781119144977.ch5 · Cited by 23
Toward an Integrative Approach to the Study of Positive-Affect-Related Aggression
Quansah, J. E., & Gagnon, J. (2023) · Perspectives on Psychological Science · doi:10.1177/17456916231200421 · Cited by 22
“Valence refers to the subjective evaluation of the experience as being either positive (pleasant) or negative (aversive) in quality, whereas arousal (or alertness) pertains to the degree in which a stimulus or event engages the individual (Posner et al., 2005).”
MoodShaper: A Virtual Reality Experience to Support Managing Negative Emotions
Wagener, N., Kiesewetter, A., Reicherts, L., Woźniak, P. W., Schöning, J., Rogers, Y., & Niess, J. (2024) · Designing Interactive Systems Conference · doi:10.1145/3643834.3661570 · Cited by 29
Cartocci, G., Modica, E., Rossi, D., Maglione, A. G., Venuti, I., Rossi, G., Corsi, E., & Babiloni, F. (2016) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/embc.2016.7591751 · Cited by 22
“In the attempt to match SCL and HR signals we referred to the circumplex model of affect plane [17; 18], where the coordinates of a point in the space are defined by the HR (horizontal axis) to describe the valence and by the SCL (vertical axis) to describe the arousal phenomena [see 19 for a review].”
MethodThe "hot" side of proactivity: Exploring an affect-based perspective on proactivity in organizations
Cangiano, F., Bindl, U. K., & Parker, S. K. (2017) · London School of Economics and Political Science Research Online (London School of Economics and Political Science) · doi:10.4324/9781315797113-22 · Cited by 22
Theories of Emotional Development: Where Have We Been and Where Are We Now?
Buss, K. A., Cole, P. M., & Zhou, A. M. (2019) · Springer eBooks · doi:10.1007/978-3-030-17332-6_2 · Cited by 29
Watts, L. L., McIntosh, T. J., Gibson, C., Mulhearn, T. J., Medeiros, K. E., Mecca, J. T., & Cohen‐Charash, Y. (2019) · The Journal of Creative Behavior · doi:10.1002/jocb.427 · Cited by 22
In Contact: Pinching, Squeezing and Twisting for Mediated Social Touch
Simons, M. F., Haynes, A., Gao, Y., Zhu, Y., & Rossiter, J. M. (2020) · CHI Conference Extended Abstracts on Human Factors in Computing Systems (CHI EA) · doi:10.1145/3334480.3382798 · Cited by 22
“, 3 females) were asked to wear the of their forearm orientated as shown in on the device was separately activated 67 V, 2.5 V and 5 V), as described in were asked to rate the strength and sensation on a scale of 1-10, consistent model of affect [22].”
MethodInfluentialReal-Time Affective Measurements in Medical Education, Using Virtual and Mixed Reality
Antoniou, P. E., Arfaras, G., Pandria, N., Ntakakis, G., Bambatsikos, E., & Athanasiou, A. (2020) · Lecture notes in computer science · doi:10.1007/978-3-030-60735-7_9 · Cited by 22
Łaguna, M., Mielniczuk, E., & Gorgievski, M. J. (2020) · Applied Psychology · doi:10.1111/apps.12288 · Cited by 21
Emotional performance on physics and chemistry learning: the case of Spanish K-9 and K-10 students
Acedo, M. A. D., Cañada, F. C., Sánchez‐Martín, J., Airado‐Rodríguez, D., & Jiménez, V. M. (2021) · International Journal of Science Education · doi:10.1080/09500693.2021.1889069 · Cited by 24
“But it is a fact that teaching and learning activities are strongly charged with beliefs, attitudes and emotions stimulated and directed towards people, but also towards values and ideals, as old (Posner et al., 2005) and recent pieces of research point out (King et al., 2015; Mellado et al., 2014).”
BackgroundGuided Spatial Transformers for Facial Expression Recognition
Luna-Jiménez, C., Cristóbal-Martín, J., Kleinlein, R., Gil-Martín, M., Moya, J. M., & Fernández-Martínez, F. (2021) · Applied Sciences · doi:10.3390/app11167217 · Cited by 22
“For this reason, and following the theories of J.Posner and J. Rusell [20], we assigned the positive valence to those images categorized as ‘happy’, the neutral valence to the ‘neutral’ images, and the rest of the samples to the negative valence set.”
BackgroundMethod
Metadata
- Authors
- POSNER, J., RUSSELL, J. A., & PETERSON, B. S.
- Affiliations
- New York State Psychiatric Institute (US)
- Boston College (US)
- Venue
- Development and Psychopathology
- Publisher
- Cambridge University Press (CUP)
- Published
- 2005-09
- Volume
- 17
- Issue
- 3
- Pages
- 715-734
- ISSN
- 0954-5794 (ISSN-L)
- 1469-2198
- PMC
- PMC2367156
- OpenAlex
- W2165857685
- Cited by
- 2,602
- References
- 149
- Citations by year
- 2026: 161 · 2025: 177 · 2024: 226 · 2023: 213 · 2022: 240 · 2021: 266 · 2020: 222 · 2019: 170 · 2018: 225 · 2017: 174 · 2016: 127 · 2015: 73 · 2014: 58 · 2013: 61 · 2012: 51
- FWCI
- 1.11
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Development and Psychopathology (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute of Mental Health (MH‐K02‐74677, MH 36197, R01MH036197, MH59139, R01MH059139, MH-01232, R01MH068318, MH 068318, K08MH001232)
- National Institute on Drug Abuse (R01DA017820)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Anxiety, Depression, Psychometrics, Treatment, Cognitive Processes
- Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
- Keywords
- circumplex model of affect, basic emotions, affective neuroscience, cognitive development, mood disorders, neural systems, emotion theory
- MeSH terms
- Affect, Arousal, Mental Disorders, Brain, Cognition, Facial Expression, Humans, Nerve Net, Neurosciences, Psychological Theory, Temperament, Visual Perception
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