Dual Process Theory: Embodied and Predictive; Symbolic and Classical
Open accessAbstract
Dual Process Theory is currently a popular theory for explaining why we show bounded rationality in reasoning and decision-making tasks. This theory proposes there must be a sharp distinction in thinking to explain two clusters of correlational features. One cluster describes a fast and intuitive process (Type 1), while the other describes a slow and reflective one (Type 2). A problem for this theory is identifying a common principle that binds these features together, explaining why they form a unity, the unity problem. To solve it, a hypothesis is developed combining embodied predictive processing with symbolic classical approaches. The hypothesis, simplified, states that Type 1 processes are bound together because they rely on embodied predictive processing whereas Type 2 processes form a unity because they are accomplished by symbolic classical cognition. To show that this is likely the case, the features of Dual Process Theory are discussed in relation to these frameworks.
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
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 reliance on Dual Process Theory (DPT) may not accurately represent the cognition processes involved in clinical decision-making.
“the reliance on the Dual Process Theory (DPT)42 may not accurately represent the cognition processes involved in clinical decision-making.”
From Large Language Models lack essential metacognition for reliable medical reasoning (2025) · cites this paper as [42]
The Features of Dual Process Theory section says DPT’s features have been criticized as poorly defined, and the Conclusion says the theory needs further development. Those passages support caution about relying on DPT, but the paper does not assess whether it accurately represents cognition in clinical decision-making specifically. (LLM, conf=0.79)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Judgment under Uncertainty: Heuristics and Biases
Tversky, A., & Kahneman, D. (1975) · Utility, Probability, and Human Decision Making · doi:10.1007/978-94-010-1834-0_8 · Cited by 22,650 · see citing works
On computable numbers, with an application to the entscheidungsproblem
Turing, A. M. (1937) · Proceedings of the London Mathematical Society · doi:10.1112/plms/s2-42.1.230 · Cited by 8,283 · see citing works
Judgment under Uncertainty: Heuristics and Biases
(1982) · doi:10.1017/cbo9780511809477 · Cited by 8,240 · see citing works
Whatever next? Predictive brains, situated agents, and the future of cognitive science
Clark, A. (2013) · Behavioral and Brain Sciences · doi:10.1017/s0140525x12000477 · Cited by 5,924 · see citing works
Rao, R. P. N., & Ballard, D. H. (1999) · Nature Neuroscience · doi:10.1038/4580 · Cited by 5,483 · see citing works
Baddeley, A. (1992) · Science · doi:10.1126/science.1736359 · Cited by 5,258 · see citing works
Dual-Processing Accounts of Reasoning, Judgment, and Social Cognition
Evans, J. S. B. T. (2008) · Annual Review of Psychology · doi:10.1146/annurev.psych.59.103006.093629 · Cited by 5,137 · see citing works
Dual-Process Theories of Higher Cognition: Advancing the Debate
Evans, J. S. B. T., & Stanovich, K. E. (2013) · Perspectives on Psychological Science · doi:10.1177/1745691612460685 · Cited by 4,271 · see citing works
Harnad, S. (1990) · Physica D: Nonlinear Phenomena · doi:10.1016/0167-2789(90)90087-6 · Cited by 4,235 · cited 1× · see citing works
“Decoupling is an important feature which was not mentioned here, but that is because it requires extensive work, and the manuscript is limited 2This is also the case for meaning in the sense of Harnad (1990).”
BackgroundConnectionism and cognitive architecture: A critical analysis
Fodor, J. A., & Pylyshyn, Z. W. (1988) · Cognition · doi:10.1016/0010-0277(88)90031-5 · Cited by 4,022 · see citing works
The empirical case for two systems of reasoning.
Sloman, S. A. (1996) · Psychological Bulletin · doi:10.1037/0033-2909.119.1.3 · Cited by 3,813 · see citing works
Representativeness revisited: Attribute substitution in intuitive judgment.
Kahneman, D., & Frederick, S. (2002) · Heuristics and Biases · doi:10.1017/cbo9780511808098.004 · Cited by 3,476 · see citing works
Computer science as empirical inquiry
Newell, A., & Simon, H. A. (1976) · Communications of the ACM · doi:10.1145/360018.360022 · Cited by 2,351 · see citing works
Individual differences in intuitive-experiential and analytical-rational thinking styles.
Epstein, S. J., Pacini, R., Denes-Raj, V., & Heier, H. (1996) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.71.2.390 · Cited by 1,928 · see citing works
Hohwy, J. (2013) · doi:10.1093/acprof:oso/9780199682737.001.0001 · Cited by 1,914 · see citing works
Newell, A. (1980) · Cognitive Science · doi:10.1207/s15516709cog0402_2 · Cited by 1,458 · see citing works
Surfing Uncertainty: Prediction, Action, and the Embodied Mind
Clark, A. (2016) · doi:10.1093/acprof:oso/9780190217013.001.0001 · Cited by 1,358 · see citing works
First draft of a report on the EDVAC
von Neumann, J. (1993) · IEEE Annals of the History of Computing · doi:10.1109/85.238389 · Cited by 1,112 · see citing works
On narrow norms and vague heuristics: A reply to Kahneman and Tversky.
Gigerenzer, G. (1996) · Psychological Review · doi:10.1037/0033-295x.103.3.592 · Cited by 1,070 · see citing works
The Ecological Approach to Visual Perception: Classic Edition
Gibson, J. J. (2014) · Cited by 896 · see citing works
MAPS OF BOUNDED RATIONALITY: A PERSPECTIVE ON INTUITIVE JUDGMENT AND CHOICE
Kahneman, D. J. (2003) · Cited by 860 · see citing works
GPS, A PROGRAM THAT SIMULATES HUMAN THOUGHT
Newell, A., & Simon, H. A. (1988) · Elsevier eBooks · doi:10.1016/b978-1-4832-1446-7.50040-6 · Cited by 819 · see citing works
Intuitive and deliberate judgments are based on common principles.
Kruglanski, A. W., & Gigerenzer, G. (2011) · Psychological Review · doi:10.1037/a0020762 · Cited by 748 · see citing works
Controlled & automatic processing: behavior, theory, and biological mechanisms
Schneider, W., & Chein, J. M. (2003) · Cognitive Science · doi:10.1207/s15516709cog2703_8 · Cited by 738 · see citing works
Two Is Not Always Better Than One
Keren, G. B., & Schul, Y. (2009) · Perspectives on Psychological Science · doi:10.1111/j.1745-6924.2009.01164.x · Cited by 694 · see citing works
An evaluation of dual-process theories of reasoning
Osman, M. (2004) · Psychonomic Bulletin & Review · doi:10.3758/bf03196730 · Cited by 444 · see citing works
Melnikoff, D. E., & Bargh, J. A. (2018) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2018.02.001 · Cited by 388 · see citing works
Expectation and Surprise Determine Neural Population Responses in the Ventral Visual Stream
Egner, T., Monti, J. M., & Summerfield, C. (2010) · The Journal of Neuroscience · doi:10.1523/jneurosci.2770-10.2010 · Cited by 350 · see citing works
The duality of mind: An historical perspective
(2009) · Oxford University Press eBooks · doi:10.1093/acprof:oso/9780199230167.003.0001 · Cited by 217 · see citing works
Deciding before you think: Relevance and reasoning in the selection task
Evans, J. S. B. T. (1996) · British Journal of Psychology · doi:10.1111/j.2044-8295.1996.tb02587.x · Cited by 204 · see citing works
Defining features versus incidental correlates of Type 1 and Type 2 processing
Stanovich, K. E., & Toplak, M. E. (2012) · Mind & Society · doi:10.1007/s11299-011-0093-6 · Cited by 200 · see citing works
Are we predictive engines? Perils, prospects, and the puzzle of the porous perceiver
Clark, A. (2013) · Behavioral and Brain Sciences · doi:10.1017/s0140525x12002440 · Cited by 158 · see citing works
Systems and levels: Dual-system theories and the personal—subpersonal distinction
Frankish, K. (2009) · doi:10.1093/acprof:oso/9780199230167.003.0004 · Cited by 146 · see citing works
Frankish, K. (2004) · Cambridge University Press eBooks · doi:10.1017/cbo9780511487507 · Cited by 136 · see citing works
Keren, G. B. (2013) · Perspectives on Psychological Science · doi:10.1177/1745691613483474 · Cited by 122 · see citing works
The magical number two, plus or minus: Dual-process theory as a theory of cognitive kinds
Samuels, R. (2009) · doi:10.1093/acprof:oso/9780199230167.003.0006 · Cited by 111 · see citing works
(2017) · Routledge eBooks · doi:10.4324/9781315204550 · Cited by 106 · see citing works
Clark, A. (2015) · doi:10.15502/9783958570115 · Cited by 84 · see citing works
Kruglanski, A. W. (2013) · Perspectives on Psychological Science · doi:10.1177/1745691613483477 · Cited by 82 · see citing works
Osman, M. (2013) · Perspectives on Psychological Science · doi:10.1177/1745691613483475 · Cited by 59 · see citing works
4 Why mental models must be embodied
Glenberg, A. M. (1999) · Advances in psychology · doi:10.1016/s0166-4115(99)80048-x · Cited by 52 · see citing works
Dual Process Theory: Systems, Types, Minds, Modes, Kinds or Metaphors? A Critical Review
Bellini-Leite, S. C. (2017) · Review of Philosophy and Psychology · doi:10.1007/s13164-017-0376-x · Cited by 21 · see citing works
Self-citationBounded rationality and dual systems
Bellini-Leite, S. C., & Frankish, K. (2020) · Routledge eBooks · doi:10.4324/9781315658353-13 · Cited by 6 · see citing works
Self-citationHow Sentience Relates to Dual Process Distinctions of Consciousness
Bellini-Leite, S. C. (2021) · Journal of Consciousness Studies · Cited by 1 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- Bellini-Leite S. C. (2017). “ The revisionist strategy in cognitive science,” in Cognitive science: Recent Advances And Recurring Problems, eds Adams F. Pessoa O. Kogler J. E. (Wilmington, DE: Vernon press), 265– 276.
Cited by
Sorted by citations
Large Language Models lack essential metacognition for reliable medical reasoning
Griot, M., Hemptinne, C., Vanderdonckt, J., & Yuksel, D. (2025) · Nature Communications · doi:10.1038/s41467-024-55628-6 · Cited by 113 · see citing works
“More comprehensive theories of cognition, such as the transtheoretical model, while including the DPT, also incorporate additional layers such as embodied cognition through sensory input or situated cognition representing the interactions between individuals and their environment.”
InfluentialKhalil, E. L., & Amin, A. (2022) · Current Psychology · doi:10.1007/s12144-022-03554-5 · Cited by 20 · see citing works
Bellini-Leite, S. C. (2023) · Adaptive Behavior · doi:10.1177/10597123231206604 · Cited by 22 · see citing works
Self-citationOan-Oon, R., & Choibamroong, T. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e41375 · Cited by 15 · see citing works
Dual-process theory and decision-making in large language models
Brady, O., Nulty, P., Zhang, L., Ward, T. E., & McGovern, D. P. (2025) · Nature Reviews Psychology · doi:10.1038/s44159-025-00506-1 · Cited by 16 · see citing works
Zheng, H., Yang, L., Hu, J., & Yang, Y. (2024) · Health Expectations · doi:10.1111/hex.14019 · Cited by 16 · see citing works
Giacomini, G., Scacchi, A., Ragusa, P., Prinzivalli, A., Elhadidy, H. S. M. A., & Gianino, M. M. (2024) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1326628 · Cited by 13 · see citing works
LLM services in the management of social communications
Dyachenko, Y., Гуменна, О., Soloviov, O., Skarga-Bandurova, I., & Nenkov, N. (2025) · Frontiers in Artificial Intelligence · doi:10.3389/frai.2025.1474017 · Cited by 9 · see citing works
Interaction between habits as action sequences and goal-directed behavior under time pressure
Frölich, S., Esmeyer, M., Endraß, T., Smolka, M. N., & Kiebel, S. J. (2023) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.996957 · Cited by 10 · see citing works
Credibility and trust of information privacy at the workplace in Slovakia. The use of intuition
Svenson, F., Mikušková, E. B., & Launer, M. A. (2023) · Journal of Information Communication and Ethics in Society · doi:10.1108/jices-02-2022-0011 · Cited by 9 · see citing works
Thinking styles and conflict management: a gamified empirical study
Hendijani, R., & Ahmadi, M. M. (2023) · International journal of organizational analysis · doi:10.1108/ijoa-12-2022-3538 · Cited by 7 · see citing works
Decision-making styles and trust across farmers and bankers: Global survey results
Svenson, F., Peuser, M., Çetin, F., Aidoo, D. C., & Launer, M. A. (2024) · Decision Analytics Journal · doi:10.1016/j.dajour.2024.100427 · Cited by 7 · see citing works
Savarimuthu, A., & Ponniah, R. J. (2024) · Psychological Studies · doi:10.1007/s12646-024-00789-z · Cited by 5 · see citing works
Interpretable multi-hop knowledge reasoning for gastrointestinal disease
Wang, D., Wang, X., Abedin, M. Z., Wang, S., & Yin, Y. (2023) · Annals of Operations Research · doi:10.1007/s10479-023-05650-6 · Cited by 5 · see citing works
Balu, J., Sreejith, R., & Sinimole, K. R. (2025) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2025.104474 · Cited by 6 · see citing works
Beyond Risk Reduction: Vigilant Trust in Artificial Intelligence Based on Evidence from China
Ding, W.-Y., Wu, Y.-T., & Wang, J. (2026) · Behavioral Science · doi:10.3390/bs16010095 · Cited by 5 · see citing works
Tahoun, N., El-Bassiouny, N. M., Hammad, H., & Adib, H. (2025) · Qualitative Market Research An International Journal · doi:10.1108/qmr-07-2024-0144 · Cited by 4 · see citing works
Smith, P., Dombrowski, M., Rivera, V., Pradeep, M., Gunnell, D., Sparkman, J., & Manero, A. C. (2025) · Applied Sciences · doi:10.3390/app15105268 · Cited by 3 · see citing works
He, Y., Liang, Y., Tong, L., Cui, Y., & Yan, H. (2025) · Acta Psychologica · doi:10.1016/j.actpsy.2025.104912 · Cited by 3 · see citing works
Of two minds: an experiment on how time scarcity shapes risk-taking behaviour
Almeida, S., & Rodrigues, M. (2024) · Applied Economics · doi:10.1080/00036846.2024.2386842 · Cited by 2 · see citing works
Data avatars: A theory-guided design and assessment for multidimensional data visualization
Pflughoeft, K. A., Zahedi, F. M., & Chen, Y. (2023) · Information & Management · doi:10.1016/j.im.2023.103911 · Cited by 2 · see citing works
Does Cognitive Load Affect Explicit Anthropomorphism?
Calonne, F., Dubois-Sage, M., Jamet, F., & Jacquet, B. (2024) · Lecture notes in computer science · doi:10.1007/978-3-031-55245-8_8 · Cited by 2 · see citing works
Ardyan, E., Sanapang, G. M., & Gonçalves, M. (2024) · Jurnal Manajemen dan Pemasaran Jasa · doi:10.25105/jmpj.v17i2.19316 · Cited by 2 · see citing works
Fan, Q., & Yang, Y. (2025) · International Journal of Economic Sciences · doi:10.31181/ijes1412025179 · Cited by 2 · see citing works
Hojdik, V., Štetka, P., Grisáková, N., & Rybárová, D. (2024) · Innovative Marketing · doi:10.21511/im.20(3).2024.19 · Cited by 1 · see citing works
Explicit and implicit attitudes toward sustainability in outdoor athletes
Hoja, S., & Jansen, P. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2025.1708079 · Cited by 1 · see citing works
Cabanillas, A. B. B., Chuquilín, N. M. P., & Ballesteros, M. A. A. (2026) · Behavioral Sciences · doi:10.3390/bs16040602 · Cited by 1 · see citing works
Zeka, B., & Johns, R. (2026) · Financial Planning Review · doi:10.1002/cfp2.70040 · Cited by 1 · see citing works
Incidental learning in EFL learners’ vocabulary accumulation: the lens of dual process theory
Shang, S., & Geng, S. (2024) · Library Hi Tech · doi:10.1108/lht-03-2024-0126 · Cited by 2 · see citing works
Bellini-Leite, S. C. (2023) · doi:10.31234/osf.io/n7pa4 · Cited by 1 · see citing works
Self-citationMayeesha, T. T., Islam, F., Ahmed, S., & Ahmed, N. (2025) · Oxford University Press eBooks · doi:10.1093/9780198945253.003.0055 · Cited by 1 · see citing works
Stranieri, A. (2024) · Springer eBooks · doi:10.1007/978-981-97-0033-2_15
Mechanism of Graphical Framing Effects on Intertemporal Decision-Making Influenced by Cognitive Load
张, 蓝. (2024) · Advances in Psychology · doi:10.12677/ap.2024.148585
Beyond the “Cool” Intelligence: Abilities to Master Internal Personality Processes
Корчагина, А. П., & Kostenko, V. (2024) · Journal of Modern Foreign Psychology · doi:10.17759/jmfp.2024130301
The Impact of Exergaming Competitions on Affective and Performance Variables
Jackson, E. (2025) · The Boller Review · doi:10.18776/tcu/br/8/188
Byproducts of Dual Process Theory
Pandey, A., Singh, P., & Rai, S. (2025) · Springer eBooks · doi:10.1007/978-3-031-38971-9_1338-1
Aplin-Houtz, M. J., Ugwu, L. E., Leahy, S., Sanders, M. G., & Schmidt, G. B. (2025) · European Management Journal · doi:10.1016/j.emj.2025.09.004
Mansaray, E., Abdulnabi, M. S. H., Nathan, Y., Alizadeh, S., Ali, A., Al-Maari, A.-A., & Ghanem, W. A. H. M. (2025) · Lecture notes in electrical engineering · doi:10.1007/978-981-96-7222-6_49
Cheng, H. C., Liu, B., Qiu, X., Lu-jia, J. I. N., Sun, X. S., Xie, J. C., Xin, T. I. A. N., Liang, X. I. A., Luo, S., Li, W., et al. (2025) · Research Square · doi:10.21203/rs.3.rs-5340248/v1
Intuitive Medicine: A New Vision for Medical Education
Khooshab, M. S., Soltani, H., & Owlia, M. B. (2025) · Advances in Medical Education and Practice · doi:10.2147/amep.s545621
A naturalistic argument against libertarian free will scepticism
Runyan, J. D. (2026) · Synthese · doi:10.1007/s11229-025-05409-5
Irrational beliefs as a factor in psychological adaptation of future doctors
Kalimullina, I., Сумина, Н. Е., Пыркова, К. В., Granitsa, A. S., & Fattakhov, I. (2026) · Медицинская психология в России · doi:10.24884/2219-8245-2026-18-1-80-91
Pal, M. N., & Prathibha, V. (2026) · IGI Global eBooks · doi:10.4018/979-8-3373-6566-4.ch004
Neuroeconomic correlates of tax compliance motivations: the role of deterrence and morale framing
Siddiqui, M. A., & Wali, W. (2026) · Review of Behavioral Economics · doi:10.1108/rbe-10-2025-0253
Sun, X., Zhou, Q., Qian, W., Geng, H., Wang, D., X, J., & Zhang, T. (2026) · BMC Medical Education · doi:10.1186/s12909-026-09711-9
Kang, J., & Li, J. (2026) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2026.104958
The role of numeracy and personal experience in emergency management decision-making
Osei-Ahenkan, V. Y., & Dormady, N. (2026) · International Journal of Disaster Risk Reduction · doi:10.1016/j.ijdrr.2026.106301 · Cited by 2 · see citing works
Körün, A. B., & Satıcı, S. A. (2026) · Current Psychology · doi:10.1007/s12144-026-09911-y
Yang, D., & Yao, Q. (2026) · Frontiers in Public Health · doi:10.3389/fpubh.2026.1871897
Türkoğlu, Ö., & Demir, B. (2026) · Frontiers in Psychology · doi:10.3389/fpsyg.2026.1936753
Sun, X., Zhang, S., & Liu, S. (2026) · Information and Learning Sciences · doi:10.1108/ils-04-2026-0129
The SPARC framework: Integrating cognitive processes into mathematical modelling of travel behaviour
Matowicki, M., & Přibyl, O. (2026) · Transportation Research Interdisciplinary Perspectives · doi:10.1016/j.trip.2026.102317
- Authors
- Bellini-Leite, S. C.
- Affiliations
- Universidade do Estado de Minas Gerais (BR)
- Corresponding author
- Bellini-Leite, Samuel C.
- Venue
- Frontiers in Psychology
- Publisher
- Frontiers Media SA
- Published
- 2022-03-21
- Volume
- 13
- Pages
- 805386-805386
- ISSN
- 1664-1078 (ISSN-L)
- PMC
- PMC8979207
- OpenAlex
- W4221116607
- Cited by
- 52
- References
- 44
- Citations by year
- 2026: 16 · 2025: 15 · 2024: 13 · 2023: 7 · 2022: 1
- FWCI
- 6.09
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Frontiers in Psychology (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Funders
- Coordenação de Aperfeiçoamento de Pessoal de Nível Superior
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
- Life Sciences › Neuroscience › Cognitive Neuroscience › Cognitive Science and Education Research
- Keywords
- dual-process theory, bounded rationality, intuitive thinking, decision-making, fast and slow thinking
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