Active disambiguation guides inferring controllability and cause in social interactions
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Abstract
There has been considerable interest in how we ascertain whether an environment is controllable and the neural mechanisms mediating this process. An especially acute version of this problem occurs when multiple people work together. Using a new task, fMRI and computational modelling, we demonstrate that in such ambiguous social contexts, people engage in specific behaviours that we refer to as active disambiguation. This process helps individuals establish what they themselves, as opposed to others, control and what consequence they themselves cause or that another person causes. People identify when active disambiguation is needed and engage in it at that time. A pattern of activity in the supramarginal gyrus that emerges during and after active disambiguation is linked to tracking uncertainty and establishing controllability. We show that activity in this brain region signals a second learning mechanism, by which individuals attribute outcomes to themselves versus others, proportional to their perceived control.
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A leave-one-out (LOO) procedure was implemented to avoid temporal selection bias in time-course analyses.
“To assess statistical significance while avoiding a temporal selection bias in the time-course analyses, we implemented a LOO procedure.”
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Cites
Self-efficacy mechanism in human agency
Bandura, A. (1982) · American Psychologist · doi:10.1037/0003-066x.37.2.122 · Cited by 15,975 · see citing works
Advances in functional and structural MR image analysis and implementation as FSL
Smith, S. M., Jenkinson, M., Woolrich, M. W., Beckmann, C. F., Behrens, T. E. J., Johansen-Berg, H., Bannister, P. R., De Luca, M., Drobnjak, I., Flitney, D. E., et al. (2004) · NeuroImage · doi:10.1016/j.neuroimage.2004.07.051 · Cited by 13,630 · see citing works
Causality: Models, Reasoning, and Inference
Pearl, J. (2009) · doi:10.1017/cbo9780511803161 · Cited by 11,653 · see citing works
<b>brms</b> : An <i>R</i> Package for Bayesian Multilevel Models Using <i>Stan</i>
Bürkner, P.-C. (2017) · Journal of Statistical Software · doi:10.18637/jss.v080.i01 · Cited by 9,476 · cited 1× · see citing works
“We applied a set of Bayesian regression models to the behavioural data, using the brms package (v. 2.17.0) 85 built on Stan 84 .”
Influential<i>Stan</i> : A Probabilistic Programming Language
Carpenter, B., Gelman, A., Hoffman, M. D., Lee, D., Goodrich, B., Betancourt, M., Brubaker, M., Guo, J., Li, P., & Riddell, A. (2017) · Journal of Statistical Software · doi:10.18637/jss.v076.i01 · Cited by 7,754 · cited 3× · see citing works
“We applied a set of Bayesian regression models to the behavioural data, using the brms package (v. 2.17.0) 85 built on Stan 84 .”
InfluentialLearned helplessness: Theory and evidence
Maier, S. F., & Seligman, M. E. (1976) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.105.1.3 · Cited by 2,494 · see citing works
The Chicago face database: a free stimulus set of faces and norming data
Ma, D. S., Correll, J., & Wittenbrink, B. (2015) · Behavior Research Methods · doi:10.3758/s13428-014-0532-5 · Cited by 1,788 · see citing works
Judgment of contingency in depressed and nondepressed students: sadder but wiser?
Alloy, L., & Abramson, L. (1979) · Journal of experimental psychology. General · doi:10.1037//0096-3445.108.4.441 · Cited by 1,733 · see citing works
Judgment of contingency in depressed and nondepressed students: Sadder but wiser?
Alloy, L. B., & Abramson, L. Y. (1979) · Journal of Experimental Psychology: General · doi:10.1037/0096-3445.108.4.441 · Cited by 1,692 · see citing works
Abnormalities in the awareness and control of action
Frith, C., Blakemore, S., & Wolpert, D. M. (2000) · Philosophical Transactions of the Royal Society B Biological Sciences · doi:10.1098/rstb.2000.0734 · Cited by 1,201 · see citing works
Seligman, M. E. P. (1972) · Annual Review of Medicine · doi:10.1146/annurev.me.23.020172.002203 · Cited by 1,160 · see citing works
Sense of agency in the human brain
Haggard, P. (2017) · Nature Reviews Neuroscience · doi:10.1038/nrn.2017.14 · Cited by 1,107 · see citing works
Beyond the comparator model: A multifactorial two-step account of agency
Synofzik, M., Vosgerau, G., & Newen, A. (2007) · Consciousness and Cognition · doi:10.1016/j.concog.2007.03.010 · Cited by 1,066 · see citing works
Farrer, C., & Frith, C. D. (2002) · NeuroImage · doi:10.1006/nimg.2001.1009 · Cited by 949 · see citing works
Learned helplessness at fifty: Insights from neuroscience.
Maier, S. F., & Seligman, M. E. P. (2016) · Psychological Review · doi:10.1037/rev0000033 · Cited by 919 · see citing works
Statistical analysis of activation images
Worsley, K. J. (2001) · doi:10.1093/acprof:oso/9780192630711.003.0014 · Cited by 825 · see citing works
Optimized EPI for fMRI studies of the orbitofrontal cortex
Deichmann, R., Gottfried, J. A., Hutton, C., & Turner, R. (2003) · NeuroImage · doi:10.1016/s1053-8119(03)00073-9 · Cited by 821 · see citing works
Bahrami, B., Olsen, K., Latham, P. E., Roepstorff, A., Rees, G., & Frith, C. D. (2010) · Science · doi:10.1126/science.1185718 · Cited by 738 · see citing works
Causal Models: How People Think about the World and Its Alternatives
Sloman, S. (2005) · doi:10.1093/acprof:oso/9780195183115.001.0001 · Cited by 677 · see citing works
Humans use directed and random exploration to solve the explore–exploit dilemma.
Wilson, R. C., Geana, A., White, J. M., Ludvig, E. A., & Cohen, J. D. (2014) · Journal of Experimental Psychology: General · doi:10.1037/a0038199 · Cited by 580 · see citing works
Inferring causal networks from observations and interventions
Steyvers, M., Tenenbaum, J. B., Wagenmakers, E., & Blum, B. (2003) · Cognitive Science · doi:10.1016/s0364-0213(03)00010-7 · Cited by 530 · see citing works
Lange, K., Kühn, S., & Filevich, E. (2015) · PLoS ONE · doi:10.1371/journal.pone.0130834 · Cited by 481 · see citing works
A note on measurement of contingency between two binary variables in judgment tasks
Allan, L. G. (1980) · Bulletin of the Psychonomic Society · doi:10.3758/bf03334492 · Cited by 432 · see citing works
Evidence for sensory prediction deficits in schizophrenia
Shergill, S. S., Samson, G., Bays, P. M., Frith, C. D., & Wolpert, D. M. (2005) · American Journal of Psychiatry · doi:10.1176/appi.ajp.162.12.2384 · Cited by 432 · see citing works
Complementary localization and lateralization of orienting and motor attention
Rushworth, M. F. S., Ellison, A., & Walsh, V. (2001) · Nature Neuroscience · doi:10.1038/88492 · Cited by 408 · see citing works
Self-citationWalton, M. E., Behrens, T. E. J., Buckley, M. J., Rudebeck, P. H., & Rushworth, M. F. S. (2010) · Neuron · doi:10.1016/j.neuron.2010.02.027 · Cited by 397 · see citing works
Self-citationThe experience of agency: an interplay between prediction and postdiction
Synofzik, M., Vosgerau, G., & Voss, M. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00127 · Cited by 361 · see citing works
Abnormal monitoring of inner speech: a physiological basis for auditory hallucinations
McGuire, P. K., David, A. S., Murray, R. M., Frackowiak, R. S. J., Frith, C. D., Wright, I., & Silbersweig, D. A. (1995) · The Lancet · doi:10.1016/s0140-6736(95)91435-8 · Cited by 349 · see citing works
Inferring causal networks from observations and interventions
Steyvers, M., Tenenbaum, J. B., Wagenmakers, E., et al. (2003) · Cognitive Science · doi:10.1207/s15516709cog2703_6 · Cited by 344 · see citing works
Attention Systems and the Organization of the Human Parietal Cortex
Rushworth, M. F. S., Paus, T., & Sipilä, P. (2001) · Journal of Neuroscience · doi:10.1523/jneurosci.21-14-05262.2001 · Cited by 324 · see citing works
Self-citationGureckis, T. M., & Markant, D. B. (2012) · Perspectives on Psychological Science · doi:10.1177/1745691612454304 · Cited by 306 · see citing works
The Social Nature of Perception and Action
Knoblich, G., & Sebanz, N. (2006) · Current Directions in Psychological Science · doi:10.1111/j.0963-7214.2006.00415.x · Cited by 304 · see citing works
Do Implicit and Explicit Measures of the Sense of Agency Measure the Same Thing?
Dewey, J. A., & Knoblich, G. (2014) · PLoS ONE · doi:10.1371/journal.pone.0110118 · Cited by 291 · see citing works
The Advantage of Timely Intervention.
Lagnado, D. A., & Sloman, S. A. (2004) · Journal of Experimental Psychology Learning Memory and Cognition · doi:10.1037/0278-7393.30.4.856 · Cited by 275 · see citing works
Perception of self-generated movement following left parietal lesion
Sirigu, A. (1999) · Brain · doi:10.1093/brain/122.10.1867 · Cited by 267 · see citing works
The left parietal cortex and motor attention
Rushworth, M. F. S. (1997) · Neuropsychologia · doi:10.1016/s0028-3932(97)00050-x · Cited by 266 · see citing works
Self-citationPhysiological noise modelling for spinal functional magnetic resonance imaging studies
Brooks, J. C. W., Beckmann, C. F., Miller, K. L., Wise, R. G., Porro, C. A., Tracey, I., & Jenkinson, M. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.09.018 · Cited by 243 · see citing works
Learning to Simulate Others' Decisions
Suzuki, S., Harasawa, N., Ueno, K., Gardner, J. L., Ichinohe, N., Haruno, M., Cheng, K., & Nakahara, H. (2012) · Neuron · doi:10.1016/j.neuron.2012.04.030 · Cited by 223 · see citing works
Self-Other Mergence in the Frontal Cortex during Cooperation and Competition
Wittmann, M. K., Kolling, N., Faber, N. S., Scholl, J., Nelissen, N., & Rushworth, M. F. S. (2016) · Neuron · doi:10.1016/j.neuron.2016.06.022 · Cited by 168 · see citing works
Self-citationNoonan, M. P., Chau, B. K. H., Rushworth, M. F. S., & Fellows, L. K. (2017) · The Journal of Neuroscience · doi:10.1523/jneurosci.0692-17.2017 · Cited by 167 · see citing works
Self-citationFunctional magnetic resonance imaging of impaired sensory prediction in schizophrenia
Shergill, S. S., White, T. P., Joyce, D. W., Bays, P. M., Wolpert, D. M., & Frith, C. D. (2014) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2013.2974 · Cited by 163 · see citing works
Progress in Joint-Action Research
Sebanz, N., & Knoblich, G. (2021) · Current Directions in Psychological Science · doi:10.1177/0963721420984425 · Cited by 138 · see citing works
Agency and the Calibration of Motivated Behavior
Moscarello, J. M., & Hartley, C. A. (2017) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2017.06.008 · Cited by 137 · see citing works
Forming global estimates of self-performance from local confidence
Rouault, M., Dayan, P., & Fleming, S. M. (2019) · Nature Communications · doi:10.1038/s41467-019-09075-3 · Cited by 134 · see citing works
Bennett-Levy, J. (2003) · Behavioural and Cognitive Psychotherapy · doi:10.1017/s1352465803003035 · Cited by 119 · see citing works
Boorman, E. D., Rajendran, V. G., O’Reilly, J. X., & Behrens, T. E. J. (2016) · Neuron · doi:10.1016/j.neuron.2016.02.014 · Cited by 117 · see citing works
Self-citationMsetfi, R. M., Murphy, R. A., Simpson, J., & Kornbrot, D. E. (2005) · Journal of Experimental Psychology General · doi:10.1037/0096-3445.134.1.10 · Cited by 116 · see citing works
Neural Mechanisms of Social Cognition in Primates
Wittmann, M. K., Lockwood, P. L., & Rushworth, M. F. S. (2018) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-080317-061450 · Cited by 113 · see citing works
Self-citationFormalizing planning and information search in naturalistic decision-making
Hunt, L. T., Daw, N. D., Kaanders, P., MacIver, M. A., Mugan, U., Procyk, E., Redish, A. D., Russo, E., Scholl, J., Stachenfeld, K., et al. (2021) · Nature Neuroscience · doi:10.1038/s41593-021-00866-w · Cited by 107 · see citing works
Self-citationNeural mechanisms for learning self and other ownership
Lockwood, P. L., Wittmann, M. K., Apps, M. A. J., Klein-Flügge, M. C., Crockett, M. J., Humphreys, G. W., & Rushworth, M. F. S. (2018) · Nature Communications · doi:10.1038/s41467-018-07231-9 · Cited by 95 · see citing works
Self-citationChambon, V., Théro, H., Vidal, M., Vandendriessche, H., Haggard, P., & Palminteri, S. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-0919-5 · Cited by 95 · see citing works
Reward-Guided Learning with and without Causal Attribution
Jocham, G., Brodersen, K. H., Constantinescu, A. O., Kahn, M. C., Ianni, A. M., Walton, M. E., Rushworth, M. F. S., & Behrens, T. E. J. (2016) · Neuron · doi:10.1016/j.neuron.2016.02.018 · Cited by 92 · see citing works
Self-citationNeural circuitry of information seeking
Bromberg-Martin, E. S., & Monosov, I. E. (2020) · Current Opinion in Behavioral Sciences · doi:10.1016/j.cobeha.2020.07.006 · Cited by 89 · see citing works
Global reward state affects learning and activity in raphe nucleus and anterior insula in monkeys
Wittmann, M. K., Fouragnan, E. F., Folloni, D., Klein-Flügge, M. C., Chau, B. K. H., Khamassi, M., & Rushworth, M. F. S. (2020) · Nature Communications · doi:10.1038/s41467-020-17343-w · Cited by 88 · see citing works
Self-citationScholl, J., Kolling, N., Nelissen, N., Wittmann, M. K., Harmer, C. J., & Rushworth, M. F. S. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.0396-15.2015 · Cited by 85 · see citing works
Self-citationSpecific frontal neural dynamics contribute to decisions to check
Stoll, F. M., Fontanier, V., & Procyk, E. (2016) · Nature Communications · doi:10.1038/ncomms11990 · Cited by 83 · see citing works
Folloni, D., Fouragnan, E., Wittmann, M. K., Roumazeilles, L., Tankelevitch, L., Verhagen, L., Attali, D., Aubry, J.-F., Sallet, J., & Rushworth, M. F. S. (2021) · Science Advances · doi:10.1126/sciadv.abg7700 · Cited by 75 · see citing works
Self-citationTrudel, N., Scholl, J., Klein-Flügge, M. C., Fouragnan, E., Tankelevitch, L., Wittmann, M. K., & Rushworth, M. F. S. (2020) · Nature Human Behaviour · doi:10.1038/s41562-020-0929-3 · Cited by 74 · see citing works
Self-citationThe role of decision confidence in advice-taking and trust formation.
Pescetelli, N., & Yeung, N. (2020) · Journal of Experimental Psychology General · doi:10.1037/xge0000960 · Cited by 71 · see citing works
Anxiety, avoidance, and sequential evaluation
Zorowitz, S., Momennejad, I., & Daw, N. (2019) · bioRxiv · doi:10.1162/cpsy_a_00026 · Cited by 64 · see citing works
Behavioural experiments: historical and conceptual underpinnings
Bennett–Levy, J., Westbrook, D., Fennell, M. J. V., Cooper, M. J., Rouf, K., & Hackmann, A. (2004) · Oxford University Press eBooks · doi:10.1093/med:psych/9780198529163.003.0001 · Cited by 62 · see citing works
Stress-sensitive inference of task controllability
Ligneul, R., Mainen, Z. F., Ly, V., & Cools, R. (2022) · Nature Human Behaviour · doi:10.1038/s41562-022-01306-w · Cited by 60 · see citing works
Contingency judgments by depressed college students: Sadder but not always wiser.
Benassi, V. A., & Mahler, H. I. M. (1985) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.49.5.1323 · Cited by 59 · see citing works
Scholl, J., Kolling, N., Nelissen, N., Browning, M., Rushworth, M. F. S., & Harmer, C. J. (2017) · PLOS Biology · doi:10.1371/journal.pbio.2000756 · Cited by 58 · see citing works
Self-citationOhata, R., Asai, T., Kadota, H., Shigemasu, H., Ogawa, K., & Imamizu, H. (2020) · Cerebral Cortex · doi:10.1093/cercor/bhaa028 · Cited by 58 · see citing works
Neural Mechanisms of Credit Assignment in a Multicue Environment
Akaishi, R., Kolling, N., Brown, J. W., & Rushworth, M. F. S. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.3159-15.2016 · Cited by 57 · see citing works
Self-citationCausal Inference About Good and Bad Outcomes
Dorfman, H. M., Bhui, R., Hughes, B., & Gershman, S. J. (2019) · Psychological Science · doi:10.1177/0956797619828724 · Cited by 56 · see citing works
Different components of cognitive-behavioral therapy affect specific cognitive mechanisms
Norbury, A., Hauser, T. U., Fleming, S. M., Dolan, R. J., & Huys, Q. J. M. (2024) · Science Advances · doi:10.1126/sciadv.adk3222 · Cited by 56 · see citing works
Causal manipulation of self-other mergence in the dorsomedial prefrontal cortex
Wittmann, M. K., Trudel, N., Trier, H. A., Klein-Flügge, M. C., Sel, A., Verhagen, L., & Rushworth, M. F. S. (2021) · Neuron · doi:10.1016/j.neuron.2021.05.027 · Cited by 55 · see citing works
Self-citationMsetfi, R. M., Murphy, R. A., & Simpson, J. (2007) · Quarterly Journal of Experimental Psychology · doi:10.1080/17470210601002595 · Cited by 53 · see citing works
Monosov, I. E., & Rushworth, M. F. S. (2021) · Neuropsychopharmacology · doi:10.1038/s41386-021-01079-2 · Cited by 48 · see citing works
Self-citationThe sense of agency in joint actions: A theory-driven meta-analysis
Zapparoli, L., Paulesu, E., Mariano, M., Ravani, A., & Sacheli, L. M. (2022) · Cortex · doi:10.1016/j.cortex.2022.01.002 · Cited by 44 · see citing works
Curiosity: primate neural circuits for novelty and information seeking
Monosov, I. E. (2024) · Nature Reviews Neuroscience · doi:10.1038/s41583-023-00784-9 · Cited by 44 · see citing works
Interacting with volatile environments stabilizes hidden-state inference and its brain signatures
Weiss, A., Chambon, V., Lee, J. K., Drugowitsch, J., & Wyart, V. (2021) · Nature Communications · doi:10.1038/s41467-021-22396-6 · Cited by 43 · see citing works
Thorndike, E. L. (1933) · Science · doi:10.1126/science.77.1989.173.b · Cited by 39 · see citing works
Neurocomputational mechanisms of confidence in self and others
Bang, D., Moran, R., Daw, N. D., & Fleming, S. M. (2022) · Nature Communications · doi:10.1038/s41467-022-31674-w · Cited by 39 · see citing works
Pisauro, M. A., Fouragnan, E. F., Arabadzhiyska, D. H., Apps, M. A. J., & Philiastides, M. G. (2022) · Nature Communications · doi:10.1038/s41467-022-34509-w · Cited by 35 · see citing works
Prediction or Causation? Towards a Redefinition of Task Controllability
Ligneul, R. (2021) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2021.02.009 · Cited by 34 · see citing works
A habenula-insular circuit encodes the willingness to act
Khalighinejad, N., Garrett, N., Priestley, L., Lockwood, P., & Rushworth, M. F. S. (2021) · Nature Communications · doi:10.1038/s41467-021-26569-1 · Cited by 32 · see citing works
Self-citationMedial Frontal Cortex Activity Predicts Information Sampling in Economic Choice
Kaanders, P., Nili, H., O'Reilly, J. X., & Hunt, L. (2021) · The Journal of Neuroscience · doi:10.1523/jneurosci.0392-21.2021 · Cited by 27 · see citing works
Self-citationDevelopmental shifts in computations used to detect environmental controllability
Raab, H. A., Foord, C., Ligneul, R., & Hartley, C. A. (2022) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1010120 · Cited by 25 · see citing works
The Active Sensing of Control Difference
Wen, W., Shibata, H., Ohata, R., Yamashita, A., Asama, H., & Imamizu, H. (2020) · iScience · doi:10.1016/j.isci.2020.101112 · Cited by 20 · see citing works
Short-term reward experience biases inference despite dissociable neural correlates
Fischer, A. G., Bourgeois‐Gironde, S., & Ullsperger, M. (2017) · Nature Communications · doi:10.1038/s41467-017-01703-0 · Cited by 19 · see citing works
Controllability boosts neural and cognitive signatures of changes-of-mind in uncertain environments
Rouault, M., Weiss, A., Lee, J. K., Drugowitsch, J., Chambon, V., & Wyart, V. (2022) · eLife · doi:10.7554/elife.75038 · Cited by 18 · see citing works
Computational mechanisms underlying illusion of control in delusional individuals
Na, S., Blackmore, S., Chung, D., O’Brien, M., Banker, S. M., Heflin, M., Fiore, V. G., & Gu, X. (2022) · Schizophrenia Research · doi:10.1016/j.schres.2022.01.054 · Cited by 15 · see citing works
Msetfi, R. M., Kumar, P., Harmer, C. J., & Murphy, R. A. (2016) · Neurobiology of Learning and Memory · doi:10.1016/j.nlm.2016.03.004 · Cited by 14 · see citing works
MODIFICATION OF THE BACKLIN-KIRK COMBUSTION CHAMBER FOR MICRO-DETERMINATION OF CARBON AND LIPOIDS
Doyle, W. L. (1933) · Science · doi:10.1126/science.77.1989.173 · Cited by 12 · see citing works
Song, M., Baah, P. A., Cai, M. B., & Niv, Y. (2022) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1010699 · Cited by 11 · see citing works
Illusory Control in Schizophrenia
Moritz, S., Thompson, S. C. G., & Andreou, C. (2014) · Journal of Experimental Psychopathology · doi:10.5127/jep.036113 · Cited by 10 · see citing works
Lavallé, L., Dondé, C., Gawęda, Ł., Brunelin, J., & Mondino, M. (2020) · Psychological Medicine · doi:10.1017/s003329172000152x · Cited by 9 · see citing works
Zamfir, E., & Dayan, P. (2022) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1009920 · Cited by 9 · see citing works
Internality and the internalisation of failure: Evidence from a novel task
Mancinelli, F., Roiser, J. P., & Dayan, P. (2021) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1009134 · Cited by 6 · see citing works
Skilbeck, L., Spanton, C., & Roylance, I. (2020) · The Cognitive Behaviour Therapist · doi:10.1017/s1754470x20000070 · Cited by 4 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- [19]Pearl, J. Causality (Cambridge University Press, 2009).
- [92]Spiering, L. Active disambiguation guides inferring controllability and cause in social interactions. Zenodov1.0.0 (2025). PMC12748874 41430061
Cited by
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Basis functions for complex social decisions in dorsomedial frontal cortex
Wittmann, M. K., Lin, Y., Pan, D., Braun, M. N., Dickson, C., Spiering, L., Luo, S., Harbison, C., Abdurahman, A., Hamilton, S., et al. (2025) · Nature · doi:10.1038/s41586-025-08705-9 · Cited by 30 · see citing works
Self-citationTwo prefrontal-subcortical circuits estimate controllability and reflect its impact on learning
Liu, Y., Spiering, L., Luo, S., Kingston, N., Grohn, J., & Rushworth, M. F. S. (2026) · Neuron · doi:10.1016/j.neuron.2026.07.029 · Cited by 1 · see citing works
Self-citation
- Authors
- Spiering, L., Trier, H. A., O’Reilly, J. X., Kolling, N., Wittmann, M. K., Rushworth, M. F. S., & Scholl, J.
- Affiliations
- University of Oxford (GB)
- Lyon 1 Université (FR)
- University College London (GB)
- Corresponding author
- Spiering, Lisa
- ORCID
- Venue
- Nature Communications
- Published
- 2025-12-22
- Volume
- 16
- Issue
- 1
- Pages
- 11568-11568
- ISSN
- 2041-1723 (ISSN-L)
- PMC
- PMC12748874
- OpenAlex
- W7116675305
- Cited by
- 2
- References
- 91
- Citations by year
- 2026: 1 · 2025: 1
- FWCI
- 1.13
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Nature Communications (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nd)
- PubMed (publishedVersion)
- PubMed Central (publishedVersion, cc-by)
- HAL (submittedVersion, cc-by)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- Funders
- Wellcome Trust (203139/Z/16/Z, 221794/Z/20/Z, 203139, 203139/A/16/Z)
- Government of the United Kingdom
- UK Research and Innovation
- European Commission (203139/Z/16/Z)
- Institut National de la Santé et de la Recherche Médicale
- Directorate for Biological Sciences
- HORIZON EUROPE Framework Programme
- Medical Research Council (MR/N014448/1, 203139/Z/16/Z, MR/N013468/1, MR/L019639/1, MR/Y010477/1, MR/N013468/, MR/T031344/1)
- Biotechnology and Biological Sciences Research Council (BB/V004999/1, BB/W003392/1)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Social Psychology › Action Observation and Synchronization
- Life Sciences › Neuroscience › Cognitive Neuroscience › Free Will and Agency
- Keywords
- perceived controllability, causal attribution, social interaction, supramarginal gyrus, self-other attribution, joint action
- MeSH terms
- Social Interaction, Adult, Brain, Brain Mapping, Computer Simulation, Female, Humans, Learning, Magnetic Resonance Imaging, Male, Parietal Lobe, Young Adult
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
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