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Cubillas CP, Matute H. When did it happen? Verbal information about causal relations affects time estimation. Conscious Cogn 2023; 113:103554. [PMID: 37494731 DOI: 10.1016/j.concog.2023.103554] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 07/12/2023] [Accepted: 07/13/2023] [Indexed: 07/28/2023]
Abstract
Usually, the closer two events occur, the more likely people infer a causal relationship between them. Recent studies have shown that this relationship between time and causality is bidirectional. Participants also tend to judge events closer in time if they assume that they are causally related. We present six experiments showing causal binding, but unlike other experiments, participants do not emit any motor action, and no physical feedback is given. Rather, all stimuli and causal information are provided verbally. After reading a list of events, participants were asked to estimate the time elapsed between two of them. Those participants who were informed that there was a causal relationship between the two events estimated them as occurring closer to each other. These results support causality- and heuristic-based explanations of temporal binding, as opposed to other explanations such as sensory integration or intentionality of action.
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2
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Social, affective, and non-motoric bodily cues to the Sense of Agency: A systematic review of the experience of control. Neurosci Biobehav Rev 2022; 142:104900. [DOI: 10.1016/j.neubiorev.2022.104900] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 09/15/2022] [Accepted: 09/29/2022] [Indexed: 10/31/2022]
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3
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Roselli C, Ciardo F, De Tommaso D, Wykowska A. Human-likeness and attribution of intentionality predict vicarious sense of agency over humanoid robot actions. Sci Rep 2022; 12:13845. [PMID: 35974080 PMCID: PMC9381554 DOI: 10.1038/s41598-022-18151-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 08/05/2022] [Indexed: 11/09/2022] Open
Abstract
Sense of Agency (SoA) is the feeling of being in control of one's actions and their outcomes. In a social context, people can experience a "vicarious" SoA over another human's actions; however, it is still controversial whether the same occurs in Human-Robot Interaction (HRI). The present study aimed at understanding whether humanoid robots may elicit vicarious SoA in humans, and whether the emergence of this phenomenon depends on the attribution of intentionality towards robots. We asked adult participants to perform an Intentional Binding (IB) task alone and with the humanoid iCub robot, reporting the time of occurrence of both self- and iCub-generated actions. Before the experiment, participants' degree of attribution of intentionality towards robots was assessed. Results showed that participants experienced vicarious SoA over iCub-generated actions. Moreover, intentionality attribution positively predicted the magnitude of vicarious SoA. In conclusion, our results highlight the importance of factors such as human-likeness and attribution of intentionality for the emergence of vicarious SoA towards robots.
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Affiliation(s)
- Cecilia Roselli
- Social Cognition in Human Robot Interaction, Center for Human Technologies, Italian Institute of Technology, Via Enrico Melen 83, 16152, Genova, Italy
| | - Francesca Ciardo
- Social Cognition in Human Robot Interaction, Center for Human Technologies, Italian Institute of Technology, Via Enrico Melen 83, 16152, Genova, Italy
| | - Davide De Tommaso
- Social Cognition in Human Robot Interaction, Center for Human Technologies, Italian Institute of Technology, Via Enrico Melen 83, 16152, Genova, Italy
| | - Agnieszka Wykowska
- Social Cognition in Human Robot Interaction, Center for Human Technologies, Italian Institute of Technology, Via Enrico Melen 83, 16152, Genova, Italy.
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4
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Reddy NN. The implicit sense of agency is not a perceptual effect but is a judgment effect. Cogn Process 2021; 23:1-13. [PMID: 34751857 DOI: 10.1007/s10339-021-01066-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 10/25/2021] [Indexed: 01/02/2023]
Abstract
The sense of agency (SoA) is characterized as the sense of being the causal agent of one's own actions, and it is measured in two forms: explicit and implicit. In the explicit SoA experiments, the participants explicitly report whether they have a sense of control over their actions or whether they or somebody else is the causal agent of seen actions; the implicit SoA experiments study how do participants' agentive or voluntary actions modify perceptual processes (like time, vision, tactility, and audition) without directly asking the participants to explicitly think about their causal agency or sense of control. However, recent implicit SoA literature reported contradictory findings of the relationship between implicit SoA reports and agency states. Thus, I argue that the purported implicit SoA reports are not agency-driven perceptual effects per se but are judgment effects, by showing that (a) the typical operationalizations in implicit SoA domain lead to perceptual uncertainty on the part of the participants, (b) under uncertainty, participants' implicit SoA reports are due to heuristic judgments which are independent of agency states, and (c) under perceptual certainty, the typical implicit SoA reports might not have occurred at all. Thus, I conclude that the instances of implicit SoA are judgments (or response biases)-under uncertainty-rather than perceptual effects.
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Roselli C, Ciardo F, Wykowska A. Intentions with actions: The role of intentionality attribution on the vicarious sense of agency in Human-Robot interaction. Q J Exp Psychol (Hove) 2021; 75:616-632. [PMID: 34472397 DOI: 10.1177/17470218211042003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Sense of Agency (SoA) is the feeling of control over one's actions and their consequences. In social contexts, people experience a "vicarious" SoA over other humans' actions; however, the phenomenon disappears when the other agent is a computer. This study aimed to investigate the factors that determine when humans experience vicarious SoA in Human-Robot Interaction (HRI). To this end, in two experiments, we disentangled two potential contributing factors: (1) the possibility of representing the robot's actions and (2) the adoption of Intentional Stance towards robots. Participants performed an Intentional Binding (IB) task reporting the time of occurrence for self- or robot-generated actions or sensory outcomes. To assess the role of action representation, the robot either performed a physical keypress (Experiment 1) or "acted" by sending a command via Bluetooth (Experiment 2). Before the experiment, attribution of intentionality to the robot was assessed. Results showed that when participants judged the occurrence of the action, vicarious SoA was predicted by the degree of attributed intentionality, but only when the robot's action was physical. Conversely, digital actions elicited the reversed effect of vicarious IB, suggesting that disembodied actions of robots are perceived as non-intentional. When participants judged the occurrence of the sensory outcome, vicarious SoA emerged only when the causing action was physical. Notably, intentionality attribution predicted vicarious SoA for sensory outcomes independently of the nature of the causing event, physical or digital. In conclusion, both intentionality attribution and action representation play a crucial role for vicarious SoA in HRI.
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Affiliation(s)
- Cecilia Roselli
- Social Cognition in Human-Robot Interaction Unit, Center for Human Technologies, Fondazione Istituto Italiano di Tecnologia, Genoa, Italy.,Dipartimento di Informatica, Bioingegneria, Robotica ed Ingegneria dei Sistemi (DIBRIS), Genoa, Italy
| | - Francesca Ciardo
- Social Cognition in Human-Robot Interaction Unit, Center for Human Technologies, Fondazione Istituto Italiano di Tecnologia, Genoa, Italy
| | - Agnieszka Wykowska
- Social Cognition in Human-Robot Interaction Unit, Center for Human Technologies, Fondazione Istituto Italiano di Tecnologia, Genoa, Italy
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6
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Gouraud J, Delorme A, Berberian B. Mind Wandering Influences EEG Signal in Complex Multimodal Environments. FRONTIERS IN NEUROERGONOMICS 2021; 2:625343. [PMID: 38236482 PMCID: PMC10790857 DOI: 10.3389/fnrgo.2021.625343] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Accepted: 02/23/2021] [Indexed: 01/19/2024]
Abstract
The phenomenon of mind wandering (MW), as a family of experiences related to internally directed cognition, heavily influences vigilance evolution. In particular, humans in teleoperations monitoring partially automated fleet before assuming manual control whenever necessary may see their attention drift due to internal sources; as such, it could play an important role in the emergence of out-of-the-loop (OOTL) situations and associated performance problems. To follow, quantify, and mitigate this phenomenon, electroencephalogram (EEG) systems already demonstrated robust results. As MW creates an attentional decoupling, both ERPs and brain oscillations are impacted. However, the factors influencing these markers in complex environments are still not fully understood. In this paper, we specifically addressed the possibility of gradual emergence of attentional decoupling and the differences created by the sensory modality used to convey targets. Eighteen participants were asked to (1) supervise an automated drone performing an obstacle avoidance task (visual task) and (2) respond to infrequent beeps as fast as possible (auditory task). We measured event-related potentials and alpha waves through EEG. We also added a 40-Hz amplitude modulated brown noise to evoke steady-state auditory response (ASSR). Reported MW episodes were categorized between task-related and task-unrelated episodes. We found that N1 ERP component elicited by beeps had lower amplitude during task-unrelated MW, whereas P3 component had higher amplitude during task-related MW, compared with other attentional states. Focusing on parieto-occipital regions, alpha-wave activity was higher during task-unrelated MW compared with others. These results support the decoupling hypothesis for task-unrelated MW but not task-related MW, highlighting possible variations in the "depth" of decoupling depending on MW episodes. Finally, we found no influence of attentional states on ASSR amplitude. We discuss possible reasons explaining why. Results underline both the ability of EEG to track and study MW in laboratory tasks mimicking ecological environments, as well as the complex influence of perceptual decoupling on operators' behavior and, in particular, EEG measures.
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Affiliation(s)
- Jonas Gouraud
- Systems Control and Flight Dynamics Department, Office National d'Etudes et de Recherche Aérospatiales, Salon de Provence, France
| | - Arnaud Delorme
- Center of Research on Brain and Cognition (UMR 5549), Centre National de Recherche Scientifique, Toulouse, France
| | - Bruno Berberian
- Systems Control and Flight Dynamics Department, Office National d'Etudes et de Recherche Aérospatiales, Salon de Provence, France
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Scott M, Chiu C. Temporal binding and agency under startle. Exp Brain Res 2020; 239:289-300. [PMID: 33165671 DOI: 10.1007/s00221-020-05972-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Accepted: 10/24/2020] [Indexed: 11/30/2022]
Abstract
Forward models are a component of the motor system that predicts the sensory consequences of our actions. These models play several key roles in motor control and are hypothesized to underlie (among other things) the two phenomena under investigation in this experiment: The feeling of agency that we have over self-initiated actions (as opposed to reflexes), and "temporal binding", in which self-caused sensations are judged to have occurred earlier in time than they actually did. This experiment probes the connection between forward models and both of these phenomena using the "Startle" paradigm. In the Startle paradigm, a startlingly loud sound causes people to initiate a prepared action at a very short latency. It is hypothesized that the latency of a startle-initiated action is so short that normal cortical operations (including forward models) are circumvented. This experiment replicates the temporal-binding effect and simultaneously measures participants' sense of agency over their actions. The results show that both the temporal-binding effect and the sense of agency we have over our own actions is disrupted under the startle paradigm in line with the theory that these phenomena both rely on forward models. Furthermore, this experiment provides evidence in support of the claim that a startle-induced action is qualitatively different from other actions.
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8
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Yamamoto K. Cue integration as a common mechanism for action and outcome bindings. Cognition 2020; 205:104423. [PMID: 32838958 DOI: 10.1016/j.cognition.2020.104423] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2019] [Revised: 07/28/2020] [Accepted: 07/29/2020] [Indexed: 10/23/2022]
Abstract
When a voluntary action is followed by a sensory outcome, their timings are perceived to shift toward each other compared to when they were generated independently. Recent studies have tried to explain this temporal binding effect based on the cue integration theory, in which the timing of action and outcome are estimated as a precision-weighted average of their individual estimates, although distinct results were obtained between the binding of action and outcome. This study demonstrates that cue integration underlies both action and outcome bindings, using visual changes as action outcomes. Participants viewed a moving clock presented on a screen to report the onset time of their action or the feature changes of visual objects that were relevant or irrelevant to the clock movement. The results revealed that the precision of outcome timing judgment was different based on the object that underwent a feature change. Moreover, consistent with the theory's prediction, the perceptual shifts of action and outcome timings were larger and smaller, respectively, when the precision of outcome timing judgments was higher. These results suggest that cue integration serves as a common mechanism in action and outcome bindings.
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Affiliation(s)
- Kentaro Yamamoto
- Faculty of Human-Environment Studies, Kyushu University, Fukuoka, Japan; Faculty of Science and Engineering, Waseda University, Tokyo, Japan.
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9
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Cubillas CP, Landáburu Í, Matute H. Methodological Factors Involved in the Study of Temporal Binding Using the Open Source Software Labclock Web. Front Psychol 2020; 11:1040. [PMID: 32528382 PMCID: PMC7266961 DOI: 10.3389/fpsyg.2020.01040] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Accepted: 04/27/2020] [Indexed: 11/25/2022] Open
Abstract
Temporal binding occurs when an action and an outcome that follows it after a short period of time are judged as occurring closer to each other in time than they actually are. This effect has often been studied using Libet's clock methodology. Garaizar et al. (2016) presented Labclock Web, a free HTML5 open source software that allows researchers to conduct temporal binding and other experiments using Libet's clock through the Internet. The purpose of the three experiments presented here was to test how certain methodological modifications in the Labclock Web task could impact the temporal binding effect. In comparison with the original study, we aimed to: (a) reduce the interval between action and outcome in the delayed condition to 100 ms, instead of 500, (b) present the two types of trials, immediate and delayed, in two separate consecutive blocks, instead of intermixed, (c) use a visual, rather than auditory, outcome following the action, and (d) reduce the number of trials. In addition to its potential theoretical implications, the results confirm that Labclock Web is a useful and reliable tool for conducting temporal binding experiments and that it is well suited to measure temporal binding effects in a broad range of situations.
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Affiliation(s)
| | - Íñigo Landáburu
- Facultad de Ciencias de la Salud y de la Educación, Universidad a Distancia de Madrid, Madrid, Spain
| | - Helena Matute
- Facultad de Psicología y Educación, Universidad de Deusto, Bilbao, Spain
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10
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Damen TGE, van Baaren RB, Dijksterhuis A. Time for Action: Verbal Action Cues Influence Temporal Binding. Front Psychol 2020; 11:160. [PMID: 32194467 PMCID: PMC7065642 DOI: 10.3389/fpsyg.2020.00160] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/12/2019] [Accepted: 01/21/2020] [Indexed: 11/27/2022] Open
Abstract
Prior research has shown that our perception of time is compressed when we volitionally perform actions, a phenomenon referred to as temporal binding. In three studies, we investigated the degree to which contextual cues that signaled other agents and related to actions would influence binding, given that those cues may affect individual's feelings of independent action performance. Participants heard action verbalizations that did or did not match actions that participants had already begun performing. Participants' time estimates of the intervals between action initiations and action effects were higher on trials in which they heard verbalizations that matched their ongoing actions, and lower on trials in which the verbalizations and actions did not match. Such effects did not occur when participants passively observed actions and effects being caused by the computer. These results show that the compatibility of action cues with ongoing actions influences temporal binding effects, suggesting that they influence our feelings of having been an independent agent.
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Affiliation(s)
- Tom G. E. Damen
- Department of Psychology, Utrecht University, Utrecht, Netherlands
| | - Rick B. van Baaren
- Department of Social Psychology, Behavioural Science Institute, Radboud University Nijmegen, Nijmegen, Netherlands
| | - Ap Dijksterhuis
- Department of Social Psychology, Behavioural Science Institute, Radboud University Nijmegen, Nijmegen, Netherlands
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11
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Peng Y, Ichien N, Lu H. Causal actions enhance perception of continuous body movements. Cognition 2020; 194:104060. [DOI: 10.1016/j.cognition.2019.104060] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2019] [Revised: 08/22/2019] [Accepted: 08/28/2019] [Indexed: 10/26/2022]
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12
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Attribution of intentional agency towards robots reduces one’s own sense of agency. Cognition 2020; 194:104109. [DOI: 10.1016/j.cognition.2019.104109] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2019] [Revised: 10/10/2019] [Accepted: 10/11/2019] [Indexed: 01/06/2023]
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13
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Abstract
Sense of agency (SoA) refers to the experience or belief that one’s own actions caused an external event. Here we present a model of SoA in the framework of optimal Bayesian cue integration with mutually involved principles, namely reliability of action and outcome sensory signals, their consistency with the causation of the outcome by the action, and the prior belief in causation. We used our Bayesian model to explain the intentional binding effect, which is regarded as a reliable indicator of SoA. Our model explains temporal binding in both self-intended and unintentional actions, suggesting that intentionality is not strictly necessary given high confidence in the action causing the outcome. Our Bayesian model also explains that if the sensory cues are reliable, SoA can emerge even for unintended actions. Our formal model therefore posits a precision-dependent causal agency. Sense of agency (SoA) refers to the experience that one's own actions caused an external event. Here, the authors present a model of SoA in terms of optimal Bayesian cue integration taking into account reliability of action and outcome sensory signals and judging if the action caused the outcome.
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Fereday R, Buehner MJ, Rushton SK. The role of time perception in temporal binding: Impaired temporal resolution in causal sequences. Cognition 2019; 193:104005. [PMID: 31276930 DOI: 10.1016/j.cognition.2019.06.017] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2018] [Revised: 06/13/2019] [Accepted: 06/14/2019] [Indexed: 11/16/2022]
Abstract
Causality affects our perception of time; events that appear as causally related are perceived as closer together in time than unrelated events. This effect is known as temporal binding. One potential explanation of this effect is that causality slows an "internal clock" that is used in interval estimation. To explore this hypothesis, we first examined participants' perceived duration of a range of intervals between a causal action and an effect, or between two unrelated events. If (apparent) causality slows the internal clock, then plotting perceived duration against actual duration should reveal a shallower slope in the causality condition (a relative compression of perceived time). This pattern was found. We then examined an interesting corollary: that a slower rate during causal sequences would result in reduced temporal acuity. This is what we found: Duration discrimination thresholds were higher for causal compared to non-causal sequences. These results are compatible with a clock-slowing account of temporal binding. Implications for sensory recalibration accounts of binding are discussed.
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Affiliation(s)
- Richard Fereday
- Dept. Of Psychology, Birmingham City University, UK; School of Psychology, Cardiff University, UK.
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15
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Does delay in feedback diminish sense of agency? A review. Conscious Cogn 2019; 73:102759. [PMID: 31173998 DOI: 10.1016/j.concog.2019.05.007] [Citation(s) in RCA: 48] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Revised: 03/16/2019] [Accepted: 05/25/2019] [Indexed: 12/20/2022]
Abstract
Sense of agency refers to the subjective feeling of controlling one's own action, and through it, external events. Action-effect delay is widely used to disrupt this subjective feeling. Numerous studies have shown that self-reported sense of agency decreases along with the increase in delay. I discussed the distinction between body and external agency, and the possible different effects of delay on them. Furthermore, I reviewed literature that examined the influence of delay on self-reported sense of agency, implicit measures of sense of agency, and control-based action selection, and discussed possible reasons of the reported effects. Delay influences the measures of agency via multiple possible processes, such as graded response, task performance, sensory pre-activation, and temporal perceptual sensitivity. However, the causal relation between action and effect at higher-level of judgment may remain intact even for super-second delays. I conclude that the effects of delay on the sense of agency significantly differ between different levels, and researchers willing to use delay to disturb the sense of agency should carefully clarify which process it may affect.
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Affiliation(s)
- Jakob Hohwy
- Cognition & Philosophy Lab, Monash University
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17
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Verbaarschot C, Haselager P, Farquhar J. Probing for Intentions: Why Clocks Do Not Provide the Only Measurement of Time. Front Hum Neurosci 2019; 13:68. [PMID: 30914934 PMCID: PMC6423073 DOI: 10.3389/fnhum.2019.00068] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2018] [Accepted: 02/11/2019] [Indexed: 11/22/2022] Open
Abstract
Having an intention to act is commonly operationalized as the moment at which awareness of an urge or decision to act arises. Measuring this moment has been challenging due to the dependence on first-person reports of subjective experience rather than objective behavioral or neural measurements. Commonly, this challenge is met using (variants of) Libet's clock method. In 2008, Matsuhashi and Hallett published a novel probing strategy as an alternative to the clock method. We believe their probe method could provide a valuable addition to the clock method because: it measures the timing of an intention in real-time, it can be combined with additional (tactile, visual or auditory) stimuli to create a more ecologically valid experimental context, and it allows the measurement of the point of no return. Yet to this date, the probe method has not been applied widely - possibly due to concerns about the effects that the probes might have on the intention and/or action preparation processes. To address these concerns, a 2 × 2 within-subject design is tested. In this design, two variables are manipulated: (1) the requirement of an introspection report and (2) the presence of an auditory probe. Three observables are measured that provide information about the timing of an intention to act: (1) awareness reports of the subjective experience of having an intention, (2) neural preparatory activity for action, and (3) behavioral data of the performed actions. The presence of probes was found to speed up mean action times by roughly 300 ms, but did not alter the neural preparation for action. The requirement of an introspection report did influence brain signals: reducing the amplitude of the readiness potential and increasing the desynchronization in the alpha and beta bands over the motor cortex prior to action onset. By discussing the strengths and weaknesses of the probe method compared to the clock method, we hope to demonstrate its added value and promote its use in future research.
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Affiliation(s)
- Ceci Verbaarschot
- Centre for Cognition, Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Pim Haselager
- Centre for Cognition, Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
| | - Jason Farquhar
- Centre for Cognition, Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, Netherlands
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Somon B, Campagne A, Delorme A, Berberian B. Human or not human? Performance monitoring ERPs during human agent and machine supervision. Neuroimage 2019; 186:266-277. [DOI: 10.1016/j.neuroimage.2018.11.013] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2018] [Revised: 10/23/2018] [Accepted: 11/09/2018] [Indexed: 11/30/2022] Open
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Sahaï A, Desantis A, Grynszpan O, Pacherie E, Berberian B. Action co-representation and the sense of agency during a joint Simon task: Comparing human and machine co-agents. Conscious Cogn 2019; 67:44-55. [DOI: 10.1016/j.concog.2018.11.008] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2018] [Revised: 10/26/2018] [Accepted: 11/24/2018] [Indexed: 10/27/2022]
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20
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Seeing action simulation as it unfolds: The implicit effects of action scenes on muscle contraction evidenced through the use of a grip-force sensor. Neuropsychologia 2018; 114:231-242. [DOI: 10.1016/j.neuropsychologia.2018.04.026] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2017] [Revised: 04/18/2018] [Accepted: 04/23/2018] [Indexed: 11/20/2022]
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21
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Braun N, Debener S, Spychala N, Bongartz E, Sörös P, Müller HHO, Philipsen A. The Senses of Agency and Ownership: A Review. Front Psychol 2018; 9:535. [PMID: 29713301 PMCID: PMC5911504 DOI: 10.3389/fpsyg.2018.00535] [Citation(s) in RCA: 109] [Impact Index Per Article: 18.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/26/2017] [Accepted: 03/28/2018] [Indexed: 12/21/2022] Open
Abstract
Usually, we do not question that we possess a body and act upon the world. This pre-reflective awareness of being a bodily and agentive self can, however, be disrupted by different clinical conditions. Whereas sense of ownership (SoO) describes the feeling of mineness toward one's own body parts, feelings or thoughts, sense of agency (SoA) refers to the experience of initiating and controlling an action. Although SoA and SoO naturally coincide, both experiences can also be made in isolation. By using many different experimental paradigms, both experiences have been extensively studied over the last years. This review introduces both concepts, with a special focus also onto their interplay. First, current experimental paradigms, results and neurocognitive theories about both concepts will be presented and then their clinical and therapeutic relevance is discussed.
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Affiliation(s)
- Niclas Braun
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
- Medical Campus University of Oldenburg, School of Medicine and Health Sciences, Psychiatry and Psychotherapy, Oldenburg, Germany
| | - Stefan Debener
- Neuropsychology Lab, Department of Psychology, University of Oldenburg, Oldenburg, Germany
| | - Nadine Spychala
- Neuropsychology Lab, Department of Psychology, University of Oldenburg, Oldenburg, Germany
| | - Edith Bongartz
- Neuropsychology Lab, Department of Psychology, University of Oldenburg, Oldenburg, Germany
| | - Peter Sörös
- Medical Campus University of Oldenburg, School of Medicine and Health Sciences, Psychiatry and Psychotherapy, Oldenburg, Germany
| | - Helge H. O. Müller
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
| | - Alexandra Philipsen
- Department of Psychiatry and Psychotherapy, University of Bonn, Bonn, Germany
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Sahaï A, Pacherie E, Grynszpan O, Berberian B. Predictive Mechanisms Are Not Involved the Same Way during Human-Human vs. Human-Machine Interactions: A Review. Front Neurorobot 2017; 11:52. [PMID: 29081744 PMCID: PMC5645494 DOI: 10.3389/fnbot.2017.00052] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2017] [Accepted: 09/19/2017] [Indexed: 11/13/2022] Open
Abstract
Nowadays, interactions with others do not only involve human peers but also automated systems. Many studies suggest that the motor predictive systems that are engaged during action execution are also involved during joint actions with peers and during other human generated action observation. Indeed, the comparator model hypothesis suggests that the comparison between a predicted state and an estimated real state enables motor control, and by a similar functioning, understanding and anticipating observed actions. Such a mechanism allows making predictions about an ongoing action, and is essential to action regulation, especially during joint actions with peers. Interestingly, the same comparison process has been shown to be involved in the construction of an individual's sense of agency, both for self-generated and observed other human generated actions. However, the implication of such predictive mechanisms during interactions with machines is not consensual, probably due to the high heterogeneousness of the automata used in the experimentations, from very simplistic devices to full humanoid robots. The discrepancies that are observed during human/machine interactions could arise from the absence of action/observation matching abilities when interacting with traditional low-level automata. Consistently, the difficulties to build a joint agency with this kind of machines could stem from the same problem. In this context, we aim to review the studies investigating predictive mechanisms during social interactions with humans and with automated artificial systems. We will start by presenting human data that show the involvement of predictions in action control and in the sense of agency during social interactions. Thereafter, we will confront this literature with data from the robotic field. Finally, we will address the upcoming issues in the field of robotics related to automated systems aimed at acting as collaborative agents.
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Affiliation(s)
- Aïsha Sahaï
- Département d'Etudes Cognitives, ENS, EHESS, Centre National de la Recherche Scientifique, Institut Jean-Nicod, PSL Research University, Paris, France.,ONERA, The French Aerospace Lab, Département Traitement de l'Information et Systèmes, Salon-de-Provence, France
| | - Elisabeth Pacherie
- Département d'Etudes Cognitives, ENS, EHESS, Centre National de la Recherche Scientifique, Institut Jean-Nicod, PSL Research University, Paris, France
| | - Ouriel Grynszpan
- Institut des Systèmes Intelligents et de Robotique, Université Pierre et Marie Curie, Paris, France
| | - Bruno Berberian
- ONERA, The French Aerospace Lab, Département Traitement de l'Information et Systèmes, Salon-de-Provence, France
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Somon B, Campagne A, Delorme A, Berberian B. Performance Monitoring Applied to System Supervision. Front Hum Neurosci 2017; 11:360. [PMID: 28744209 PMCID: PMC5504305 DOI: 10.3389/fnhum.2017.00360] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2017] [Accepted: 06/26/2017] [Indexed: 12/30/2022] Open
Abstract
Nowadays, automation is present in every aspect of our daily life and has some benefits. Nonetheless, empirical data suggest that traditional automation has many negative performance and safety consequences as it changed task performers into task supervisors. In this context, we propose to use recent insights into the anatomical and neurophysiological substrates of action monitoring in humans, to help further characterize performance monitoring during system supervision. Error monitoring is critical for humans to learn from the consequences of their actions. A wide variety of studies have shown that the error monitoring system is involved not only in our own errors, but also in the errors of others. We hypothesize that the neurobiological correlates of the self-performance monitoring activity can be applied to system supervision. At a larger scale, a better understanding of system supervision may allow its negative effects to be anticipated or even countered. This review is divided into three main parts. First, we assess the neurophysiological correlates of self-performance monitoring and their characteristics during error execution. Then, we extend these results to include performance monitoring and error observation of others or of systems. Finally, we provide further directions in the study of system supervision and assess the limits preventing us from studying a well-known phenomenon: the Out-Of-the-Loop (OOL) performance problem.
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Affiliation(s)
- Bertille Somon
- ONERA, Information Processing and Systems DepartmentSalon Air, France.,Univ. Grenoble Alpes, CNRS, LPNC UMR 5105Grenoble, France
| | | | - Arnaud Delorme
- Centre de Recherche Cerveau & Cognition, Pavillon Baudot, Hopital Purpan, BP-25202Toulouse, France.,Swartz Center for Computational Neurosciences, University of California, San DiegoSan Diego, La Jolla, CA, United States
| | - Bruno Berberian
- ONERA, Information Processing and Systems DepartmentSalon Air, France
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Arikan BE, van Kemenade BM, Straube B, Harris LR, Kircher T. Voluntary and Involuntary Movements Widen the Window of Subjective Simultaneity. Iperception 2017; 8:2041669517719297. [PMID: 28835813 PMCID: PMC5528186 DOI: 10.1177/2041669517719297] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Forming a coherent percept of an event requires different sensory inputs originating from the event to be bound. Perceiving synchrony aids in binding of these inputs. In two experiments, we investigated how voluntary movements influence the perception of simultaneity, by measuring simultaneity judgments (SJs) for an audiovisual (AV) stimulus pair triggered by a voluntary button press. In Experiment 1, we manipulated contiguity between the action and its consequences by introducing delays between the button press and the AV stimulus pair. We found a widened window of subjective simultaneity (WSS) when the action-feedback relationship was time contiguous. Introducing a delay narrowed the WSS, suggesting that the wider WSS around the time of an action might facilitate perception of simultaneity. In Experiment 2, we introduced an involuntary condition using an externally controlled button to assess the influence of action-related predictive processes on SJs. We found a widened WSS around the action time, regardless of movement type, supporting the influence of causal relations in the perception of synchrony. Interestingly, the slopes of the psychometric functions in the voluntary condition were significantly steeper than the slopes in the involuntary condition, suggesting a role of action-related predictive mechanisms in making SJs more precise.
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Affiliation(s)
- B Ezgi Arikan
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Germany
| | | | - Benjamin Straube
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Germany
| | - Laurence R Harris
- Department of Psychology and Centre for Vision Research, York University, Canada
| | - Tilo Kircher
- Department of Psychiatry and Psychotherapy, Philipps-University Marburg, Germany
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25
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Sensorimotor experience in virtual reality enhances sense of agency associated with an avatar. Conscious Cogn 2017; 52:115-124. [DOI: 10.1016/j.concog.2017.04.018] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2016] [Revised: 03/20/2017] [Accepted: 04/28/2017] [Indexed: 11/20/2022]
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26
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Yabe Y, Dave H, Goodale MA. Temporal distortion in the perception of actions and events. Cognition 2016; 158:1-9. [PMID: 27771537 DOI: 10.1016/j.cognition.2016.10.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/12/2015] [Revised: 10/05/2016] [Accepted: 10/16/2016] [Indexed: 11/30/2022]
Abstract
In everyday life, actions and sensory events occur in complex sequences, with events triggering actions that in turn give rise to additional events and so on. Earlier work has shown that a sensory event that is triggered by a voluntary action is perceived to have occurred earlier in time than an identical event that is not triggered by an action. In other words, events that are believed to be caused by our actions are drawn forward in time towards our actions. Similarly, when a sensory event triggers an action, that event is again drawn in time towards the action and is thus perceived to have occurred later than it really did. This alteration in time perception serves to bind together events and actions that are causally linked. It is not clear, however, whether or not the perceived timing of a sensory event embedded within a longer series of actions and sensory events is also temporally bound to the actions in that sequence. In the current study, we measured the temporal binding in sequences consisting of two simple dyads of event-action and action-event in a series of manual action tasks: an event-action-event triad (Experiment 1) and an action-event-action triad (Experiment 2). Auditory tones either triggered an action or were presented 250ms after an action was performed. To reduce the influence of sensory events other than the tone, such as a noise associated with pressing a key on a keyboard, we used an optical sensor to detect hand movements where no contact was made with a surface. In Experiment 1, there appeared to be no change in the perceived onset of an auditory tone when the onset of that tone followed a hand movement and then the tone triggered a second hand movement. It was as if the temporal binding between the action and the tone and then the tone and the subsequent action summed algebraically and cancelled each other out. In Experiment 2, both the perceived onset of an initial tone which triggered an action and the perceived onset of a second tone which was presented 250ms after the action were temporally bound to the action. Taken together, the present study suggests that the temporal binding between our actions and sensory events occur separately in each dyad within a longer sequence of actions and events.
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Affiliation(s)
- Yoshiko Yabe
- The Brain and Mind Institute and the Department of Psychology, The University of Western Ontario, London, Ontario N6A 5B7, Canada; Research Institute, Kochi University of Technology, 185 Miyanokuchi, Tosayamada-cho, Kami, Kochi 782 8502, Japan; Japan Society for the Promotion of Science (JSPS), Kojimachi Business Center Bldg., 5-3-1 Kojimachi, Chiyoda-ku, Tokyo 102-0083, Japan.
| | - Hemangi Dave
- The Department of Physiology and Pharmacology, Schulich School of Medicine & Dentistry, The University of Western Ontario, London, Ontario N6A 5C1, Canada
| | - Melvyn A Goodale
- The Brain and Mind Institute and the Department of Psychology, The University of Western Ontario, London, Ontario N6A 5B7, Canada
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27
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Khalighinejad N, Bahrami B, Caspar EA, Haggard P. Social Transmission of Experience of Agency: An Experimental Study. Front Psychol 2016; 7:1315. [PMID: 27625626 PMCID: PMC5003881 DOI: 10.3389/fpsyg.2016.01315] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2016] [Accepted: 08/17/2016] [Indexed: 12/05/2022] Open
Abstract
The sense of controlling one’s own actions is fundamental to normal human mental function, and also underlies concepts of social responsibility for action. However, it remains unclear how the wider social context of human action influences sense of agency. Using a simple experimental design, we investigated, for the first time, how observing the action of another person or a robot could potentially influence one’s own sense of agency. We assessed how observing another’s action might change the perceived temporal relationship between one’s own voluntary actions and their outcomes, which has been proposed as an implicit measure of sense of agency. Working in pairs, participants chose between two action alternatives, one rewarded more frequently than the other, while watching a rotating clock hand. They judged, in separate blocks, either the time of their own action, or the time of a tone that followed the action. These were compared to baseline judgements of actions alone, or tones alone, to calculate the perceptual shift of action toward outcome and vice versa. Our design focused on how these two dependent variables, which jointly provide an implicit measure of sense of agency, might be influenced by observing another’s action. In the observational group, each participant could see the other’s actions. Multivariate analysis showed that the perceived time of action and tone shifted progressively toward the actual time of outcome with repeated experience of this social situation. No such progressive change occurred in other groups for whom a barrier hid participants’ actions from each other. However, a similar effect was observed in the group that viewed movements of a human-like robotic hand, rather than actions of another person. This finding suggests that observing the actions of others increases the salience of the external outcomes of action and this effect is not unique to observing human agents. Social contexts in which we see others controlling external events may play an important role in mentally representing the impact of our own actions on the external world.
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Affiliation(s)
- Nima Khalighinejad
- Institute of Cognitive Neuroscience, University College London London, UK
| | - Bahador Bahrami
- Institute of Cognitive Neuroscience, University College London London, UK
| | - Emilie A Caspar
- Consciousness, Cognition and Computation Group (CO3), Center for Research in Cognition and Neurosciences, ULB Neuroscience Institute, Université libre de Bruxelles Bruxelles, Belgium
| | - Patrick Haggard
- Institute of Cognitive Neuroscience, University College London London, UK
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Abstract
We investigate conditions in which more accurate metacognition may lead to greater susceptibility to illusion and thus conditions under which mindfulness meditation may lead to less accurate perceptions. Specifically, greater awareness of intentions may lead to an illusory compression of time between a voluntary action and its outcome ("intentional binding"). Here, we report that experienced Buddhist mindfulness meditators rather than non-meditators display a greater illusory shift of the timing of an outcome toward an intentional action. Mindfulness meditation involves awareness of causal connections between different mental states, including intentions. We argue that this supports improvements in metacognition targeted at motor intentions. Changes in metacognitive ability may result in an earlier and less veridical experience of the timing of action outcomes either through increased access to sensorimotor pre-representations of an action outcome or by affording greater precision to action timing judgements. Furthermore, as intentional binding is an implicit measure of the sense of agency; these results also provide evidence that mindfulness meditators experience a stronger sense of agency.
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Affiliation(s)
- Peter Lush
- School of Psychology, University of Sussex and Sackler Centre for Consciousness Science, Brighton, UK
- School of Psychology, University of Sussex, Pevensey Building, Falmer, BN1 9QH UK
| | - Jim Parkinson
- School of Psychology, University of Sussex and Sackler Centre for Consciousness Science, Brighton, UK
| | - Zoltan Dienes
- School of Psychology, University of Sussex and Sackler Centre for Consciousness Science, Brighton, UK
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29
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Capozzi F, Becchio C, Garbarini F, Savazzi S, Pia L. Temporal perception in joint action: This is MY action. Conscious Cogn 2016; 40:26-33. [PMID: 26741858 DOI: 10.1016/j.concog.2015.12.004] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2015] [Revised: 11/19/2015] [Accepted: 12/16/2015] [Indexed: 11/30/2022]
Affiliation(s)
| | - Cristina Becchio
- Department of Psychology, University of Torino, Torino, Italy; Robotics, Brain and Cognitive Sciences, Fondazione Istituto Italiano di Tecnologia, Genova, Italy
| | - Francesca Garbarini
- Department of Psychology, University of Torino, Torino, Italy; Neuroscience Institute of Turin (NIT), University of Torino, Torino, Italy
| | - Silvia Savazzi
- University of Verona and National Institute of Neuroscience, Verona, Italy; Perception and Awareness (PandA) Laboratory, Department of Neurological, Biomedical and Movement Sciences, University of Verona, Italy
| | - Lorenzo Pia
- Department of Psychology, University of Torino, Torino, Italy; Neuroscience Institute of Turin (NIT), University of Torino, Torino, Italy; SAMBA (SpAtial, Motor & Bodily Awareness) Research Group, Department of Psychology, University of Torino, Italy.
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30
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van der Weiden A, Prikken M, van Haren NE. Self–other integration and distinction in schizophrenia: A theoretical analysis and a review of the evidence. Neurosci Biobehav Rev 2015; 57:220-37. [DOI: 10.1016/j.neubiorev.2015.09.004] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2015] [Revised: 08/31/2015] [Accepted: 09/08/2015] [Indexed: 01/19/2023]
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31
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Abstract
Although many of our actions are triggered by sensory events, almost nothing is known about our perception of the timing of those sensory events. Here we show that, when people react to a sudden visual stimulus that triggers an action, that stimulus is perceived to occur later than an identical stimulus that does not trigger an action. In our experiments, participants fixated the center of a clock face with a rotating second hand. When the clock changed color, they were required to make a motor response and then to report the position of the second hand at the moment the clock changed color. In Experiment 1, in which participants made a target-directed saccade, the color change was perceived to occur 59 ms later than when they maintained fixation. In Experiment 2, in which we used a go/no-go paradigm, this temporal distortion was observed even when participants were required to cancel a prepared saccade. Finally, in Experiment 3, the same distortion in perceived time was observed for both go and no-go trials in a manual task in which no eye movements were required. These results suggest that, when a visual stimulus triggers an action, it is perceived to occur significantly later than an identical stimulus unrelated to action. Moreover, this temporal distortion appears to be related not to the execution of the action (or its effect) but rather to the programming of the action. In short, there seems to be a temporal binding between a triggering event and the triggered action.
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32
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Time perception and the experience of agency. PSYCHOLOGICAL RESEARCH 2015; 80:286-97. [PMID: 25749800 DOI: 10.1007/s00426-015-0654-0] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2014] [Accepted: 02/17/2015] [Indexed: 10/23/2022]
Abstract
In the current study, we investigate whether sense of agency over an effect coincides with the perceived time of the effect that occurs either at its usual time or earlier or later than usual. One group of participants usually perceived an action effect immediately after the action, another group delayed by 250 ms. In test blocks the effect stimulus was sometimes presented earlier or later than usual. Participants judged either the degree of experienced agency over the effect or whether the effect had appeared at its usual time, or earlier or later than usual. In both groups experienced agency and the perception of the effect's time 'as usual' were highly correlated. To rule out that time judgments influenced sense of agency, we replicated the pattern of agency judgments in Experiment 2 in which participants only judged agency. Taken together, we demonstrated that agency and time judgments vary similarly across temporal deviations of effects irrespective of to which delay participants were adapted to. The high correlation of judgment types indicates that perceiving an effect at its usual time and sensing to have caused the effect are closely related. In contrast, physical temporal proximity of actions and effects has only a minor impact on experienced agency.
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33
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Interplay of agency and ownership: the intentional binding and rubber hand illusion paradigm combined. PLoS One 2014; 9:e111967. [PMID: 25369067 PMCID: PMC4219820 DOI: 10.1371/journal.pone.0111967] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2014] [Accepted: 10/10/2014] [Indexed: 11/29/2022] Open
Abstract
The sense of agency (SoA) refers to the phenomenal experience of initiating and controlling an action, whereas the sense of ownership (SoO) describes the feeling of myness an agent experiences towards his or her own body parts. SoA has been investigated with intentional binding paradigms, and the sense of ownership (SoO) with the rubber-hand illusion (RHI). We investigated the relationship between SoA and SoO by incorporating intentional binding into the RHI. Explicit and implicit measures of agency (SoA-questionnaire, intentional binding) and ownership (SoO-questionnaire, proprioceptive drift) were used. Artificial hand position (congruent/incongruent) and mode of agent (self-agent/other-agent) were systematically varied. Reported SoO varied mainly with position (higher in congruent conditions), but also with agent (higher in self-agent conditions). Reported SoA was modulated by agent (higher in self-agent conditions), and moderately by position (higher in congruent conditions). Implicit and explicit agency measures were not significantly correlated. Finally, intentional binding tended to be stronger in self-generated than observed voluntary actions. Results provide further evidence for a partial double dissociation between SoA and SoO, empirically distinct agency levels, and moderate intentional binding differences between self-generated and observed voluntary actions.
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34
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Haering C, Kiesel A. Intentional Binding is independent of the validity of the action effect's identity. Acta Psychol (Amst) 2014; 152:109-19. [PMID: 25208843 DOI: 10.1016/j.actpsy.2014.07.015] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2013] [Accepted: 07/31/2014] [Indexed: 11/29/2022] Open
Abstract
When an action produces an effect, both events are perceived to be shifted in time toward each other. This shift is called Intentional Binding (IB) effect. First evidence shows that this shift does not depend on the statistical predictability of the produced effect's identity (Desantis, Hughes, & Waszak, 2012). We confirm this result by comparing the perceived duration of action-effect intervals before valid and invalid action effects using the method of constant stimuli. The perceived duration of action-effect intervals did not differ for valid and invalid effects. This result was true for different durations of the action-effect interval (Experiments 1-4: 250 ms, Experiments 1 & 2: 400 ms), different effect modalities (Experiments 1 & 3: visual, Experiments 2-4: auditive), and two types of validity variations (Experiments 1 & 2: 80% valid, Experiments 3 & 4: 100% valid vs. random). We validated our results by using a clock paradigm and a numerical duration estimation task (Experiment 4). We conclude that the IB effect is not the result of internal prediction due to action-effect bindings, but might rely on higher-order processes.
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Affiliation(s)
- Carola Haering
- University of Würzburg, Department of Psychology, 97070 Würzburg, Germany.
| | - Andrea Kiesel
- University of Würzburg, Department of Psychology, 97070 Würzburg, Germany
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35
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Pfister R, Obhi SS, Rieger M, Wenke D. Action and perception in social contexts: intentional binding for social action effects. Front Hum Neurosci 2014; 8:667. [PMID: 25228869 PMCID: PMC4151154 DOI: 10.3389/fnhum.2014.00667] [Citation(s) in RCA: 32] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2014] [Accepted: 08/11/2014] [Indexed: 11/29/2022] Open
Abstract
The subjective experience of controlling events in the environment alters the perception of these events. For instance, the interval between one's own actions and their consequences is subjectively compressed—a phenomenon known as intentional binding. In two experiments, we studied intentional binding in a social setting in which actions of one agent prompted a second agent to perform another action. Participants worked in pairs and were assigned to a “leader” and a “follower” role, respectively. The leader's key presses triggered (after a variable interval) a tone and this tone served as go signal for the follower to perform a keypress as well. Leaders and followers estimated the interval between the leader's keypress and the following tone, or the interval between the tone and the follower's keypress. The leader showed reliable intentional binding for both intervals relative to the follower's estimates. These results indicate that human agents experience a pre-reflective sense of agency for genuinely social consequences of their actions.
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Affiliation(s)
- Roland Pfister
- Department of Psychology III, Julius Maximilians University of Würzburg Würzburg, Germany
| | - Sukhvinder S Obhi
- Department of Psychology, Wilfrid Laurier University Waterloo, ON, Canada
| | - Martina Rieger
- Institute for Psychology, UMIT, University for Health Sciences, Medical Informatics and Technology Hall in Tirol, Austria ; Department of Psychology, Max-Planck-Institute for Human Cognitive and Brain Sciences Leipzig, Germany
| | - Dorit Wenke
- Department of Psychology, Max-Planck-Institute for Human Cognitive and Brain Sciences Leipzig, Germany ; Department of Psychology, Humboldt University at Berlin Berlin, Germany
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36
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Limerick H, Coyle D, Moore JW. The experience of agency in human-computer interactions: a review. Front Hum Neurosci 2014; 8:643. [PMID: 25191256 PMCID: PMC4140386 DOI: 10.3389/fnhum.2014.00643] [Citation(s) in RCA: 86] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2014] [Accepted: 08/02/2014] [Indexed: 11/13/2022] Open
Abstract
The sense of agency is the experience of controlling both one’s body and the external environment. Although the sense of agency has been studied extensively, there is a paucity of studies in applied “real-life” situations. One applied domain that seems highly relevant is human-computer-interaction (HCI), as an increasing number of our everyday agentive interactions involve technology. Indeed, HCI has long recognized the feeling of control as a key factor in how people experience interactions with technology. The aim of this review is to summarize and examine the possible links between sense of agency and understanding control in HCI. We explore the overlap between HCI and sense of agency for computer input modalities and system feedback, computer assistance, and joint actions between humans and computers. An overarching consideration is how agency research can inform HCI and vice versa. Finally, we discuss the potential ethical implications of personal responsibility in an ever-increasing society of technology users and intelligent machine interfaces.
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Affiliation(s)
- Hannah Limerick
- Department of Computer Science, Bristol Interaction and Graphics, University of Bristol Bristol, UK
| | - David Coyle
- Department of Computer Science, Bristol Interaction and Graphics, University of Bristol Bristol, UK
| | - James W Moore
- Department of Psychology, Goldsmiths, University of London London, UK ; School of Experimental Psychology, University of Bristol Bristol, UK
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37
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Barlas Z, Obhi SS. Cultural background influences implicit but not explicit sense of agency for the production of musical tones. Conscious Cogn 2014; 28:94-103. [PMID: 25051499 DOI: 10.1016/j.concog.2014.06.013] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2013] [Revised: 05/20/2014] [Accepted: 06/29/2014] [Indexed: 10/25/2022]
Abstract
The sense of agency is suggested to occur at both low and high levels by the involvement of sensorimotor processes and the contribution of retrospective inferences based on contextual cues. In the current study, we recruited western and non-western participants and examined the effect of pleasantness of action outcomes on both feeling of control ratings and intentional binding which refers to the perceived compression of the temporal delay between actions and outcomes. We found that both western and non-western groups showed greater feeling of control ratings for the consonant (pleasant) compared to dissonant (unpleasant) outcomes. The intentional binding effect, on the other hand, was stronger for the consonant compared to dissonant outcomes in the western group only. We discuss the results in relation to how cultural background might differentially influence the effect of outcome pleasantness on low and high levels of the sense of agency.
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Affiliation(s)
- Zeynep Barlas
- Centre for Cognitive Neuroscience & Department of Psychology, Wilfrid Laurier University, Waterloo, Ontario N2L 3C5, Canada.
| | - Sukhvinder S Obhi
- Centre for Cognitive Neuroscience & Department of Psychology, Wilfrid Laurier University, Waterloo, Ontario N2L 3C5, Canada
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38
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Wolpe N, Rowe JB. Beyond the "urge to move": objective measures for the study of agency in the post-Libet era. Front Hum Neurosci 2014; 8:450. [PMID: 24999325 PMCID: PMC4064703 DOI: 10.3389/fnhum.2014.00450] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2014] [Accepted: 06/03/2014] [Indexed: 02/02/2023] Open
Abstract
The investigation of human volition is a longstanding endeavor from both philosophers and researchers. Yet because of the major challenges associated with capturing voluntary movements in an ecologically relevant state in the research environment, it is only in recent years that human agency has grown as a field of cognitive neuroscience. In particular, the seminal work of Libet et al. (1983) paved the way for a neuroscientific approach to agency. Over the past decade, new objective paradigms have been developed to study agency, drawing upon emerging concepts from cognitive and computational neuroscience. These include the chronometric approach of Libet's study which is embedded in the "intentional binding" paradigm, optimal motor control theory and most recent insights from active inference theory. Here we review these principal methods and their application to the study of agency in health and the insights gained from their application to neurological and psychiatric disorders. We show that the neuropsychological paradigms that are based upon these new approaches have key advantages over traditional experimental designs. We propose that these advantages, coupled with advances in neuroimaging, create a powerful set of tools for understanding human agency and its neurobiological basis.
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Affiliation(s)
- Noham Wolpe
- Department of Clinical Neurosciences, University of CambridgeCambridge, UK
- Medical Research Council, Cognition and Brain Sciences UnitCambridge, UK
| | - James B. Rowe
- Department of Clinical Neurosciences, University of CambridgeCambridge, UK
- Medical Research Council, Cognition and Brain Sciences UnitCambridge, UK
- Behavioural and Clinical Neuroscience Institute, University of CambridgeCambridge, UK
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Martin JR. Experiences of activity and causality in schizophrenia: when predictive deficits lead to a retrospective over-binding. Conscious Cogn 2013; 22:1361-74. [PMID: 24095708 DOI: 10.1016/j.concog.2013.09.003] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2013] [Revised: 09/04/2013] [Accepted: 09/07/2013] [Indexed: 11/15/2022]
Abstract
In this paper I discuss an intriguing and relatively little studied symptomatic expression of schizophrenia known as experiences of activity in which patients form the delusion that they can control some external events by the sole means of their mind. I argue that experiences of activity result from patients being prone to aberrantly infer causal relations between unrelated events in a retrospective way owing to widespread predictive deficits. Moreover, I suggest that such deficits may, in addition, lead to an aberrant intentional binding effect i.e., the subjective compression of the temporal interval between an intentional action and its external effects (Haggard, Clark, & Kalogeras, 2002). In particular, it might be that patient's thoughts are bound to the external events they aimed to control producing, arguably, a temporal contiguity between these two components. Such temporal contiguity would reinforce or sustain the (causal) feeling that the patient mind is directly causally efficient.
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Affiliation(s)
- Jean-Rémy Martin
- Université Paris VI (UPMC), Institut d'Étude de la Cognition and Institut Jean-Nicod (ENS-EHESS-CNRS), Paris, France.
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Faro D, McGill AL, Hastie R. The influence of perceived causation on judgments of time: an integrative review and implications for decision-making. Front Psychol 2013; 4:217. [PMID: 23717286 PMCID: PMC3653058 DOI: 10.3389/fpsyg.2013.00217] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2012] [Accepted: 04/08/2013] [Indexed: 11/26/2022] Open
Abstract
RECENT RESEARCH HAS SHOWN THAT THE PERCEPTION OF CAUSALITY AFFECTS THE JUDGMENT OF ELAPSED TIME: an interval between an action and a subsequent event seems to be shorter when people believe that action has caused the event. This article reviews past work on the phenomenon and integrates the findings from the different settings in which it has been observed. The effect is found for actions people have personally taken, as well as for those they have simply read or heard about. It occurs for very short intervals (e.g., milliseconds) as well as longer periods (e.g., months or years). Beliefs and expectations about different types of causal forces and their trajectories over time can affect the degree of time compression in some settings. But the tendency toward compression of time is the default and dominant response: It persists when people think of generic causal relations and is enhanced when people opt for the quickest interpretation of causal relations. This robust influence of causality on time judgment appears to be linked to the basic tendency to rely on temporal proximity in processing causal relations and to people's early experience with the physical-mechanical world. Past work has focused primarily on the implications of time compression for the sense of agency, but this phenomenon has implications also for decisions that depend on time judgment. The compression of subjective time elapsed between actions and outcomes makes people more optimistically plan the timing of a focal action in the future, experience its effect earlier in the future, and be less likely to switch to an alternative course of action. The tendency toward compression can thus endow an action with a sort of privileged status or advantage.
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Affiliation(s)
| | - Ann L. McGill
- University of Chicago Booth School of BusinessChicago, IL, USA
| | - Reid Hastie
- University of Chicago Booth School of BusinessChicago, IL, USA
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41
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Intentional binding in self-made and observed actions. Exp Brain Res 2013; 229:419-27. [PMID: 23575956 DOI: 10.1007/s00221-013-3505-5] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2012] [Accepted: 03/26/2013] [Indexed: 10/27/2022]
Abstract
Sense of agency is the way in which we understand the causal relationships between our actions and sensory events. Agency is implicitly measured using intentional binding paradigms, where voluntary self-made actions and consequential sensory events are perceived as shifted closer together in time. However, a crucial question remains as to how we understand the relationship between others' actions and sensory events. Do we use similar binding processes as for our own actions? Previous attempts to investigate this phenomenon in others' have reached no clear consensus. Therefore, in an attempt to understand how we attribute the causal relationships between others' actions and sensory events, we investigated intentional binding in others' actions using an interval estimation paradigm. In a first experiment participants were required to make a button-press response to indicate the perceived interval between a self-made action and a tone, between a closely matched observed action and tone, and between two tones. For both self-made and observed actions, we found a significant perceived shortening of the interval between the actions and tones as compared with the interval between two tones, thus intentional binding was found for both self-made and observed actions. In a second experiment we validated the findings of the first by contrasting the perceived intervals between an observed action and tone with a matched visual-auditory stimulus and a tone. We again found a significant perceived shortening of the interval for observed action compared with the closely matched visual-auditory control stimulus. The occurrence of intentional binding when observing an action suggests we use similar processes to make causal attributions between our own actions, others' actions, and sensory events.
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42
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When dyads act in parallel, a sense of agency for the auditory consequences depends on the order of the actions. Conscious Cogn 2013; 22:155-66. [DOI: 10.1016/j.concog.2012.12.004] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2012] [Revised: 12/05/2012] [Accepted: 12/09/2012] [Indexed: 11/19/2022]
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Moore JW, Teufel C, Subramaniam N, Davis G, Fletcher PC. Attribution of intentional causation influences the perception of observed movements: behavioral evidence and neural correlates. Front Psychol 2013; 4:23. [PMID: 23372562 PMCID: PMC3557415 DOI: 10.3389/fpsyg.2013.00023] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2012] [Accepted: 01/09/2013] [Indexed: 11/30/2022] Open
Abstract
Recent research on human agency suggests that intentional causation is associated with a subjective compression in the temporal interval between actions and their effects. That is, intentional movements and their causal effects are perceived as closer together in time than equivalent unintentional movements and their causal effects. This so-called intentional binding effect is consistently found for one’s own self-generated actions. It has also been suggested that intentional binding occurs when observing intentional movements of others. However, this evidence is undermined by limitations of the paradigm used. In the current study we aimed to overcome these limitations using a more rigorous design in combination with functional Magnetic Resonance Imaging (fMRI) to explore the neural underpinnings of intentional binding of observed movements. In particular, we aimed to identify brain areas sensitive to the interaction between intentionality and causality attributed to the observed action. Our behavioral results confirmed the occurrence of intentional binding for observed movements using this more rigorous paradigm. Our fMRI results highlighted a collection of brain regions whose activity was sensitive to the interaction between intentionality and causation. Intriguingly, these brain regions have previously been implicated in the sense of agency over one’s own movements. We discuss the implications of these results for intentional binding specifically, and the sense of agency more generally.
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Affiliation(s)
- James W Moore
- Department of Psychiatry, Brain Mapping Unit, University of Cambridge Cambridge, UK ; Department of Psychology, Goldsmiths, University of London London, UK
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Teufel C, von dem Hagen E, Plaisted-Grant KC, Edmonds JJ, Ayorinde JO, Fletcher PC, Davis G. What is social about social perception research? Front Integr Neurosci 2013; 6:128. [PMID: 23355814 PMCID: PMC3554956 DOI: 10.3389/fnint.2012.00128] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2012] [Accepted: 12/18/2012] [Indexed: 11/30/2022] Open
Abstract
A growing consensus in social cognitive neuroscience holds that large portions of the primate visual brain are dedicated to the processing of social information, i.e., to those aspects of stimuli that are usually encountered in social interactions such as others' facial expressions, actions, and symbols. Yet, studies of social perception have mostly employed simple pictorial representations of conspecifics. These stimuli are social only in the restricted sense that they physically resemble objects with which the observer would typically interact. In an equally important sense, however, these stimuli might be regarded as “non-social”: the observer knows that they are viewing pictures and might therefore not attribute current mental states to the stimuli or might do so in a qualitatively different way than in a real social interaction. Recent studies have demonstrated the importance of such higher-order conceptualization of the stimulus for social perceptual processing. Here, we assess the similarity between the various types of stimuli used in the laboratory and object classes encountered in real social interactions. We distinguish two different levels at which experimental stimuli can match social stimuli as encountered in everyday social settings: (1) the extent to which a stimulus' physical properties resemble those typically encountered in social interactions and (2) the higher-level conceptualization of the stimulus as indicating another person's mental states. We illustrate the significance of this distinction for social perception research and report new empirical evidence further highlighting the importance of mental state attribution for perceptual processing. Finally, we discuss the potential of this approach to inform studies of clinical conditions such as autism.
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Affiliation(s)
- Christoph Teufel
- Brain Mapping Unit, Department of Psychiatry, Behavioural and Clinical Neuroscience Institute, University of Cambridge Cambridge, UK
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Abstract
Temporal binding refers to a subjective shortening of elapsed time between actions and their resultant consequences. Originally, it was thought that temporal binding is specific to motor learning and arises as a consequence of either sensory adaptation or the associative principles of the forward model of motor command. Both of these interpretations assume that the binding effect is rooted in the motor system and, critically, that it is driven by intentional action planning. The research reported here demonstrates that both intentional actions and mechanical causes result in temporal binding, which suggests that intentional action is not necessary for temporal binding and that binding results from the causal relation linking actions with their consequences. Intentional binding is thus a special case of more general causal binding, which can be explained by a theory of Bayesian ambiguity reduction.
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46
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Haering C, Kiesel A. Mine is Earlier than Yours: Causal Beliefs Influence the Perceived Time of Action Effects. Front Psychol 2012; 3:393. [PMID: 23060848 PMCID: PMC3465983 DOI: 10.3389/fpsyg.2012.00393] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2012] [Accepted: 09/20/2012] [Indexed: 11/13/2022] Open
Abstract
When a key press causes a stimulus, the key press is perceived later and the stimulus earlier than key presses and stimuli presented independently. This bias in time perception has been linked to the intention to produce the effect and thus been called intentional binding (IB). In recent studies it has been shown that the IB effect is stronger when participants believed that they caused the effect stimulus compared to when they believed that another person caused the effect (Desantis et al., 2011). In this experiment we ask whether causal beliefs influence the perceived time of an effect when the putative effect occurs temporally close to another stimulus that is also an effect. In our study two participants performed the same task on connected computers with separate screens. Each trial started synchronously on both computers. When a participant pressed a key, a red and a yellow stimulus appeared as action effects simultaneously or with a slight delay of up to 50 ms. The participants’ task was to judge the temporal order of these two effect stimuli. Participants were either told that one participant caused one of the two stimuli while the other participant seated at the other computer caused the other stimulus, or each participant was told that he/she caused both stimuli. The different causal beliefs changed the perceived time of the effects’ appearance relative to each other. When participants believed they each caused one effect, their “own” effect was perceived earlier than the other participant’s effect. When the participants believed each caused both effects, no difference in the perceived temporal order of the red and yellow effect was found. These results confirm that higher order causal beliefs change the perceived time of an action effect even in a setting in which the occurrence of the putative effect can be directly compared to a reference stimulus.
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Affiliation(s)
- Carola Haering
- Cognitive Psychology Unit, Department of Psychology, Institut fuer Psychologie, Julius-Maximilians-Universität Wuerzburg Wuerzburg, Germany
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Nolden S, Haering C, Kiesel A. Assessing intentional binding with the method of constant stimuli. Conscious Cogn 2012; 21:1176-85. [DOI: 10.1016/j.concog.2012.05.003] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2011] [Revised: 05/16/2012] [Accepted: 05/20/2012] [Indexed: 10/28/2022]
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Gingras B, Lagrandeur-Ponce T, Giordano BL, McAdams S. Perceiving musical individuality: performer identification is dependent on performer expertise and expressiveness, but not on listener expertise. Perception 2012; 40:1206-20. [PMID: 22308890 DOI: 10.1068/p6891] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
Abstract
Can listeners distinguish unfamiliar performers playing the same piece on the same instrument? Professional performers recorded two expressive and two inexpressive interpretations of a short organ piece. Nonmusicians and musicians listened to these recordings and grouped together excerpts they thought had been played by the same performer. Both musicians and nonmusicians performed significantly above chance. Expressive interpretations were sorted more accurately than inexpressive ones, indicating that musical individuality is communicated more efficiently through expressive performances. Furthermore, individual performers' consistency and distinctiveness with respect to expressive patterns were shown to be excellent predictors of categorisation accuracy. Categorisation accuracy was superior for prize-winning performers compared to non-winners, suggesting a link between performer competence and the communication of musical individuality. Finally, results indicate that temporal information is sufficient to enable performer recognition, a finding that has broader implications for research on the detection of identity cues.
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Affiliation(s)
- Bruno Gingras
- CIRMMT, Schulich School of Music, McGill University, 555 Sherbrooke Street West, Montréal, Quebec H3A 1E3, Canada.
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Haering C, Kiesel A. Time in action contexts: learning when an action effect occurs. PSYCHOLOGICAL RESEARCH 2011; 76:336-44. [DOI: 10.1007/s00426-011-0341-8] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2010] [Accepted: 05/03/2011] [Indexed: 12/01/2022]
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Obhi SS, Hall P. Sense of agency and intentional binding in joint action. Exp Brain Res 2011; 211:655-62. [PMID: 21503647 DOI: 10.1007/s00221-011-2675-2] [Citation(s) in RCA: 96] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2010] [Accepted: 04/01/2011] [Indexed: 11/30/2022]
Abstract
Understanding the sense of agency is a key challenge for the psychological and brain sciences. When an individual makes an action that is followed by an effect such as an auditory tone, there is a perceived compression in time of the interval between the action and the effect. Since this only occurs for intentional actions, this compression is termed 'intentional binding' and has been suggested as an implicit measure of agency. Very little is known about how the sense of agency and indeed intentional binding may be altered in joint action contexts in which two individuals act and an effect occurs. Here, we assessed the subjective sense of agency via self-report and implicit agency via intentional binding in a joint action task in which one person initiated a movement which another person joined in with. We further manipulated whether both individuals knew who the initiator would be ahead of time (by assigning one person as the initiator at the start of a block of trials) or whether this became apparent in a dynamic fashion based on who acted first. In both settings, only the initiator reported reliable subjective feelings of agency, whereas both the initiator and the responder demonstrated significant and indistinguishable intentional binding. We suggest that, when two individuals are involved in a joint action context, there is an automatic formation of a new agentic identity (a 'we' identity). In such contexts, both partners register agency at the pre-reflective level, despite the fact that their subjective experience of agency differs, and indeed, their role in producing the outcome differs. Hence, the subjective sense of agency and intentional binding are dissociable, and it remains for future work to understand how pre-reflective agency 'registration' and the reflective 'experience' of agency are, if at all, related.
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Affiliation(s)
- Sukhvinder S Obhi
- Cognition in Action Lab, Department of Psychology, Wilfrid Laurier University, Waterloo, ON, Canada.
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