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Nikolov TY, Allen RJ, Havelka J, Darling S, van de Vegte B, Morey CC. Navigating the mind's eye: Understanding gaze shifts in visuospatial bootstrapping. Q J Exp Psychol (Hove) 2025; 78:391-404. [PMID: 39225162 DOI: 10.1177/17470218241282426] [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] [Indexed: 09/04/2024]
Abstract
Visuospatial bootstrapping refers to the well-replicated phenomena in which serial recall in a purely verbal task is boosted by presenting digits within the familiar spatial layout of a typical telephone keypad. The visuospatial bootstrapping phenomena indicates that additional support comes from long-term knowledge of a fixed spatial pattern, and prior experimentation supports the idea that access to this benefit depends on the availability of the visuospatial motor system. We investigate this by tracking participants' eye movements during encoding and retention of verbal lists to learn whether gaze patterns support verbal memory differently when verbal information is presented in the familiar visual layout. Participants' gaze was recorded during attempts to recall lists of seven digits in three formats: centre of the screen, typical telephone keypad, or a spatially identical layout with randomised number placement. Performance was better with the typical than with the novel layout. Our data show that eye movements differ when encoding and retaining verbal information that has a familiar layout compared with the same verbal information presented in a novel layout, suggesting recruitment of different spatial rehearsal strategies. However, no clear link between gaze pattern and recall accuracy was observed, which suggests that gazes play a limited role in retention, at best.
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Korda Ž, Walcher S, Körner C, Benedek M. Internal coupling: Eye behavior coupled to visual imagery. Neurosci Biobehav Rev 2024; 165:105855. [PMID: 39153584 DOI: 10.1016/j.neubiorev.2024.105855] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 08/02/2024] [Accepted: 08/13/2024] [Indexed: 08/19/2024]
Abstract
Our eyes do not only respond to visual perception but also to internal cognition involving visual imagery, which can be referred to as internal coupling. This review synthesizes evidence on internal coupling across diverse domains including episodic memory and simulation, visuospatial memory, numerical cognition, object movement, body movement, and brightness imagery. In each domain, eye movements consistently reflect distinct aspects of mental imagery typically akin to those seen in corresponding visual experiences. Several findings further suggest that internal coupling may not only coincide with but also supports internal cognition as evidenced by improved cognitive performance. Available theoretical accounts suggest that internal coupling may serve at least two functional roles in visual imagery: facilitating memory reconstruction and indicating shifts in internal attention. Moreover, recent insights into the neurobiology of internal coupling highlight substantially shared neural pathways in externally and internally directed cognition. The review concludes by identifying open questions and promising avenues for future research such as exploring moderating roles of context and individual differences in internal coupling.
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Affiliation(s)
- Živa Korda
- Department of Psychology, University of Graz, Graz, Austria.
| | - Sonja Walcher
- Department of Psychology, University of Graz, Graz, Austria
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3
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Ethofer S, Milian M, Erb M, Rona S, Honegger J, Ethofer T. Investigating the effect of hippocampal sclerosis on parietal memory network. Epilepsia Open 2024; 9:287-299. [PMID: 38017670 PMCID: PMC10839411 DOI: 10.1002/epi4.12870] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 11/21/2023] [Indexed: 11/30/2023] Open
Abstract
OBJECTIVE We aimed to investigate differences in episodic memory networks between patients with temporal lobe epilepsy (TLE) due to hippocampal sclerosis and healthy controls, especially with regards to the parietal memory network (PMN), as well as their relation to neuropsychological memory performance after mesial temporal resection. METHODS 28 healthy subjects as well as 21 patients with TLE (12 left, 9 right) were investigated using a spatial memory fMRI paradigm, which has been shown to activate the PMN. Regions of interest (ROI) were defined based on the results of the second-level analyses and activations within the predefined ROIs were compared across groups and correlated with postoperative verbal and nonverbal memory scores. RESULTS Healthy subjects showed activations within regions belonging to the dorsal visual stream and the PMN as well as the bilateral parahippocampal place area, the bilateral frontal eye field, and the bilateral middle frontal gyrus. Comparison between groups revealed that TLE patients activated significantly less in the left middle occipital gyrus and the right precuneus. The activation pattern in left TLE patients showed further reductions, mainly in areas belonging to the dorsal visual stream and the PMN within the left hemisphere. Activations within the left superior parietal lobulus, bilateral inferior parietal lobulus, bilateral middle temporal gyrus, left precuneus, left frontal eye field, and left middle frontal gyrus correlated significantly with postoperative verbal memory scores, and activations within the left superior parietal lobulus, left inferior parietal lobulus, left middle temporal gyrus, and left precuneus correlated significantly with higher performance in postoperative nonverbal memory scores. SIGNIFICANCE The PMN is involved in episodic memory encoding. Higher activations in areas belonging to the PMN and the dorsal visual stream, especially within the left hemisphere, before amygdalohippocampectomy may result in higher postoperative memory scores. PLAIN LANGUAGE SUMMARY This study aims to investigate the effects of epilepsy due to hippocampal sclerosis, i.e. scarring in the temporal lobe, on memory networks in the brain. We discovered that especially patients with left-sided hippocampal sclerosis show reduced brain activations in visual areas and memory networks within the left hemisphere of the brain during orientation in space. Importantly, higher activations within these areas may result in better memory after epilepsy surgery.
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Affiliation(s)
- Silke Ethofer
- Department of NeurosurgeryUniversity Hospital TübingenTübingenGermany
| | - Monika Milian
- Department of NeurosurgeryUniversity Hospital TübingenTübingenGermany
| | - Michael Erb
- Department of Biomedical Magnetic ResonanceUniversity of TübingenTübingenGermany
| | - Sabine Rona
- Department of NeurosurgeryUniversity Hospital TübingenTübingenGermany
- Present address:
Klinik Lengg AG, Swiss Epilepsy ClinicZurichSwitzerland
| | - Jürgen Honegger
- Department of NeurosurgeryUniversity Hospital TübingenTübingenGermany
| | - Thomas Ethofer
- Department of Biomedical Magnetic ResonanceUniversity of TübingenTübingenGermany
- Department of Psychiatry and PsychotherapyUniversity Hospital TübingenTübingenGermany
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Frank W, Mühl K, Rosner A, Baumann M. Advancing Knowledge on Situation Comprehension in Dynamic Traffic Situations by Studying Eye Movements to Empty Spatial Locations. HUMAN FACTORS 2023; 65:1674-1688. [PMID: 35038893 DOI: 10.1177/00187208211063693] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
OBJECTIVE This study used the looking-at-nothing phenomenon to explore situation awareness (SA) and the effects of working memory (WM) load in driving situations. BACKGROUND While driving, people develop a mental representation of the environment. Since errors in retrieving information from this representation can have fatal consequences, it is essential for road safety to investigate this process. During retrieval, people tend to fixate spatial positions of visually encoded information, even if it is no longer available at that location. Previous research has shown that this "looking-at-nothing" behavior can be used to trace retrieval processes. METHOD In a video-based laboratory experiment with 2 (WM) x 3 (SA level) within-subjects design, participants (N = 33) viewed a reduced screen and evaluated auditory statements relating to different SA levels on previously seen dynamic traffic scenarios while eye movements were recorded. RESULTS When retrieving information, subjects more frequently fixated emptied spatial locations associated with the information relevant for the probed SA level. The retrieval of anticipations (SA level 3) in contrast to the other SA level information resulted in more frequent gaze transitions that corresponded to the spatial dynamics of future driving behavior. CONCLUSION The results support the idea that people build a visual-spatial mental image of a driving situation. Different gaze patterns when retrieving level-specific information indicate divergent retrieval processes. APPLICATION Potential applications include developing new methodologies to assess the mental representation and SA of drivers objectively.
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Affiliation(s)
- Wiebke Frank
- Department of Neurology, University Hospital Ulm, Ulm, Germany
- Department Human Factors, Ulm University, Ulm, Germany
| | - Kristin Mühl
- Department Human Factors, Ulm University, Ulm, Germany
| | - Agnes Rosner
- Department of Psychology, University of Zurich, Zurich, Switzerland
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Summing up: A functional role of eye movements along the mental number line for arithmetic. Acta Psychol (Amst) 2022; 230:103770. [DOI: 10.1016/j.actpsy.2022.103770] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 05/03/2022] [Accepted: 10/11/2022] [Indexed: 11/24/2022] Open
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6
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Reinstating location improves mnemonic access but not fidelity of visual mental representations. Cortex 2022; 156:39-53. [DOI: 10.1016/j.cortex.2022.08.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 08/03/2022] [Accepted: 08/04/2022] [Indexed: 11/18/2022]
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7
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Johansson R, Nyström M, Dewhurst R, Johansson M. Eye-movement replay supports episodic remembering. Proc Biol Sci 2022; 289:20220964. [PMID: 35703049 PMCID: PMC9198773 DOI: 10.1098/rspb.2022.0964] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
When we bring to mind something we have seen before, our eyes spontaneously unfold in a sequential pattern strikingly similar to that made during the original encounter, even in the absence of supporting visual input. Oculomotor movements of the eye may then serve the opposite purpose of acquiring new visual information; they may serve as self-generated cues, pointing to stored memories. Over 50 years ago Donald Hebb, the forefather of cognitive neuroscience, posited that such a sequential replay of eye movements supports our ability to mentally recreate visuospatial relations during episodic remembering. However, direct evidence for this influential claim is lacking. Here we isolate the sequential properties of spontaneous eye movements during encoding and retrieval in a pure recall memory task and capture their encoding-retrieval overlap. Critically, we show that the fidelity with which a series of consecutive eye movements from initial encoding is sequentially retained during subsequent retrieval predicts the quality of the recalled memory. Our findings provide direct evidence that such scanpaths are replayed to assemble and reconstruct spatio-temporal relations as we remember and further suggest that distinct scanpath properties differentially contribute depending on the nature of the goal-relevant memory.
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Kumcu A, Thompson RL. Remembering spatial words: Sensorimotor simulation affects verbal recognition memory. Q J Exp Psychol (Hove) 2021; 75:1694-1710. [PMID: 34704887 DOI: 10.1177/17470218211059011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Previous evidence shows that words with implicit spatial meaning or metaphorical spatial associations are perceptually simulated and can guide attention to associated locations (e.g., bird-upward location). In turn, simulated representations interfere with visual perception at an associated location. The present study investigates the effect of spatial associations on short-term verbal recognition memory to disambiguate between modal and amodal accounts of spatial interference effects across two experiments. Participants in both experiments encoded words presented in congruent and incongruent locations. Congruent and incongruent locations were based on an independent norming task. In Experiment 1, an auditorily presented word probed participants' memory as they were visually cued to either the original location of the probe word or a diagonal location at retrieval. In Experiment 2, there was no cue at retrieval but a neutral encoding condition in which words normed to central locations were shown. Results show that spatial associations affected memory performance although spatial information was neither relevant nor necessary for successful retrieval: Words in Experiment 1 were retrieved more accurately when there was a visual cue in the congruent location at retrieval but only if they were encoded in a non-canonical position. A visual cue in the congruent location slowed down memory performance when retrieving highly imageable words. With no cue at retrieval (Experiment 2), participants were better at remembering spatially congruent words as opposed to neutral words. Results provide evidence in support of sensorimotor simulation in verbal memory and a perceptual competition account of spatial interference effect.
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Affiliation(s)
- Alper Kumcu
- Department of Translation and Interpreting, Hacettepe University, Ankara, Turkey
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9
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Wynn JS, Liu ZX, Ryan JD. Neural Correlates of Subsequent Memory-Related Gaze Reinstatement. J Cogn Neurosci 2021; 34:1547-1562. [PMID: 34272959 DOI: 10.1162/jocn_a_01761] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Mounting evidence linking gaze reinstatement-the recapitulation of encoding-related gaze patterns during retrieval-to behavioral measures of memory suggests that eye movements play an important role in mnemonic processing. Yet, the nature of the gaze scanpath, including its informational content and neural correlates, has remained in question. In this study, we examined eye movement and neural data from a recognition memory task to further elucidate the behavioral and neural bases of functional gaze reinstatement. Consistent with previous work, gaze reinstatement during retrieval of freely viewed scene images was greater than chance and predictive of recognition memory performance. Gaze reinstatement was also associated with viewing of informationally salient image regions at encoding, suggesting that scanpaths may encode and contain high-level scene content. At the brain level, gaze reinstatement was predicted by encoding-related activity in the occipital pole and BG, neural regions associated with visual processing and oculomotor control. Finally, cross-voxel brain pattern similarity analysis revealed overlapping subsequent memory and subsequent gaze reinstatement modulation effects in the parahippocampal place area and hippocampus, in addition to the occipital pole and BG. Together, these findings suggest that encoding-related activity in brain regions associated with scene processing, oculomotor control, and memory supports the formation, and subsequent recapitulation, of functional scanpaths. More broadly, these findings lend support to scanpath theory's assertion that eye movements both encode, and are themselves embedded in, mnemonic representations.
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Affiliation(s)
| | | | - Jennifer D Ryan
- Rotman Research Institute at Baycrest Health Sciences.,University of Toronto
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10
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The influence of visual attention on memory-based preferential choice. Cognition 2021; 215:104804. [PMID: 34167016 DOI: 10.1016/j.cognition.2021.104804] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 05/20/2021] [Accepted: 06/04/2021] [Indexed: 12/22/2022]
Abstract
Many decisions rely on past experiences. Recent research indicates that people's choices are biased towards choosing better-remembered options, even if these options are comparatively unattractive (i.e., a memory bias). In the current study, we used eye tracking to compare the influence of visual attention on preferential choice between memory-based and non-memory-based decisions. Participants completed the remember-and-decide task. In this task, they first learned associations between screen locations and snack items. Then, they made binary choices between snack items. These snacks were either hidden and required recall (memory-based decisions), or they were visible (non-memory-based decisions). Remarkably, choices were more strongly influenced by attention in memory-based compared to non-memory-based decisions. However, visual attention did not mediate the memory bias on preferential choices. Finally, we adopt and expand a recently proposed computational model to provide a comprehensive description of the role of attention in memory-based decisions. In sum, the present work elucidates how visual attention interacts with episodic memory and preference formation in memory-based decisions.
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11
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Wynn JS, Buchsbaum BR, Ryan JD. Encoding and retrieval eye movements mediate age differences in pattern completion. Cognition 2021; 214:104746. [PMID: 34034008 DOI: 10.1016/j.cognition.2021.104746] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Revised: 04/19/2021] [Accepted: 04/21/2021] [Indexed: 01/10/2023]
Abstract
Older adults often mistake new information as 'old', yet the mechanisms underlying this response bias remain unclear. Typically, false alarms by older adults are thought to reflect pattern completion - the retrieval of a previously encoded stimulus in response to partial input. However, other work suggests that age-related retrieval errors can be accounted for by deficient encoding processes. In the present study, we used eye movement monitoring to quantify age-related changes in behavioral pattern completion as a function of eye movements during both encoding and partially cued retrieval. Consistent with an age-related encoding deficit, older adults executed more gaze fixations and more similar eye movements across repeated image presentations than younger adults, and such effects were predictive of subsequent recognition memory. Analysis of eye movements at retrieval further indicated that in response to partial lure cues, older adults reactivated the similar studied image, indexed by the similarity between encoding and retrieval gaze patterns, and did so more than younger adults. Critically, reactivation of encoded image content via eye movements was associated with lure false alarms in older adults, providing direct evidence for a pattern completion bias. Together, these findings suggest that age-related changes in both encoding and retrieval processes, indexed by eye movements, underlie older adults' increased vulnerability to memory errors.
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Affiliation(s)
- Jordana S Wynn
- Department of Psychology, University of Toronto, Toronto, ON, Canada; Rotman Research Institute, Baycrest Hospital, Toronto, ON, Canada.
| | - Bradley R Buchsbaum
- Department of Psychology, University of Toronto, Toronto, ON, Canada; Rotman Research Institute, Baycrest Hospital, Toronto, ON, Canada
| | - Jennifer D Ryan
- Department of Psychology, University of Toronto, Toronto, ON, Canada; Rotman Research Institute, Baycrest Hospital, Toronto, ON, Canada
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12
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Ryals AJ, Kelly ME, Cleary AM. Increased pupil dilation during tip-of-the-tongue states. Conscious Cogn 2021; 92:103152. [PMID: 34022638 DOI: 10.1016/j.concog.2021.103152] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Revised: 05/06/2021] [Accepted: 05/07/2021] [Indexed: 11/28/2022]
Abstract
Tip-of-the-tongue states (TOTs) are feelings of impending word retrieval success during a current failure to retrieve a target word. Though much is known and understood about TOT states from decades of research, research on potential psychophysiological correlates of the TOT state is still in its infancy, and existing studies point toward the involvement of neural processes that are associated with enhanced attention, motivation, and information-seeking. In the present study, we demonstrate that, during instances of target retrieval failure, TOT states are associated with greater pupillary dilation (i.e., autonomic arousal) in 91% of our sample. This is the first study to demonstrate a pupillometric correlate of the TOT experience, and this finding provides an important step toward understanding emotional attributes associated with TOT states. Mean pupil dilation also increased such that instances of target identification failure that were unaccompanied by TOT states < instances in which TOTs occurred < instances of target identification success. It is possible that TOTs reflect an intermediary state between complete target retrieval failure and full target retrieval.
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Affiliation(s)
- Anthony J Ryals
- Department of Psychology, University of North Texas, 1155 Union Circle #311280, Denton, TX 76203-5017, USA.
| | - Megan E Kelly
- Department of Psychology, University of North Texas, 1155 Union Circle #311280, Denton, TX 76203-5017, USA
| | - Anne M Cleary
- Department of Psychology, Colorado State University, Behavioral Sciences Office 201, 1876 Campus Delivery, Fort Collins, CO 80523-1876, USA
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13
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A consensus-based elastic matching algorithm for mapping recall fixations onto encoding fixations in the looking-at-nothing paradigm. Behav Res Methods 2021; 53:2049-2068. [PMID: 33754324 PMCID: PMC8516795 DOI: 10.3758/s13428-020-01513-1] [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] [Accepted: 11/09/2020] [Indexed: 11/08/2022]
Abstract
We present an algorithmic method for aligning recall fixations with encoding fixations, to be used in looking-at-nothing paradigms that either record recall eye movements during silence or want to speed up data analysis with recordings of recall data during speech. The algorithm utilizes a novel consensus-based elastic matching algorithm to estimate which encoding fixations correspond to later recall fixations. This is not a scanpath comparison method, as fixation sequence order is ignored and only position configurations are used. The algorithm has three internal parameters and is reasonable stable over a wide range of parameter values. We then evaluate the performance of our algorithm by investigating whether the recalled objects identified by the algorithm correspond with independent assessments of what objects in the image are marked as subjectively important. Our results show that the mapped recall fixations align well with important regions of the images. This result is exemplified in four groups of use cases: to investigate the roles of low-level visual features, faces, signs and text, and people of different sizes, in recall of encoded scenes. The plots from these examples corroborate the finding that the algorithm aligns recall fixations with the most likely important regions in the images. Examples also illustrate how the algorithm can differentiate between image objects that have been fixated during silent recall vs those objects that have not been visually attended, even though they were fixated during encoding.
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Martarelli CS, Mast FW. Pictorial low-level features in mental images: evidence from eye fixations. PSYCHOLOGICAL RESEARCH 2021; 86:350-363. [PMID: 33751199 DOI: 10.1007/s00426-021-01497-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2020] [Accepted: 02/26/2021] [Indexed: 11/29/2022]
Abstract
It is known that eye movements during object imagery reflect areas visited during encoding. But will eye movements also reflect pictorial low-level features of imagined stimuli? In this paper, three experiments are reported in which we investigate whether low-level properties of mental images elicit specific eye movements. Based on the conceptualization of mental images as depictive representations, we expected low-level visual features to influence eye fixations during mental imagery, in the absence of a visual input. In a first experiment, twenty-five participants performed a visual imagery task with high vs. low spatial frequency and high vs. low contrast gratings. We found that both during visual perception and during mental imagery, first fixations were more often allocated to the low spatial frequency-high contrast grating, thus showing that eye fixations were influenced not only by physical properties of visual stimuli but also by its imagined counterpart. In a second experiment, twenty-two participants imagined high contrast and low contrast stimuli that they had not encoded before. Again, participants allocated more fixations to the high contrast mental images than to the low contrast mental images. In a third experiment, we ruled out task difficulty as confounding variable. Our results reveal that low-level visual features are represented in the mind's eye and thus, they contribute to the characterization of mental images in terms of how much perceptual information is re-instantiated during mental imagery.
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Affiliation(s)
| | - Fred W Mast
- Department of Psychology, University of Bern, Bern, Switzerland
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15
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Information stored in memory affects abductive reasoning. PSYCHOLOGICAL RESEARCH 2021; 85:3119-3133. [PMID: 33428007 PMCID: PMC8476388 DOI: 10.1007/s00426-020-01460-8] [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: 03/26/2020] [Accepted: 12/07/2020] [Indexed: 11/02/2022]
Abstract
Abductive reasoning describes the process of deriving an explanation from given observations. The theory of abductive reasoning (TAR; Johnson and Krems, Cognitive Science 25:903-939, 2001) assumes that when information is presented sequentially, new information is integrated into a mental representation, a situation model, the central data structure on which all reasoning processes are based. Because working memory capacity is limited, the question arises how reasoning might change with the amount of information that has to be processed in memory. Thus, we conducted an experiment (N = 34) in which we manipulated whether previous observation information and previously found explanations had to be retrieved from memory or were still visually present. Our results provide evidence that people experience differences in task difficulty when more information has to be retrieved from memory. This is also evident in changes in the mental representation as reflected by eye tracking measures. However, no differences are found between groups in the reasoning outcome. These findings suggest that individuals construct their situation model from both information in memory as well as external memory stores. The complexity of the model depends on the task: when memory demands are high, only relevant information is included. With this compensation strategy, people are able to achieve similar reasoning outcomes even when faced with tasks that are more difficult. This implies that people are able to adapt their strategy to the task in order to keep their reasoning successful.
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Umar H, Mast FW, Cacchione T, Martarelli CS. The prioritization of visuo-spatial associations during mental imagery. Cogn Process 2021; 22:227-237. [PMID: 33404898 DOI: 10.1007/s10339-020-01010-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2020] [Accepted: 12/10/2020] [Indexed: 10/22/2022]
Abstract
While previous research has shown that during mental imagery participants look back to areas visited during encoding it is unclear what happens when information presented during encoding is incongruent. To investigate this research question, we presented 30 participants with incongruent audio-visual associations (e.g. the image of a car paired with the sound of a cat) and later asked them to create a congruent mental representation based on the auditory cue (e.g. to create a mental representation of a cat while hearing the sound of a cat). The results revealed that participants spent more time in the areas where they previously saw the object and that incongruent audio-visual information during encoding did not appear to interfere with the generation and maintenance of mental images. This finding suggests that eye movements can be flexibly employed during mental imagery depending on the demands of the task.
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Affiliation(s)
- Hafidah Umar
- Department of Neurosciences, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, Malaysia.,Brain and Behaviour Cluster, School of Medical Sciences, Universiti Sains Malaysia, Kubang Kerian, Kelantan, Malaysia.,Department of Psychology, University of Bern, Bern, Switzerland
| | - Fred W Mast
- Department of Psychology, University of Bern, Bern, Switzerland
| | - Trix Cacchione
- Department of Developmental Psychology, School of Education, University of Applied Sciences and Arts Northwestern Switzerland, Windisch, Switzerland
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Kinjo H, Fooken J, Spering M. Do eye movements enhance visual memory retrieval? Vision Res 2020; 176:80-90. [PMID: 32827879 DOI: 10.1016/j.visres.2020.07.013] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Revised: 07/10/2020] [Accepted: 07/15/2020] [Indexed: 10/23/2022]
Abstract
When remembering an object at a given location, participants tend to return their gaze to that location even after the object has disappeared, known as Looking-at-Nothing (LAN). However, it is unclear whether LAN is associated with better memory performance. Previous studies reporting beneficial effects of LAN have often not systematically manipulated or assessed eye movements. We asked 20 participants to remember the location and identity of eight objects arranged in a circle, shown for 5 s. Participants were prompted to judge whether a location statement (e.g., "Star Right") was correct or incorrect, or referred to a previously unseen object. During memory retrieval, participants either fixated in the screen center or were free to move their eyes. Results reveal no difference in memory accuracy and response time between free-viewing and fixation while a LAN effect was found for saccades during free viewing, but not for microsaccades during fixation. Memory performance was better in those free-viewing trials in which participants made a saccade to the critical location, and scaled with saccade accuracy. These results indicate that saccade kinematics might be related to both memory performance and memory retrieval processes, but the strength of their link would differ between individuals and task demands.
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Affiliation(s)
- Hikari Kinjo
- Faculty of Psychology, Meiji Gakuin University, Tokyo, Japan; Dept Ophthalmology & Visual Sciences, University of British Columbia, Vancouver, BC, Canada.
| | - Jolande Fooken
- Dept Ophthalmology & Visual Sciences, University of British Columbia, Vancouver, BC, Canada; Institute for Computing, Information and Cognitive Systems, University of British Columbia, Vancouver, BC, Canada
| | - Miriam Spering
- Dept Ophthalmology & Visual Sciences, University of British Columbia, Vancouver, BC, Canada; Institute for Computing, Information and Cognitive Systems, University of British Columbia, Vancouver, BC, Canada; Center for Brain Health, University of British Columbia, Vancouver, BC, Canada
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18
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Computational discrimination between natural images based on gaze during mental imagery. Sci Rep 2020; 10:13035. [PMID: 32747683 PMCID: PMC7400610 DOI: 10.1038/s41598-020-69807-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2019] [Accepted: 07/16/2020] [Indexed: 11/22/2022] Open
Abstract
When retrieving image from memory, humans usually move their eyes spontaneously as if the image were in front of them. Such eye movements correlate strongly with the spatial layout of the recalled image content and function as memory cues facilitating the retrieval procedure. However, how close the correlation is between imagery eye movements and the eye movements while looking at the original image is unclear so far. In this work we first quantify the similarity of eye movements between recalling an image and encoding the same image, followed by the investigation on whether comparing such pairs of eye movements can be used for computational image retrieval. Our results show that computational image retrieval based on eye movements during spontaneous imagery is feasible. Furthermore, we show that such a retrieval approach can be generalized to unseen images.
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Johansson R, Johansson M. Gaze position regulates memory accessibility during competitive memory retrieval. Cognition 2020; 197:104169. [DOI: 10.1016/j.cognition.2019.104169] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2019] [Revised: 12/19/2019] [Accepted: 12/20/2019] [Indexed: 10/25/2022]
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Wynn JS, Ryan JD, Buchsbaum BR. Eye movements support behavioral pattern completion. Proc Natl Acad Sci U S A 2020; 117:6246-6254. [PMID: 32123109 PMCID: PMC7084073 DOI: 10.1073/pnas.1917586117] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The ability to recall a detailed event from a simple reminder is supported by pattern completion, a cognitive operation performed by the hippocampus wherein existing mnemonic representations are retrieved from incomplete input. In behavioral studies, pattern completion is often inferred through the false endorsement of lure (i.e., similar) items as old. However, evidence that such a response is due to the specific retrieval of a similar, previously encoded item is severely lacking. We used eye movement (EM) monitoring during a partial-cue recognition memory task to index reinstatement of lure images behaviorally via the recapitulation of encoding-related EMs or gaze reinstatement. Participants reinstated encoding-related EMs following degraded retrieval cues and this reinstatement was negatively correlated with accuracy for lure images, suggesting that retrieval of existing representations (i.e., pattern completion) underlies lure false alarms. Our findings provide evidence linking gaze reinstatement and pattern completion and advance a functional role for EMs in memory retrieval.
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Affiliation(s)
- Jordana S Wynn
- Department of Psychology, University of Toronto, Toronto, ON M55 3G3, Canada;
- Rotman Research Institute, Baycrest Hospital, Toronto, ON M6A 2E1, Canada
| | - Jennifer D Ryan
- Department of Psychology, University of Toronto, Toronto, ON M55 3G3, Canada
- Rotman Research Institute, Baycrest Hospital, Toronto, ON M6A 2E1, Canada
| | - Bradley R Buchsbaum
- Department of Psychology, University of Toronto, Toronto, ON M55 3G3, Canada
- Rotman Research Institute, Baycrest Hospital, Toronto, ON M6A 2E1, Canada
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21
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Abstract
Eye Movement Desensitization and Reprocessing Therapy (EMDR) is an effective treatment for Post-traumatic Stress Disorder (PTSD). The Adaptive Information Processing Model (AIP) guides the development and practice of EMDR. The AIP postulates inadequately processed memory as the foundation of PTSD pathology. Predictive Processing postulates that the primary function of the brain is prediction that serves to anticipate the next moment of experience in order to resist the dissipative force of entropy thus facilitating continued survival. Memory is the primary substrate of prediction, and is optimized by an ongoing process of precision weighted prediction error minimization that refines prediction by updating the memories on which it is based. The Predictive Processing model of EMDR postulates that EMDR facilitates the predictive processing of traumatic memory by overcoming the bias against exploration and evidence accumulation. The EMDR protocol brings the traumatic memory into an active state of re-experiencing. Defensive responding and/or low sensory precision preclude evidence accumulation to test the predictions of the traumatic memory in the present. Sets of therapist guided eye movements repeatedly challenge the bias against evidence accumulation and compel sensory sampling of the benign present. Eye movements reset the theta rhythm organizing the flow of information through the brain, facilitating the deployment of both overt and covert attention, and the mnemonic search for associations. Sampling of sensation does not support the predictions of the traumatic memory resulting in prediction error that the brain then attempts to minimize. The net result is a restoration of the integrity of the rhythmic deployment of attention, a recalibration of sensory precision, and the updating (reconsolidation) of the traumatic memory. Thus one prediction of the model is a decrease in Attention Bias Variability, a core dysfunction in PTSD, following successful treatment with EMDR.
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Foerster RM. The function of "looking-at-nothing" for sequential sensorimotor tasks: Eye movements to remembered action-target locations. J Eye Mov Res 2019; 12:10.16910/jemr.12.2.2. [PMID: 33828728 PMCID: PMC7881903 DOI: 10.16910/jemr.12.2.2] [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] [Indexed: 11/18/2022] Open
Abstract
When performing manual actions, eye movements precede hand movements to target locations: Before we grasp an object, we look at it. Eye-hand guidance is even preserved when visual targets are unavailable, e.g., grasping behind an occlusion. This "looking-atnothing" behavior might be functional, e.g., as "deictic pointer" for manual control or as memory-retrieval cue, or a by-product of automatization. Here, it is studied if looking at empty locations before acting on them is beneficial for sensorimotor performance. In five experiments, participants completed a click sequence on eight visual targets for 0-100 trials while they had either to fixate on the screen center or could move their eyes freely. During 50-100 consecutive trials, participants clicked the same sequence on a blank screen with free or fixed gaze. During both phases, participants looked at target locations when gaze shifts were allowed. With visual targets, target fixations led to faster, more precise clicking, fewer errors, and sparser cursor-paths than central fixation. Without visual information, a tiny free-gaze benefit could sometimes be observed and was rather a memory than a motor-calculation benefit. Interestingly, central fixation during learning forced early explicit encoding causing a strong benefit for acting on remembered targets later, independent of whether eyes moved then.
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Affiliation(s)
- Rebecca M Foerster
- Center for Interdisciplinary Research (ZiF) & Department of Psychology & Cluster of Excellence 'Cognitive Interaction Technology' (CITEC), Germany
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Wynn JS, Shen K, Ryan JD. Eye Movements Actively Reinstate Spatiotemporal Mnemonic Content. Vision (Basel) 2019; 3:E21. [PMID: 31735822 PMCID: PMC6802778 DOI: 10.3390/vision3020021] [Citation(s) in RCA: 59] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2019] [Revised: 05/09/2019] [Accepted: 05/10/2019] [Indexed: 12/23/2022] Open
Abstract
Eye movements support memory encoding by binding distinct elements of the visual world into coherent representations. However, the role of eye movements in memory retrieval is less clear. We propose that eye movements play a functional role in retrieval by reinstating the encoding context. By overtly shifting attention in a manner that broadly recapitulates the spatial locations and temporal order of encoded content, eye movements facilitate access to, and reactivation of, associated details. Such mnemonic gaze reinstatement may be obligatorily recruited when task demands exceed cognitive resources, as is often observed in older adults. We review research linking gaze reinstatement to retrieval, describe the neural integration between the oculomotor and memory systems, and discuss implications for models of oculomotor control, memory, and aging.
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Affiliation(s)
- Jordana S. Wynn
- Rotman Research Institute, Baycrest, 3560 Bathurst St., Toronto, ON M6A 2E1, Canada
- Department of Psychology, University of Toronto, 100 St George St., Toronto, ON M5S 3G3, Canada
| | - Kelly Shen
- Rotman Research Institute, Baycrest, 3560 Bathurst St., Toronto, ON M6A 2E1, Canada
| | - Jennifer D. Ryan
- Rotman Research Institute, Baycrest, 3560 Bathurst St., Toronto, ON M6A 2E1, Canada
- Department of Psychology, University of Toronto, 100 St George St., Toronto, ON M5S 3G3, Canada
- Department of Psychiatry, University of Toronto, 250 College St., Toronto, ON M5T 1R8, Canada
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van Eck D. Constitutive relevance in cognitive science: The case of eye movements and cognitive mechanisms. STUDIES IN HISTORY AND PHILOSOPHY OF SCIENCE 2019; 73:44-53. [PMID: 30914123 DOI: 10.1016/j.shpsa.2018.05.013] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2017] [Revised: 03/09/2018] [Accepted: 05/30/2018] [Indexed: 06/09/2023]
Abstract
In this paper I assess whether the recently proposed "No De-Coupling" (NDC) theory of constitutive relevance in mechanisms is a useful tool to reconstruct constitutive relevance investigations in scientific practice. The NDC theory has been advanced as a framework theoretically superior to the mutual manipulability (MM) account of constitutive relevance in mechanisms but, in contrast to the MM account, has not yet been applied to detailed case studies. I argue that the NDC account is also applicable to empirical practice and that it fares better than the MM account on both theoretical and empirical grounds. I elaborate these claims in terms of applications of the NDC theory to two case studies of cognitive science research on the role of eye movements in mechanisms for cognitive capacities.
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Affiliation(s)
- Dingmar van Eck
- Ghent University, Department of Philosophy and Moral Science, Centre for Logic and Philosophy of Science, Blandijnberg 2, B-9000 Gent, Belgium.
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Less imageable words lead to more looks to blank locations during memory retrieval. PSYCHOLOGICAL RESEARCH 2018; 84:667-684. [PMID: 30173279 PMCID: PMC7109172 DOI: 10.1007/s00426-018-1084-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2017] [Accepted: 08/21/2018] [Indexed: 11/07/2022]
Abstract
People revisit spatial locations of visually encoded information when they are asked to retrieve that information, even when the visual image is no longer present. Such “looking at nothing” during retrieval is likely modulated by memory load (i.e., mental effort to maintain and reconstruct information) and the strength of mental representations. We investigated whether words that are more difficult to remember also lead to more looks to relevant, blank locations. Participants were presented four nouns on a two by two grid. A number of lexico-semantic variables were controlled to form high-difficulty and low-difficulty noun sets. Results reveal more frequent looks to blank locations during retrieval of high-difficulty nouns compared to low-difficulty ones. Mixed-effects modelling demonstrates that imagery-related semantic factors (imageability and concreteness) predict looking at nothing during retrieval. Results provide the first direct evidence that looking at nothing is modulated by word difficulty and in particular, word imageability. Overall, the research provides substantial support to the integrated memory account for linguistic stimuli and looking at nothing as a form of mental imagery.
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Jones MW, Kuipers JR, Nugent S, Miley A, Oppenheim G. Episodic traces and statistical regularities: Paired associate learning in typical and dyslexic readers. Cognition 2018; 177:214-225. [DOI: 10.1016/j.cognition.2018.04.010] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2017] [Revised: 04/10/2018] [Accepted: 04/10/2018] [Indexed: 12/23/2022]
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Lee YS, Chen HC. Eye movement indices of memory reveal re-processing of visual information: Evidence from Chinese characters. VISUAL COGNITION 2018. [DOI: 10.1080/13506285.2018.1502225] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Affiliation(s)
- Yuh-shiow Lee
- Department of Psychology, National Chung-Cheng University, Chiayi, Taiwan, Republic of China
| | - Hsiang-Chun Chen
- Department of Early Childhood Education, National Tsing Hua University, Hsinchu, Taiwan, Republic of China
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Watching diagnoses develop: Eye movements reveal symptom processing during diagnostic reasoning. Psychon Bull Rev 2018; 24:1398-1412. [PMID: 28444634 DOI: 10.3758/s13423-017-1294-8] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Finding a probable explanation for observed symptoms is a highly complex task that draws on information retrieval from memory. Recent research suggests that observed symptoms are interpreted in a way that maximizes coherence for a single likely explanation. This becomes particularly clear if symptom sequences support more than one explanation. However, there are no existing process data available that allow coherence maximization to be traced in ambiguous diagnostic situations, where critical information has to be retrieved from memory. In this experiment, we applied memory indexing, an eye-tracking method that affords rich time-course information concerning memory-based cognitive processing during higher order thinking, to reveal symptom processing and the preferred interpretation of symptom sequences. Participants first learned information about causes and symptoms presented in spatial frames. Gaze allocation to emptied spatial frames during symptom processing and during the diagnostic response reflected the subjective status of hypotheses held in memory and the preferred interpretation of ambiguous symptoms. Memory indexing traced how the diagnostic decision developed and revealed instances of hypothesis change and biases in symptom processing. Memory indexing thus provided direct online evidence for coherence maximization in processing ambiguous information.
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Johansson R, Oren F, Holmqvist K. Gaze patterns reveal how situation models and text representations contribute to episodic text memory. Cognition 2018; 175:53-68. [PMID: 29471198 DOI: 10.1016/j.cognition.2018.02.016] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2017] [Revised: 02/12/2018] [Accepted: 02/13/2018] [Indexed: 10/18/2022]
Abstract
When recalling something you have previously read, to what degree will such episodic remembering activate a situation model of described events versus a memory representation of the text itself? The present study was designed to address this question by recording eye movements of participants who recalled previously read texts while looking at a blank screen. An accumulating body of research has demonstrated that spontaneous eye movements occur during episodic memory retrieval and that fixation locations from such gaze patterns to a large degree overlap with the visuospatial layout of the recalled information. Here we used this phenomenon to investigate to what degree participants' gaze patterns corresponded with the visuospatial configuration of the text itself versus a visuospatial configuration described in it. The texts to be recalled were scene descriptions, where the spatial configuration of the scene content was manipulated to be either congruent or incongruent with the spatial configuration of the text itself. Results show that participants' gaze patterns were more likely to correspond with a visuospatial representation of the described scene than with a visuospatial representation of the text itself, but also that the contribution of those representations of space is sensitive to the text content. This is the first demonstration that eye movements can be used to discriminate on which representational level texts are remembered and the findings provide novel insight into the underlying dynamics in play.
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Affiliation(s)
| | - Franziska Oren
- Department of Psychology, University of Copenhagen, Denmark.
| | - Kenneth Holmqvist
- UPSET, North-West University Vaal, South Africa; Faculty of Arts, Masaryk University, Brno, Czech Republic.
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Hannula DE. Attention and long-term memory: Bidirectional interactions and their effects on behavior. PSYCHOLOGY OF LEARNING AND MOTIVATION 2018. [DOI: 10.1016/bs.plm.2018.09.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
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Covert shifts of attention can account for the functional role of “eye movements to nothing”. Mem Cognit 2017; 46:230-243. [DOI: 10.3758/s13421-017-0760-x] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
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32
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Abstract
So-called "looks-at-nothing" have previously been used to show that recalling what also elicits the recall of where this was. Here, we present evidence from an eye-tracking study which shows that disrupting looks to "there" does not disrupt recalling what was there, nor do (anticipatory) looks to "there" facilitate recalling what was there. Therefore, our results suggest that recalling where does not recall what.
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Time in the eye of the beholder: Gaze position reveals spatial-temporal associations during encoding and memory retrieval of future and past. Mem Cognit 2016; 45:40-48. [DOI: 10.3758/s13421-016-0639-2] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
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Martarelli CS, Chiquet S, Laeng B, Mast FW. Using space to represent categories: insights from gaze position. PSYCHOLOGICAL RESEARCH 2016; 81:721-729. [PMID: 27306547 DOI: 10.1007/s00426-016-0781-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2015] [Accepted: 06/04/2016] [Indexed: 11/30/2022]
Abstract
We investigated the boundaries among imagery, memory, and perception by measuring gaze during retrieved versus imagined visual information. Eye fixations during recall were bound to the location at which a specific stimulus was encoded. However, eye position information generalized to novel objects of the same category that had not been seen before. For example, encoding an image of a dog in a specific location enhanced the likelihood of looking at the same location during subsequent mental imagery of other mammals. The results suggest that eye movements can also be launched by abstract representations of categories and not exclusively by a single episode or a specific visual exemplar.
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Affiliation(s)
- Corinna S Martarelli
- Department of Psychology, University of Bern, Fabrikstrasse 8, 3012, Bern, Switzerland. .,Center for Cognition, Learning and Memory, University of Bern, Bern, Switzerland.
| | - Sandra Chiquet
- Department of Psychology, University of Bern, Fabrikstrasse 8, 3012, Bern, Switzerland.,Center for Cognition, Learning and Memory, University of Bern, Bern, Switzerland
| | - Bruno Laeng
- Department of Psychology, University of Oslo, Oslo, Norway
| | - Fred W Mast
- Department of Psychology, University of Bern, Fabrikstrasse 8, 3012, Bern, Switzerland.,Center for Cognition, Learning and Memory, University of Bern, Bern, Switzerland
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Wantz AL, Martarelli CS, Mast FW. When looking back to nothing goes back to nothing. Cogn Process 2015; 17:105-14. [DOI: 10.1007/s10339-015-0741-6] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2015] [Accepted: 10/16/2015] [Indexed: 11/28/2022]
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Scholz A, von Helversen B, Rieskamp J. Eye movements reveal memory processes during similarity- and rule-based decision making. Cognition 2015; 136:228-46. [DOI: 10.1016/j.cognition.2014.11.019] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2014] [Revised: 11/13/2014] [Accepted: 11/17/2014] [Indexed: 11/25/2022]
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