Models of Explicit and Implicit Memory: Linking Priming, Recognition, and Source Memory

Lead Research Organisation: Plymouth University
Department Name: Sch of Psychology

Abstract

Memory comes in many different forms. Understanding how these different forms of memory operate and are enabled in the brain is a crucial goal in psychological and neuroscientific research. A fundamental question is whether there are distinct forms of memory that function independently of other kinds (multiple-systems theory), or whether different forms of memory actually draw upon the same underlying memory (single-system theory). This project will conduct rigorous tests of an existing single-system model by a) applying it to a memory task thought to be challenging for the model to explain -- source memory, and b) comparing its predictions to those of multiple-systems versions of the model in eight new experiments that are designed to discriminate between the models.

In previous research, the applicant has found evidence for a single-system model of recognition memory and repetition priming, and this model was preferred to multiple-systems ones. Recognition memory involves being able to determine whether you have encountered something before, for instance, being able to say that you have seen the face of a perpetrator of a crime before. Repetition priming is a more indirect example of memory -- it is typically shown via improvements in performance when a stimulus is re-encountered; for example, when presented with a familiar face that you have seen recently, you will tend to identify it faster than a face that you have not seen for a long time. Recognition memory is a traditional example of explicit (conscious) memory, whereas repetition priming is a traditional example of implicit (unconscious) memory.

The new task to be explained by the single-system model is source memory, another explicit memory task, which involves remembering specific information related to a prior encounter. For instance, source memory would be shown if you were able to remember that you saw a particular face at the scene of a crime and not at the supermarket, or if you were able to correctly remember that the colour of the jacket of the perpetrator of a crime was red and not blue. It is important for the single-system model to also explain source memory because many theories propose that the memory used to make source memory decisions is distinct from the kind of memory that drives repetition priming. If the relationship between source memory and repetition priming could be shown to follow the predictions of the single-system model, this would have important implications for these alternative theories, and would be a crucial test of the breadth of single-system views.

Multivariate signal detection theory will be drawn upon in extending the model. The main assumption of the single-system model is that priming, recognition, and source are driven by the same memory signal. Specific predictions of the model will be tested experimentally. For example, the model predicts that repetition priming will be positively related to the accuracy of source memory judgments and also the confidence with which these judgments are made. It also predicts that this relationship is modulated by recognition memory. Furthermore, it predicts that experimental variables will tend to affect priming, recognition and source memory similarly, and so would be strongly challenged by experiments in which these measures are differentially affected. Experiments manipulating attention and modality of presentation at encoding will investigate this. The model will be fit to the experimental data and compared with the fit and predictions of multiple-systems models; these will incorporate competing theoretical assumptions to the single-system model and allow for various degrees of independence between the memory signals driving explicit and implicit memory.

Planned Impact

This research project will use a mathematical modelling approach to test competing theories of how different forms of memory are related to one another. The main goal is to advance our understanding of human memory. In the proposed research, a new mathematical model of memory will be developed. This can be used by other researchers as a framework for understanding the relationship between different measures of memory. Although the primary impact of the research is likely to be academic in nature, there is significant potential for the project to have a broader societal impact across a number of groups, as detailed below.

General public
A website will be built with information of the project's aims, background, and findings, and this will be accessible to the general public. A series of public lectures are also planned in order to engage and inform the general public on topics directly related to the project. These include CogTalk (Plymouth University) and outreach events run by the British Psychological Society (e.g., Psychology in the Pub). One aim will be to increase the public's awareness of how mathematical models can be used to guide psychological research in memory and how they can be used to test and develop theories. Another will be to increase the public's appreciation of 1) the multifaceted nature of memory and the different forms it takes, and 2) the importance of using mathematical modelling to identify general principles underlying human memory functioning, which may help to inform how best to utilise memory in everyday life.

Practitioners
Amongst clinical health practitioners, there is a general consensus that certain forms of memory are spared in particular memory disorders such as amnesia and ageing. For instance, there is a view that implicit (unconscious) memory, but not explicit (conscious) memory, is spared in amnesia. Recent research has found evidence to the contrary, showing instead that implicit memory is impaired in amnesia (and ageing). This deficit is actually predicted by the single-system mathematical model of memory that will be used in the proposed research, and demonstrates that this model may ultimately be useful in the evaluation of patients with memory disorders.

Academics in other fields
The mathematical model developed in the project may be useful for researchers working in other research fields and disciplines. Indeed, development of the model draws heavily upon signal detection theory, a framework that was originally developed by engineers to detect a signal in background noise. The potential for broad application of signal-detection models is clear: It is currently widely used across diverse areas such as attention, perception, decision making, deception, and eyewitness testimony. The multivariate signal detection modelling framework produced by this research will be useful for more extended applications of signal detection theory in these fields.

Project Staff
The project will also contribute to the development of the cross-transferable skills-base of the Researcher Co-Investigator working on the project. They will receive training in mathematical modelling, a tool which is used in a variety of domains and industries--from the civil service to the private sector--to understand and predict the behaviour of systems. Finally, the project will contribute to the expertise and skills-base of the Principal Investigator, allowing them to build upon the modelling foundations that were successfully laid in previous ESRC funded research.

Publications

10 25 50

 
Description The main accomplishment from the funded research was that a single-system model of recognition memory (explicit) and repetition priming (implicit) proposed by Berry et al. (2012) was successfully extended to source memory. In Lange, Berry, and Hollins (2019, Journal of Memory and Language) the extended model was formally specified and tested in four experiments, in line with the project objectives. As predicted by the model, previously studied items receiving correct source decisions were associated with a greater magnitude of the repetition priming effect than items receiving incorrect source decisions, demonstrating an association between source memory and priming. The model was also able to capture associations between priming and the confidence rating assigned to the source decision. This was achieved by allowing for dependence between the recognition and source memory decision processes in the model. Additional improvements in the quantitative model predictions were achieved by allowing for unequal variance in the strength signals representing studied and non-studied items, in line with signal-detection accounts of recognition memory. We also specified and fit a multiple-systems model, in which independent memory signals drive repetition priming, recognition and source memory, but this was unable to explain the associations we observed. Together, the modelling and experimental data provided evidence for a common signal underlying recognition memory, repetition priming, and source memory.

In Lange and Berry (2021), we investigated the extent to which recognition decisions mediate the association between priming and source memory. We demonstrated that the association is not dependent on recognition decisions and largely persisted in their absence, thereby offering further support for the single-system model.

In Spanton and Berry (2020, Quarterly Journal of Experimental Psychology), we investigated a psychological explanation for a core assumption of the model - that the greater variance in strength of studied items relative to that of non-studied items is caused by encoding variability. In three experiments we found no evidence for this hypothesis, and instead found that the variance of item strength is linked to the overall strength of the memory signal.

In Ward, Berry, Shanks, Moller, and Czsiser (2020, Psychological Science), we tested whether repetition priming, recognition memory, and source memory can be dissociated by ageing. A dissociation would constitute a challenging result for the model to explain. Instead, we found an association between explicit and implicit memory in ageing, whereby both types of memory tended to decline with greater age. In unpublished work, we also attempted to dissociate source memory from repetition priming using manipulations of attention and unitisation at encoding, but were unable to reproduce previously demonstrated effects on source memory with these manipulations.

Furthermore, in Rothen, Berry, Seth, Oligschlager, and Ward (2020, Memory & Cognition), and Berry, Ward, and Shanks (2017, Journal of Memory and Language), tests of the model were conducted by investigating whether explicit and implicit memory (measured with recognition and repetition priming) could be dissociated by synaesthesia and manipulations of study exposure duration. The effects of these independent variables were consistent with the single-system model.

The success of the model suggests that future research should extend it further to other, more "process-pure", explicit memory tasks, in order to ascertain its full explanatory power. The funded research facilitated the fostering of collaborations (e.g., in the test of the model using ageing data with Dr Ward, Middlesex University), which has led to submission of a new research project proposal to RCUK.
Exploitation Route Public impact: Engagement with the general public through exhibits and talks in order to inform, publicise, and facilitate an exchange of ideas and knowledge concerning the research outcomes.
Sectors Education

 
Description Public impact: October-November, 2018. Live Science Exhibit, Science Museum, London. The research project was publicised to the general public using posters and leaflets at an exhibit with collaborators from Middlesex University (Dr Emma Ward) and University College London (Prof. David Shanks). The interactive exhibit allowed participants to learn about their memory capacities in the form of a computer-based experiment, measuring repetition priming, recognition, and source memory. Data from the experiment was collected from over one thousand participants across the lifespan. The findings were published in the journal Psychological Science. The exhibit itself was publicised in numerous media outlets (e.g.The Guardian). Public impact: October 2022. The Principal Investigator (CB) was interviewed on the The Ethics of Digital Immortality and Digital Bodies podcast, by Fuel Digital (fueltheatre.com), regarding his research group's research on memory. The podcast was widely publicized on Twitter, social media, and University of Plymouth newsletters. The podcast was in the top two most downloaded podcasts in the series, and received in excess of 1,500 Twitter impressions.
First Year Of Impact 2022
Sector Education
Impact Types Cultural

 
Description Berry, C. J. (2016, July). Recognition, priming, and source memory: One system or multiple? Invited talk for symposium 'Multi-process theories of learning,' presented at the Annual Conference of the Cognition Institute, University of Plymouth, Plymouth. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Other audiences
Results and Impact Talk sparked questions and discussion afterwards
Requests for further information
Raised awareness for our research program
Year(s) Of Engagement Activity 2016
 
Description Berry, C. J., & Spanton, R. W. (2018, November). The unequal variance signal-detection model of recognition memory: Tests of the encoding variability hypothesis. Poster presented at the 59th Annual Meeting of the Psychonomic Society, New Orleans, USA. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Poster presentation sparked questions and discussion afterwards
Increased networking and promoted the research program to researchers.
Raised interest in the research program (indicated by the email correspondence by audience members, and requests for poster copy, and the papers discussed).
Year(s) Of Engagement Activity 2018
URL https://www.psychonomic.org/page/2018program
 
Description Lange, N., & Berry, C. J. (2019, January). Linking repetition priming, recognition, and source memory: a single-system model. Poster presented at the Meeting of the Experimental Psychology Society, London, UK. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Talk sparked questions and discussion afterwards
Increased networking and promoted the research program to academics.
Raised interest in the research program (indicated by the email correspondence by audience members, and requests for slide materials, and the papers discussed).
Year(s) Of Engagement Activity 2019
URL https://eps.ac.uk/wp-content/uploads/2018/11/EPS-January-2019-meeting-programme.pdf
 
Description Lange, N., & Berry, C. J., Hollins, T. J. (2018, November). Linking repetition priming, recognition, and source memory: a single-system model. Talk presented at the 59th Annual Meeting of the Psychonomic Society, New Orleans, USA. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Talk sparked questions and discussion afterwards
Increased networking and promoted the research program to academics.
Raised interest in the research program (indicated by the email correspondence by audience members, and requests for slide materials, and the papers discussed).
Year(s) Of Engagement Activity 2018
URL https://www.psychonomic.org/page/2018program
 
Description Lange, N., & Berry, C. J., Hollins, T. J. (2019, April). The association of repetition priming and source memory is not driven by recognition memory. Talk presented at the Tagung Experimentell Arbeitender Psychologen (TEAP), London, UK. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Talk sparked questions and discussion afterwards
Increased networking and promoted the research program to academics.
Raised interest in the research program (indicated by the email correspondence by audience members, and requests for slide materials, and the papers discussed).
Year(s) Of Engagement Activity 2019
URL https://easychair.org/smart-program/TEAP2019/
 
Description Live Science Residency at the Science Museum (2018): How much of what we see do we remember? 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Public/other audiences
Results and Impact Over 1000 members of the general public participated in an interactive exhibit at the Science Museum, London, from October 2018 to November 2018. Dr Emma Ward (Middlesex University) led the project, with Dr Christopher Berry (University of Plymouth) and Prof. David Shanks (University College London) as collaborators. The exhibit was designed to educate the public and raise awareness of the multifaceted nature of human memory, and the factors that influence what we ultimately remember. Experimental data from 1072 participants was collected on measures of explicit memory (recognition and source decisions) and implicit memory (repetition priming) across the lifespan (12-65 years upwards). The data will form the basis of future research articles concerning the relation between explicit and implicit memory across the lifespan. Informational leaflets concerning the current ESRC research project were given to participants at the event.
Year(s) Of Engagement Activity 2018
URL https://blog.sciencemuseum.org.uk/how-much-of-what-we-see-do-we-remember/
 
Description Podcast interview 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact The Principal Investigator (CB) was interviewed on the The Ethics of Digital Immortality and Digital Bodies podcast, by Fuel Digital (fueltheatre.com), regarding his research group's research on memory. The podcast was widely publicized on Twitter, social media, and University newsletters. The podcast was in the top two most downloaded podcasts in the series, and received in excess of 1,500 Twitter impressions.
Year(s) Of Engagement Activity 2022
URL https://digital.fueltheatre.com/events/the-ethics-of-digital-immortality-and-digital-bodies/#book
 
Description Spanton, R. W. & Berry, C. J. (2019, April). The unequal variance signal-detection model of recognition memory: Tests of the encoding variability hypothesis. Poster presented at the Tagung Experimentell Arbeitender Psychologen (TEAP), London, UK. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Talk sparked questions and discussion afterwards
Increased networking and promoted the research program to academics.
Raised interest in the research program (indicated by the email correspondence by audience members, and requests for slide materials, and the papers discussed).
Year(s) Of Engagement Activity 2019
URL https://easychair.org/smart-program/TEAP2019/
 
Description Spanton, R. W. & Berry, C. J. (2019, January). The unequal variance signal-detection model of recognition memory: Tests of the encoding variability hypothesis. Poster presented at the Meeting of the Experimental Psychology Society, London, UK. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Other audiences
Results and Impact Talk sparked questions and discussion afterwards
Increased networking and promoted the research program to academics.
Raised interest in the research program (indicated by the email correspondence by audience members, and requests for slide materials, and the papers discussed).
Year(s) Of Engagement Activity 2018,2019
URL https://eps.ac.uk/wp-content/uploads/2018/11/EPS-January-2019-meeting-programme.pdf
 
Description Spanton, R. W. & Berry, C. J. (2022, July). Variability in recognition memory scales with mean memory strength and encoding variability in the UVSD model. Talk presented at the Meeting of Mathematical Society, Toronto, Canada. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Conference talk leading to discussion afterwards, networking, promotion of the research program to researchers. Raised interest in the research program.
Year(s) Of Engagement Activity 2022
URL https://cidlab.com/files/smp/misc/smp-pocket-pal-2022-revised.pdf
 
Description Spanton, R. W. & Berry, C. J. (2022, July). Variability in recognition memory scales with mean memory strength and encoding variability in the UVSD model. Talk presented at the Meeting of the Experimental Psychology Society, Stirling, UK. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Conference talk leading to discussion, increased networking, and promotion of research program to other researchers. Raised interest in the research program.
Year(s) Of Engagement Activity 2022
URL https://eps.ac.uk/wp-content/uploads/2022/07/EPS-Stirling-Meeting-Programme-13.07.pdf
 
Description Ward, E. V., Berry, C. J., Shanks, D. R. (2019, April). Explicit and implicit memory in aging: Effects of attention and processing style. Talk presented at the 5th International Conference on Aging & Cognition, Zurich, Switzerland. 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Other audiences
Results and Impact Talk sparked questions and discussion afterwards
Increased networking and promoted the research program to academics.
Raised interest in the research program
Year(s) Of Engagement Activity 2019
URL https://eucas.org/ac2019/