Why are we social? Mapping the development of social motivation through adaptive sampling

Lead Research Organisation: Birkbeck, University of London
Department Name: Psychological Sciences

Abstract

Babies are born with a drive to interact with other people. Within a year, this drive takes them from a passive newborn to a smiling, talking toddler. Our goals shape how sociable we are and who we socialise with across the lifespan, and are thus fundamental to social psychology (Over, 2016). However, the reasons why babies choose to interact remains a mystery. Measuring motivation is difficult because it is generated by the child, whilst traditional experimental methods measure passive responses to stimuli produced by the experimenter. Our transformative approach to studying infant social motivation is inspired by innovations in advertising. In the last twenty years, advertising has been revolutionised by the use of artificial intelligence (AI). Rather than the traditional model of creating generic campaigns based on what creatives thought consumers wanted, on the internet advertisers can now identify what exactly motivates individual customers by trying out different adverts and measuring an individual customer's reaction to them. For example, if you click on an advert for a holiday in Mauritius, you will then see adverts for holiday resorts on other websites that you later visit. We aim to use the principles of this approach to determine what motivates babies to interact with other people.
Study 1: Identify brain signals and networks related to social motivation. As a first step, we need to identify readouts of core social reward networks in the brain; measuring the brain (rather than behaviour) allows us to measure social motivation using the same signals across development. We can measure these networks very precisely using functional magnetic resonance imaging (fMRI), but this isn't suitable for babies who are awake. Functional Near-Infrared Spectroscopy (fNIRS) is an alternative imaging method that is very similar to fMRI but that can be used with babies who are awake. We will use a combination of fNIRS and fMRI to identify brain signals of the brain networks that are involved in the core social reward networks, which we can then measure with fNIRS alone in Studies 2 and 3.
Study 2: Identify the social cues infants find maximally rewarding. We will use social tasks that use eye tracking methodology. This technology follows exactly where infants look at on a screen, with infants' looking behaviour even triggering visual events on the screen (e.g., if infants look towards a face, this will trigger a social reward such as a smiling or talking face). As the infant watches the screen and completes the tasks, the algorithm will be able to learn which tasks produce a larger brain signal from the social reward networks. This then allows us to determine which type of social interaction is particularly rewarding for the infants and how this may change as babies grow up. For example, very young babies may be particularly interested in eye gaze and smiling, but as they grow into toddlers and begin to talk, language may be more interesting for them.
Study 3: Develop tools for using our approach within real-life interaction. Screen based social tasks are extremely useful, but watching social stimuli on a screen is very different from the dynamic nature of interacting with people. Here, we will measure infants' brain responses whilst they interact with a social partner. As the infant interacts with their partner, the algorithm will identify the type of social cues that they find particularly rewarding. The algorithm will then prompt the trained social partner to engage in these maximally rewarding social interactions (such as eye contact, smiling or touch). This will provide a demonstration of how our tools can be used within a custom intervention design for children with conditions that affect social motivation, like autism.
Taken together, our work is designed to produce new tools to transform our understanding of why babies socialise with other people, and to help vulnerable children to reach their full potential.

Planned Impact

Who will benefit from this research?
We anticipate our research will benefit a range of end users, including parents, clinicians, and companies who design educational and social scaffolds for infants and young children.

Caregivers and the wider public: How? Caregivers are fascinated by children's minds. Our project will create novel ways to show caregivers what a child wants when they interact. We will be able to share this information with caregivers to help them better understand infants and young children. Better insights into a child's mind can facilitate parent-child bonding and teaching strategies, and we will focus dissemination efforts on sharing this information with caregivers. Strategies to engage: We will work with Advisory Board members (including parents involved in our studies) to design a website and newsletter to inform caregivers about the progress of our research. Further, we will work with Dr Silvia Dalvit (CEO of BabyBrains, a company designed to provide neuroscience-informed caregiver education http://www.baby-brains.com/) to share information about our findings through the BabyBrains website, newsletter and online app. This platform is used by thousands of families to access scientifically rigorous information about infant development. We will also host an open house demonstration of our technology and share our findings at the Centre for Brain and Cognitive Development and other locations targeted at caregivers (e.g. Science Museum, Polka theatre Wimbledon), including presentations and hands-on trials. We will also publicise our work through our contacts with traditional and online media outlets. For example, the BabyLab newsletter reaches over 5000 families, and our BabyLab Twitter and Facebook accounts have over 3500 followers. Our previous work has been featured in outlets like the Times, Guardian, Evening Standard, BBC and ITV news and documentaries, and the BBC have recently commissioned a three-part series for BBC2 focused on our BabyLab. Thus, we anticipate having significant reach for our research findings.

Clinicians: How? Our framework would enable the development of interventions tailored to individual children who are struggling with social skills. Our tools will allow clinicians and educators to test what types of interaction, toys or environments could help boost social motivation in children who might struggle. These interventions could then be incorporated into at-home behavioural intervention strategies. Strategies to engage: Our Advisory Board will include clinical psychologists involved in developing interventions for young children. Project 3 will provide critical pilot data for future applications to develop these techniques. To ensure we reach this audience, we will host an outreach day for clinicians to develop future collaborations and funding plans. We will also present our findings at conferences attended by the clinical community, including the International Meeting for Autism Research and the British Psychological Society Division of Clinical Psychology section.

Educational toy manufacturers: How? Our work would also have a broad impact on manufacturers of educational toys, creating the potential for economic benefit. Our project will create new ways for toy companies to test whether toys designed to facilitate parent-child interaction are activating the brain systems that will prompt children to engage in motivated social behaviour. Strategies to engage: Advisory Board members from leading educational toy companies will advise us on a proof of principle study that will test the response of appropriate brain systems while children play with educational toys currently on the market. If successful, this will create the collaborative contacts and pilot data necessary for future applications for industrial funding.

Publications

10 25 50
 
Description New tools: Our goal was to develop a novel AI-based approach to understanding the factors underpinning social motivation in individual infants. We successfully developed a method (called infant Neuroadaptive Bayesian Optimisation, or iNBO) for searching a 'space' of different social stimuli to identify the stimulus that maximally elicits a particular brain signal in individual infants. Briefly, the technique involves creating a 'space' with different dimensions along which social interaction can vary. This can include features such as familiarity of the social partner, gaze direction, vocal style or predictability of interaction style. Stimuli are selected from this space through an AI-based algorithm, and presented to the infant. Brain signals are recorded and processed in real time. The results are fed back to the algorithm, which uses Gaussian Process Regression to model brain responses across the whole space. The algorithm selects a new stimulus to sample until it can reliably identify the point in the space associated with a maximal response. We have developed an iNBO toolkit and deployed it across three infant neuroimaging methodologies (fNIRS, EEG and fMRI).

New empirical findings: We first (in a pre-registered study) used iNBO to test preferences for familiar or unfamiliar faces in individual infants (Thrum, Gui et al., in review), and that these did not vary systematically by age or infant behaviour. Previous work had shown mixed evidence for face familiarity preference in our age range (5 to 12 months); we were able to show that this did not stem from a lack of preference, but rather strong individual preferences that varied across infants. This raises important questions for the validity of previous research, where substantial analytic flexibility leads to substantial variation. Then, we used EEG optimisation during natural adult-baby interaction to identify the combination of gaze and vocal cues that maximally elicit attention (Thrum et al., in review). We found that individual differences in cue preferences associated with parent-report measures of infant social behaviour, suggesting that our tool can pick up attentive preferences that are relevant to everyday development. We have also submitted a Registered Report to use this tool to identify the combination of gaze and emotion cues that maximally elicit attention. Finally, we tested the efficacy of this tool within infant fMRI data for identifying sound preferences within auditory cortex (Gui et al., in prep).

New research questions: We have also written about the new questions opened up by our approach for infant science (Gui et al., 2022, ICD) and we have recently been invited to submit a commentary on the use of these tools for a broader audience (Behavioral and Brain Sciences). Finally, we have recently secured funding for a CASE studentship to further develop these techniques for use with infants with a family history of autism in partnership with BabyBrains, an SME that focuses on science-informed parent communication. This will bring the use of iNBO into a new space, to understand whether we can harness individual preferences in infants who are developing differently to support more effective interventions.
Exploitation Route By sharing our scripts through GitHub, many other infant researchers can adopt our tools in their own research programmes. iNBO embeds a form of preregistration because processing pipelines have to be implemented in advance such that they can be run in real time, and hypotheses are embedded in the selection of the 'space' to be searched. iNBO thus provides new ways reduce analytic flexibility in addressing core hypotheses. We think that this will substantially increase the rigour of developmental science. Further, the technique embeds an assessment of reliability (because the algorithm will only converge if it records a similar response several times to the same stimulus). This helps researchers to develop more robust measures at the level of the individual infant, and our findings show that this can reveal relations to individual differences in behaviour. Empirically, we show that infants with a higher social developmental level also show strong brain responses to joint attention cues (the experimenter looking away from the baby with an object sound). This may indicate that babies who are better able to coordinate their attention with others develop other social skills more rapidly, which may provide avenues for investigation that are relevant to developing early interventions.
Sectors Communities and Social Services/Policy,Digital/Communication/Information Technologies (including Software),Education,Healthcare,Manufacturing, including Industrial Biotechology,Pharmaceuticals and Medical Biotechnology,Other

 
Description Horizon 2020 Marie-Curie ETN
Amount £3,335,950 (GBP)
Organisation European Commission H2020 
Sector Public
Country Belgium
Start 04/2019 
End 03/2023
 
Description Mapping attentive brain states in real time to support parent-child interaction in autism
Amount £9,198,586 (GBP)
Funding ID MR/W006774/1 
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start 10/2023 
End 09/2025
 
Description Risk and Resilience in Developmental Diversity and Mental Health
Amount € 785,650,750 (EUR)
Funding ID 101057385 
Organisation European Commission H2020 
Sector Public
Country Belgium
Start 09/2022 
End 08/2027
 
Description Sensory biomarkers of core and associated symptoms of autism in preschool children with ASD
Amount $759,236 (USD)
Funding ID 869610 
Organisation Simons Foundation 
Sector Charity/Non Profit
Country United States
Start 04/2022 
End 03/2025
 
Title GAN-based face generation 
Description We have developed a GAN-based approach to creating computer-generated faces in a searchable space (organised by facial structure). Combined with the real-time neuroimaging, this allows the identification of neural responses to people in a quantifiable framework. 
Type Of Material Physiological assessment or outcome measure 
Year Produced 2020 
Provided To Others? No  
Impact We are preparing a publication on this tool, which we are now using in our work. 
URL https://arxiv.org/abs/2007.09989
 
Title Real-time analysis pipeline for Neuroadaptive Bayesian Optimisation on infant fMRI 
Description We have developed a Neuroadaptive Optimisation pipeline to process functional Magnetic Resonance Imaging (fMRI) infant data in real-time, based on an existing database. We validated the approach targeting brain responses to vocal and non-vocal sounds. 
Type Of Material Physiological assessment or outcome measure 
Year Produced 2020 
Provided To Others? No  
Impact We are preparing a publication on this approach and we have submitted an abstract about this work, entitled "Individual neural signatures of infants' preference for social auditory stimuli: towards real-time infant fMRI" to the Organization of Human Brain Mapping 2022 Annual Meeting (Glasgow, Scotland). 
 
Title Real-time electrophysiology for event-related designs 
Description We developed a new pipeline that allows the real time measurement of event-related brain responses. This allows brain activity to be measured in real time, analysed, and the next stimulus selected on the basis of the response. This tool was not available for use with EEG and so was created. This is now being adapted for use with NIRS and infant fMRI, and is the foundation of our project. 
Type Of Material Physiological assessment or outcome measure 
Year Produced 2020 
Provided To Others? No  
Impact We are preparing a publication on this tool. We are using it to generate research data, and have had significant interest from other teams. 
 
Title Studying Individual Infants' Electrophysiological Responses to Faces of Mum vs Stranger Using Real-Time-Analysis 
Description This study uses real-time analysis of electrophysiological responses recorded while infants are looking at faces on a screen. Faces vary in how much they resemble mother's or a stranger's face. This study aims to identify the face producing the strongest response in the infant attention network, how the response varies across the whole range of possible stimuli, how this relates to other behavioural and cognitive characteristics and whether this relation differs between younger and older infants. 
Type Of Material Physiological assessment or outcome measure 
Year Produced 2021 
Provided To Others? Yes  
Impact We published this study as a pre-registration on OSF, on which basis data are currently being collected. 
URL https://osf.io/yfa6t/
 
Title Real time EEG 
Description We built a dataset of EEG data collected across a systematically sampled stimulus space in infants. 
Type Of Material Database/Collection of data 
Year Produced 2023 
Provided To Others? Yes  
Impact This proof-of-principle study extends the novel experimental approach of Neuroadaptive Bayesian Optimisation (NBO) to infant EEG data to study individual infants' engagement with social stimuli. In particular, the Negative central event-related potential component was optimised across a range of familiar and nonfamiliar faces. Previous group-level research suggested an initial attentional preference for parent's vs. stranger's face around 6 months with a subsequent change towards enhanced attention to the stranger's face. The present individualised NBO study included n=62 infants aged 5-12 months who were presented with faces linearly varying in similarity to parent's face. Results showed lower-than-usual attrition rate, and an equal proportion of infants preferably attending to parent and stranger, with the individual's probability of preferably attending to parent's face increasing between 5 and 12 months but being unrelated to parent-reported social behaviour. This study proves the feasibility of the NBO approach with infant neurophysiological data to identify among a range of cues the one that maximally triggers social brain activity in the individual infant. Further, this study suggests that on the individual level, infants differ in whether they preferably attend to parent or stranger in the second half of the first year of life. 
URL https://reshare.ukdataservice.ac.uk/856214/
 
Title Realtime EEG and NIRS 
Description We are building a dataset of EEG and NIRS collected across a systematically sampled stimulus space in both adults and infants. 
Type Of Material Database/Collection of data 
Year Produced 2020 
Provided To Others? No  
Impact We have set up a mechanism for data sharing - see our website: https://sites.google.com/view/bondcbcd/for-researchers 
URL https://sites.google.com/view/bondcbcd/for-researchers
 
Title Real time EEG analytic pipeline software 
Description We have developed software to control the real-time presentation and collection of neuroimaging data, including EEG and NIRS. This will be available once we have finished demonstrating its potential to the community. 
Type Of Technology Software 
Year Produced 2020 
Impact We are implementing this software in our work, and recently demonstrated the software to Princess Anne duing her visit to Birkbeck. 
 
Description "The Brain, Early Development and Autism". Association for Child and Adolescent Mental Health Podcast 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Prof Emily Jones talks about her research around understanding cognitive and neural mechanisms that drive variability in the early development of core skills, why early development is highly important and translating findings into clinical practice.
Year(s) Of Engagement Activity 2020
URL https://www.acamh.org/blog/brain-early-development-autism/
 
Description Academic Poster-Talk at BeOnline Conference 2020 by Elena Throm 
Form Of Engagement Activity A formal working group, expert panel or dialogue
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Postgraduate students
Results and Impact 5-minute-talk presenting a poster with the title: BabySound - What do Babies Like Listening To? An Online Survey on Infants' Sound Preferences presented to Researchers interested in using the Gorilla platform for implementing psychological studies, researchers interested in infant sound preferences
Year(s) Of Engagement Activity 2020
 
Description Article for the Aspiring - To Be You website for women with autism 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact Article for the Aspiring - To Be You website for women with autism
Year(s) Of Engagement Activity 2021
URL https://aspiringtobeu.com/dr-anna-gui-investigating-early-neurodiversity/
 
Description Article on Birkbeck's website 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact Press release on Birkbeck Website
Year(s) Of Engagement Activity 2021
URL https://www.bbk.ac.uk/news/infants2019-brain-activity-when-seeing-faces-is-written-in-their-dna
 
Description BONDS & L.O.V.E. workshop for families 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Study participants or study members
Results and Impact Presenting research and disseminating preliminary findings to participant families and childcare professionals from the UK, and other European countries
Year(s) Of Engagement Activity 2023
URL https://www.babybrains.info/service-page/bb-body-bonds-l-o-v-e-workshop?referral=service_list_widget
 
Description Birkbeck Babylab online Coffee Talk 
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 Presenting research aims and disseminating preliminary findings to participant families and other researchers
Year(s) Of Engagement Activity 2021
 
Description Birkbeck Babylab online Coffee Talk 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Study participants or study members
Results and Impact Public dissemination event, advertised to Babylab followers, especially families that had participated in one of these studies, as well as to parents of very young infants. Members of the public asked questions and were given info about Babylab activities.
Year(s) Of Engagement Activity 2020
 
Description Birkbeck Collage Royal Visit 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Regional
Primary Audience Policymakers/politicians
Results and Impact Presenting research by BabyLab to Princess Ann during visit to Birkbeck College
Year(s) Of Engagement Activity 2020
 
Description CBCD Newsletter 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact CBCD Newsletter sent to aprox. 1000 participant families
Year(s) Of Engagement Activity 2020
URL http://www.cbcd.bbk.ac.uk/sites/default/files/cbcd/Babylab%20Newsletter%202020%20FINAL.pdf
 
Description Conference "Towards stratification biomarkers for ASD: Neural measures of social expertise". Royal College of Psychiatry, London, UK 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Conference "Towards stratification biomarkers for ASD: Neural measures of social expertise". Royal College of Psychiatry, London, UK
Year(s) Of Engagement Activity 2020
 
Description Connecting autism-linked genetic variation to infant social behavior 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact Viewpoint article explaining our approach of studying genetics in infants with a familial history of autism, directed to individuals with autism, their families and professionals interested in research in Autism
Year(s) Of Engagement Activity 2021
URL https://www.spectrumnews.org/opinion/viewpoint/connecting-autism-linked-genetic-variation-to-infant-...
 
Description Ethics of early intervention in autism spectrum disorder 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Industry/Business
Results and Impact Webinar, Angelini Pharmaceuticals (for clinicians)
Year(s) Of Engagement Activity 2022
 
Description Exploring the genetics of how infants look at faces and how this may be linked to autism 
Form Of Engagement Activity A magazine, newsletter or online publication
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Exploring the genetics of how infants look at faces and how this may be linked to autism
Year(s) Of Engagement Activity 2021
URL https://www.aims-2-trials.eu/2021/01/11/exploring_genetics_of_looking/
 
Description Individual neural signatures of infants' preference for social auditory stimuli: towards real-time infant fMRI 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Poster presentation at the FLUX conferences, Paris 7-9 September 2022
Year(s) Of Engagement Activity 2022
URL https://fluxsociety.org/2022-paris/
 
Description Individual neural signatures of infants' preference for social auditory stimuli: towards real-time infant fMRI 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Online poster presentation at the Organization of Human Brain Mapping Conference (OHBM) Annual Meeting, Glasgow, 19-23 June 2022
Year(s) Of Engagement Activity 2022
URL https://www.humanbrainmapping.org/i4a/pages/index.cfm?pageid=4118
 
Description Interactive talk about gBASIS and BONDS projects for families who are interested in the CBCD/Babylab research 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Study participants or study members
Results and Impact Interactive talk about gBASIS and BONDS projects for families who are interested in the CBCD/Babylab research
Year(s) Of Engagement Activity 2021
URL https://www.youtube.com/watch?v=UKY1EaXLrXs
 
Description NCT Clapham Coffee Morning - Interactive talk 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Study participants or study members
Results and Impact Interactive talk held online open to the public. Demonstration of 2 ongoing studies investigating infants' preferences. In collaboration with NCT. Attendees asked questions about the Babylab and ongoing studies
Year(s) Of Engagement Activity 2020
 
Description Neuroadaptive optimization to study how neural signatures of attention to faces in infants relate to later autism 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Talk at the International Congress of Infant Studies, Glasgow, UK (July 9th, 2020).
Year(s) Of Engagement Activity 2020
 
Description New methods for building a translational science of social brain development 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited presentation to Fit'NG (Fetal Infant and Toddler Neuroimaging) conference, Paris, France. c 80 people, academics and clinicians
Year(s) Of Engagement Activity 2022
 
Description Preregistration: Neuroadaptive Optimisation to Study Individual Differences in ERP Responses to Faces of Mother and Stranger 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Poster presentation at the International Congress of Infant Studies (ICIS), 7-10 July 2022
Year(s) Of Engagement Activity 2022
URL https://infantstudies.org/2022-congress
 
Description Project Website 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Project Website for research dissemination
Year(s) Of Engagement Activity 2020
URL https://sites.google.com/view/bonds-project/
 
Description Prospective studies of infants with a family history of autism: Motivations, progress and ethics 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Webinar as part of the AIMS2TRIALS European consortium, with the participation of about 80 researchers and field experts
Year(s) Of Engagement Activity 2023
 
Description Research featured in Episodes 1-3 of "Babies: Their Wonderful World", BBC2 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Public/other audiences
Results and Impact Research featured in Episodes 1-3 of "Babies: Their Wonderful World", BBC2
Year(s) Of Engagement Activity 2019
URL https://www.bbc.co.uk/programmes/b0bt7v0j
 
Description Talk "Towards stratification biomarkers for ASD: Neural measures of social expertise". SFARI Webinar 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Talk "Towards stratification biomarkers for ASD: Neural measures of social expertise". SFARI Webinar
Year(s) Of Engagement Activity 2021
 
Description Talk at the International Congress of Infant Studies 2020 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact 20-minute-talk in the section "Online solutions for data collection" with the title: BabySound - What do Babies Like Listening To? An Online Survey on Infants' Sound Preferences
Year(s) Of Engagement Activity 2020
 
Description Tracing Developmental Paths in Nf1: A prospective perspective 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited presentation to Neurofibromatosis International Medical Conference, Manchester, UK.
Year(s) Of Engagement Activity 2022
 
Description Uncovering causal paths to neurodevelopmental conditions: Dynamics over time 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Talk as part of the Sick Kids NMH and Division of Child and Youth Mental Health Research Day, Canada to 150 academics and clinicians
Year(s) Of Engagement Activity 2023