Sylvia GatÂtas, UniÂverÂsiÂty of Oxford
@SylviaGattas
As expeÂriÂenced over 2020 and 2021 globÂalÂly, accesÂsiÂble data acquiÂsiÂtion is vital for reachÂing repÂreÂsenÂtaÂtive popÂuÂlaÂtions. While adult online data acquiÂsiÂtion has a longÂstandÂing basis, child online data acquiÂsiÂtion has been limÂitÂed, espeÂcialÂly if unsuÂperÂvised. ImplicÂit meaÂsures of attenÂtion, such as those gathÂered via eye-trackÂing, can bolÂster our underÂstandÂing of the processÂes underÂpinÂning effiÂcient and accuÂrate responsÂes, but they have been tied to the lab or expenÂsive equipÂment. AddiÂtionÂalÂly, both adult and child webÂcam-based eye-trackÂing methÂods curÂrentÂly availÂable have been difÂfiÂcult to calÂiÂbrate. This has required re-calÂiÂbraÂtion after a small numÂber of triÂals thus proÂlongÂing study parÂaÂdigms in a way that is counter-proÂducÂtive for children.
FinalÂly, workÂing with chilÂdren can pose some variÂable limÂiÂtaÂtions regardÂing ethics appliÂcaÂtions when using images or virÂtuÂal safeÂguardÂing. ConÂseÂquentÂly, we develÂoped and pilotÂed a methodÂolÂoÂgy in which the child can have virÂtuÂal in-time interÂacÂtion with the researcher in addiÂtion to gaze-trackÂing of speÂcifÂic tasks, proÂvidÂing direct feedÂback on the child’s attenÂtion, and reacÂtion time and accuÂraÂcy meaÂsures. Here, we will disÂcuss ethÂiÂcal barÂriÂers and how we overÂcame them withÂin our instiÂtuÂtion, as well as the methodÂolÂoÂgy for online behavÂiourÂal and webÂcam eye-trackÂing meaÂsures, in addiÂtion to pilot data.
Full TranÂscript:
Sylvia:
HelÂlo, and thanks for fitÂting in with us. So before telling you about this excitÂing project with chilÂdren, I wantÂed to tell you a litÂtle bit about myself. I’m a [inaudiÂble 00:00:14] stuÂdent in the AttenÂtion, Brain and CogÂniÂtive DevelÂopÂment Lab at the UniÂverÂsiÂty of Oxford, and I’m very, very interÂestÂed in how chilÂdren between the ages of four and eight years old learn to attend to numÂbers and regÂuÂlate their emoÂtions to evenÂtuÂalÂly develÂop the mathÂeÂmatÂiÂcal brain.
Sylvia:
In this project, we’ve been workÂing on develÂopÂing an analyÂsis pipeline to extract gaze posiÂtion inforÂmaÂtion from web cam footage that requires minÂiÂmum to even no calÂiÂbraÂtion as an essenÂtial aspect of workÂing with chilÂdren with short attenÂtion spans. This is a very imporÂtant goal to underÂstand attenÂtion to numerÂiÂcal stimuli.
Sylvia:
So it was very, very loveÂly to see othÂers who also use online research with chilÂdren and using monÂiÂtored experÂiÂments as well. So today I’ll give you our approach on this way of testÂing chilÂdren online. So first, I’ll start by introÂducÂing you to case-speÂcifÂic ethÂiÂcal conÂsidÂerÂaÂtions when conÂductÂing all my research with chilÂdren, such as safe guardÂing, data proÂtecÂtion and types of online platÂforms. I’m also going to talk about researcher monÂiÂtor proÂtoÂcol, types of online experÂiÂments using Microsoft Teams, CalÂendÂly and GorilÂla to your benÂeÂfit. And lastÂly, I’ll introÂduce how we use video recordÂing with our newÂly develÂoped GazeScore with chilÂdren. And my colÂleague Dr. Alex FrasÂer will walk you through GazeScore itself and the analyÂsis pipeline after we talk.
Sylvia:
So just as I couldÂn’t be in the lab alone with a child, in the virÂtuÂal world it works the same way. So a parÂent, or the pracÂtiÂtionÂer if you’re in the school setÂting, or if you’re testÂing in a school setÂting, they must be present in the room with the child as well. Also, I made sure that if I was on my end, that I’m in a proÂfesÂsionÂal enviÂronÂment, or if you can’t find an office or a lot to be in, to blur the backÂground of your screen.
Sylvia:
SecÂondÂly, so perÂsonÂal data such as demoÂgraphÂics and video data or idenÂtiÂfiÂable data and must be stored in a very secure locaÂtion at the iniÂtial point of data colÂlecÂtion and downÂloaded to a reliÂable servÂer and then deletÂed from the colÂlecÂtion site. Once downÂloaded, we conÂvertÂed the idenÂtiÂfiÂable data to quanÂtiÂtaÂtive variÂables so it becomes anonymized research data, which can then be shared on casÂes like OSF, of course, givÂen the parÂticÂiÂpanÂt’s permission.
Sylvia:
This brings me to my third point, which online research platÂforms to use. We had many options, such as GorilÂla OpenSÂesame and Pavlovia, And even more than that. HowÂevÂer, we chose GorilÂla for our video data colÂlecÂtion, largeÂly because of the data proÂtecÂtion comÂpliÂance, and the abilÂiÂty to store a very large amount of video data. And any of the parÂticÂiÂpanÂt’s famÂiÂly can go on, access GorilÂla itself and easÂiÂly find their data proÂtecÂtion poliÂcies, which of course makes the parÂents feel much safer.
Sylvia:
After we sortÂed out the ethics approvals, sent out adverts and received parÂents’ conÂsent, I sent parÂents an email with a link to CalÂendÂly to choose a time slot that works best for them. In the same email, I sent inforÂmaÂtion about requireÂments to use Google Chrome withÂin the study, and we also sent them a link to downÂload it if necÂesÂsary, if they don’t already have it. CalÂendÂly makes parÂticÂiÂpants’ signups very simÂple for both the researcher and the parÂticÂiÂpant by sendÂing reminders to them and being downÂloaded directÂly on their calÂenÂdars. And Google Chrome was choÂsen to ensure conÂsisÂtenÂcy in the forÂmat of the video footage that we recordÂed in part of the study.
Sylvia:
After signÂing up in CalÂendÂly, we send parÂents a folÂlow-up email with the Teams meetÂing inviÂtaÂtion and with a link to the GorilÂla experÂiÂment. We also asked that they check their comÂputÂer secuÂriÂty setÂtings to allow to share their screens with us when necÂesÂsary, and we also sent them a link to see how they can check these secuÂriÂty sites.
Sylvia:
FinalÂly, this is where monÂiÂtored research proÂtoÂcol becomes espeÂcialÂly helpÂful. When conÂductÂing research involvÂing more strenÂuÂous parÂaÂdigms for chilÂdren, one wants to make sure the child has enough pracÂtice triÂals and feedÂback from the researcher to realÂly see that the child underÂstands what the researcher is askÂing them to do or what the game or task realÂly is. So to do this, that’s where monÂiÂtorÂing research is a realÂly, realÂly helpÂful asset.
Sylvia:
AddiÂtionÂalÂly, if you’re using quesÂtionÂnaires, it’s realÂly helpÂful for the researcher themÂselves to be the ones askÂing the child, because then they’re not biasÂing the answers of the child. And researchers usuÂalÂly script exactÂly how they’re going to ask the child the quesÂtionÂnaire, and thereÂfore the answers are to the child’s best abilÂiÂty, not just how they’re worded.
Sylvia:
And then, now for the fun part. Once we meet with the parÂticÂiÂpant and the guardian, we want to familÂiarÂize them with Teams and butÂtons and where the share screen is on how to request conÂtrol. And of course, we always tell them, yes, they have to share the screen with us, but we only request access to their screen or request conÂtrol if they feel comÂfortÂable enough. And we let them know that this is usuÂalÂly most helpÂful for chilÂdren under six years old, but there’s no obligÂaÂtion for us to take conÂtrol of their screen.
Sylvia:
The next step is funÂdaÂmenÂtal to actiÂvatÂing both GorilÂla and Teams at the same time. They must click the GorilÂla link and put it in full screen mode, turnÂing the Teams video into a small square at the botÂtom. Here, you can see, so this is the researcher’s side of the screen, and you can see the researcher and the parÂticÂiÂpant on the botÂtom, and this is what the parÂticÂiÂpant is seeÂing. And here, the parÂticÂiÂpant grants you conÂtrol, so you can see the parÂticÂiÂpants mouse and my mouse.
Sylvia:
And then, in this screen, this is a child’s side of the screen. So they can see me down here, but also see the big winÂdow for the experÂiÂment. So this allows us to walk them through the verÂbal assent and realÂly also show them that they can stop whenÂevÂer they want. And they can directÂly give us the verÂbal assents rather than just givÂing it to the parent.
Sylvia:
Next, we walk the child through our video colÂlecÂtion parÂaÂdigm, which is necÂesÂsary for the new D score analyÂsis pipeline. This is the only point where we actuÂalÂly record the video of the child. In addiÂtion to picÂture examÂples, I was able to demonÂstrate to the child what they need to look like on camÂera so that their face is cenÂtered, that we can realÂly see their eyes, that they can folÂlow the stimÂuli on the screen by just movÂing their eyes and just keepÂing their head still. If hey need to just hold their head like this so that it can help them stay still and just move their eyes, we did that. And we also made sure that there was no glare if they were wearÂing glasses.
Sylvia:
FinalÂly, as you can see here, we startÂed out with a dot that they would folÂlow on the screen. HowÂevÂer, that became a litÂtle bit tricky for litÂtle chilÂdren under six years old to pay attenÂtion to, so we decidÂed for a more engagÂing game-like stimÂuli, as we always do with child research, and we went with a footÂball instead that had realÂly fun noisÂes alongside.
Sylvia:
And then, this was just much more engagÂing for them to folÂlow through.
Sylvia:
So in this study, we aim to colÂlect data to develÂop and tweet our gaze direcÂtion pipeline. But for future studÂies, we aim to move to use this gaze direcÂtion analyÂsis pipeline to underÂstand more how chilÂdren attend to numÂber stimÂuli such as these. So where are they lookÂing at the givÂen time, which numÂber are they lookÂing at on the sites?
Sylvia:
And this is it. Thank you so much for tunÂing in. And next up, my colÂleague Alex FrasÂer will tell you about the details of GazeScore and how the analyÂsis helps us capÂture eye-gaze oriÂenÂtaÂtion. Thank you.
SpeakÂer 2:
Thank you. Are there any quesÂtions for Sylvia just before we go onto the next speakÂer? Don’t forÂget, you can keep putting them in the Q&A call speakÂers. There was a quesÂtion about the issues around being alone in a room with test parÂticÂiÂpants who are chilÂdren. Would you be hapÂpy answerÂing that?
Sylvia:
Yeah, let’s see. SorÂry, I don’t see the quesÂtion. Is it just about… So basiÂcalÂly in genÂerÂal, accordÂing to UK safeÂguardÂing guideÂlines, an adult who is not relatÂed to the child should not be in a room alone with the child. There should be either a guardian or a parÂent, or if they’re in the classÂroom setÂting, a teacher or pracÂtiÂtionÂer. And the reaÂson I bring up classÂroom setÂting point is that because we’re actuÂalÂly able to work with schools and conÂduct the same study, howÂevÂer, the child just goes in a corÂner of the room and the teacher or the pracÂtiÂtionÂer are still in the room, but we are here in a difÂferÂent place. And we, of course, want to conÂtrol what the child sees and doesÂn’t see, which is why we want a proÂfesÂsionÂal setÂting, and just blur out anyÂthing that wouldÂn’t necÂesÂsarÂiÂly be in the lab, or wouldÂn’t be in an office.
SpeakÂer 2:
WonÂderÂful.


