Twee – an edtech cautionary tale

When the internet arrived on our desktops in the 1990s, language teachers found themselves able to access huge amounts of authentic texts of all kinds. It was a true game-changer. But when it came to ELT dedicated websites, the pickings were much slimmer. There was a very small number of good ELT resource sites (onestopenglish stood out from the crowd), but more ubiquitous and more enduring were the sites offering downloadable material shared by teachers. One of these, ESLprintables.com, currently has 1,082,522 registered users, compared to the 700,000+ of onestopenglish.

The resources on offer at sites such as these range from texts and scripted dialogues, along with accompanying comprehension questions, to grammar explanations and gapfills, vocabulary matching tasks and gapfills, to lists of prompts for discussions. Almost all of it is unremittingly awful, a terrible waste of the internet’s potential.

Ten years later, interactive online possibilities began to appear. Before long, language teachers found themselves able to use things like blogs, wikis and Google Docs. It was another true game changer. But when it came to ELT dedicated things, the pickings were much slimmer. There is some useful stuff (flashcard apps, for example) out there, but more ubiquitous are interactive versions of the downloadable dross that already existed. Learning platforms, which have such rich possibilities, are mostly loaded with gapfills, drag-and-drop, multiple choice, and so on. Again, it seems such a terrible waste of the technology’s potential. And all of this runs counter to what we know about how people learn another language. It’s as if decades of research into second language acquisition had never taken place.

And now we have AI and large language models like GPT. The possibilities are rich and quite a few people, like Sam Gravell and Svetlana Kandybovich, have already started suggesting interesting and creative ways of using the technology for language teaching. Sadly, though, technology has a tendency to bring out the worst in approaches to language teaching, since there’s always a bandwagon to be jumped on. Welcome to Twee, A.I. powered tools for English teachers, where you can generate your own dross in a matter of seconds. You can generate texts and dialogues, pitched at one of three levels, with or without target vocabulary, and produce comprehension questions (open questions, T / F, or M / C), exercises where vocabulary has to be matched to definitions, word-formation exercises, gapfills. The name of the site has been carefully chosen (Cambridge dictionary defines ‘twee’ as ‘artificially attractive’).

I decided to give it a try. Twee uses the same technology as ChatGPT and the results were unsurprising. I won’t comment in any detail on the intrinsic interest or the accuracy of factual information in the texts. They are what you might expect if you have experimented with ChatGPT. For the same reason, I won’t go into details about the credibility or naturalness of the dialogues. Similarly, the ability of Twee to gauge the appropriacy of texts for particular levels is poor: it hasn’t been trained on a tagged learner corpus. In any case, having only three level bands (A1/A2, B1/B2 and C1/C2) means that levelling is far too approximate. Suffice to say that the comprehension questions, vocabulary-item selection, vocabulary practice activities would all require very heavy editing.

Twee is still in beta, and, no doubt, improvements will come as the large language models on which it draws get bigger and better. Bilingual functionality is a necessary addition, and is doable. More reliable level-matching would be nice, but it’s a huge technological challenge, besides being theoretically problematic. But bigger problems remain and these have nothing to do with technology. Take a look at the examples below of how Twee suggests its reading comprehension tasks (open questions, M / C, T / F) could be used with some Beatles songs.

Is there any point getting learners to look at a ‘dialogue’ (on the topic of yellow submarines) like the one below? Is there any point getting learners to write essays using prompts such as those below?

What possible learning value could tasks such as these have? Is there any credible theory of language learning behind any of this, or is it just stuff that would while away some classroom time? AI meets ESLprintables – what a waste of the technology’s potential!

Edtech vendors like to describe their products as ‘solutions’, but the educational challenges, which these products are supposedly solutions to, often remain unexamined. Poor use of technology can exacerbate these challenges by making inappropriate learning materials more easily available.

VR – the next big thing in ELT

The VR experience is nothing if it is not immersive, and in language learning, the value of immersion in VR is seen to be the way in which it can lead to what we might call ‘engagement’ or ‘flow’. Fully immersed in a VR world, learning can be maximized, or so the thinking goes (Lan, 2020; Chen & Hsu, 2020). ‘By blocking out visual and auditory distractions in the classroom, VR has the potential to help students deeply connect with the material’ (Gadelha, 2018). ‘There are no distracting classroom windows to stare out of when students are directly immersed into the topic they are investigating’ (Bonner & Reinders, 2018: 36). Such is the allure of immersion that it is no surprise to find the word in the names of VR language learning products like Immerse and ImmerseMe (although the nod to bilingual immersion progammes (such as those in Canada) is an added bonus).

There is, however, immersion and immersion. A common categorisation of VR is into:

• non-immersive (e.g. a desktop game with a 2D screen and avatars)
• semi-immersive (e.g. high-end arcade games and flight simulators with large projections)
• fully immersive (e.g. with a head-mounted display, headphones, body sensors)

Taking things a little further is the possibility of directly inducing responses in the nervous system with molecular nanotechnology. We’re some way off that, but, fear not, people are working on it. At this point, it’s worth noting that this hierarchy of immersivity is driven by technological considerations: more tech = more immersion.

In ELT, the most common VR applications are currently at the low end of this scale. Probably the most talked about currently is the use of 360⁰ photography and a very simple headset like Google Cardboard, along with headphones, to take students on virtual field trips – anywhere from a museum or a Disney castle to a coral reef or outer space. See Raquel Ribeiro’s blog post for CUP for more ideas. Then, there are self-study packages, like Velawoods, which is a sort of combination of the SIMS with interaction made possible through speech recognition. The syllabus will be familiar to anyone used to using a contemporary coursebooks.

And, now, up a technological notch or two, is Immerse, which requires an Oculus headset. It appears to be a sort of Second Life where language learners can interact with each other and a trainer in a number of role plays, set in, for example, a garden barbecue, a pool bar, a conference or a deserted island. In addition to interacting with each other, students can interact with virtual objects, picking up darts and throw them at questions they want to focus on, for example. ‘Total physical engagement with the environment’ is how this is described by Immerse’s Chief Product Office. You can find out more in this promotional video.

Paul Driver has suggested that the evolution of VR can be ‘traced back through time as a constant struggle to create more immersive experiences. From the intricate scrolls of twelfth-century China, the huge panoramic paintings of the nineteenth century and early experiments in stereoscopic photography, to the promising but over-hyped 1990s arcade machines (which raised hopes and then dashed expectations for a whole generation), the history of virtual reality has been a meandering march forward, punctuated with long periods of stagnation’. Immerse may be fairly sophisticated as a VR language learning platform, but it has a long way to go as an immersive environment in comparison to games like Meeting Rembrandt: Master of Reality or Project VR Fishing. Its animations are crude and clunky, its scenarios short of detail.

But however ‘lifelike’ games like these are, their immersive potential is extremely limited if you have no interest in Rembrandt or fishing. VR is only as immersive as the intrinsic interest of (1) the ‘real world’ it is attempting to replicate, and (2) what you can do in it. The novelty factor may hold attention for a while, but not for long.

With simpler 360⁰ Google Cardboard versions of VR, you can’t actually do anything in the VR world besides watch, listen and marvel, so the intrinsic interest of the content is even more important. I quite like exploring the Okavango Delta, but I have no interest in rollercoasters or parachute jumps. But, to be immersed, I don’t actually need the 360⁰ experience at all, if the quality of the video is good enough. In many ways, I prefer an old-fashioned screen where my hands are not tied up with holding the phone into the Cardboard and the Cardboard to my nose.

360⁰ videos are usually short, and I can see how they can be used in a language class as a springboard for other work. But as a language learning tool, old-fashioned screens (with good content) may offer more potential than headsets (whether Cardboard or Oculus) because we can do other things (like communicate with other people, use a dictionary or take notes) at the same time.

VR technology in language learning cannot, therefore, (whatever its claims) generate immersion or engagement on its own. For the time being, it can, for some, captivate initial curiosity. For others, already used to high-end Oculus games, programmes like Immerse are more likely to generate a resounding ‘meh’. Engagement in learning is a highly complex phenomenon. Mercer and Dörnyei (2020: 102 ff.) argue that engaging learning materials must be designed for particular groups of learners (in terms of level and interests, for example) and they must get learners emotionally invested. Improvements in VR technology won’t really change anything.

VR is already well established and successful in some forms of education: military, healthcare and engineering, especially. Virtual reality is obviously a good place to learn how to defuse a bomb or carry out keyhole surgery. In other areas, such as soft skills training in corporate contexts, its use is growing, but its effectiveness is much less clear. In language learning, the purported advantages of VR (see, for example, Alizadeh, 2019, which has a useful bibliography, or Lloyd et al., 2017) are not convincing. There is no problem in language learning for which VR is the solution. This doesn’t mean that VR does not have a place in language learning / teaching. VR field trips may offer occasional moments of variety. Conversation in VR worlds like Facebook Spaces may be welcomed by some. And there will be markets for dedicated platforms like Velawoods, Mondly or Immerse.

Predictions about edtech are often thinly disguised attempts to accelerate a predicted future. Four years ago I went to a conference presentation by Saul Nassé, Chief Executive of Cambridge Assessment. All the participants were given a Cambridge branded Google Cardboard. At the time, Nassé wrote the following:

‘The technology is only going to get better and cheaper. In two or three years it will be wireless and cost less than a smart phone. That’s the point when you’ll see whole classrooms equipped with VR. And I like to think we’ll find a way of Cambridge English content being used in those classrooms, with people learning English in a whole new way. It may have been a long time coming, but I think the VR revolution is now truly here to stay’.

The message was echoed in Lloyd et al (2017), all three of whom worked for Cambridge Assessment, and amplified in a series of blog posts and conference presentations around that time. Since then, it has all gone rather quiet. There are still people out there (including the investors who have just pumped $1.5 million into Immerse in Series A funding), who believe that VR will be the next big thing in language learning. But edtech investors have a long track record of turning a blind eye to history. VR, as Saul Nassé observed, ‘has been the next big thing for thirty years’. And maybe for the next thirty years, too.

REFERENCES

Alizadeh, M. (2019). Augmented/virtual reality promises for ELT practitioners. In Clements, P., Krause, A. & Bennett, P. (Eds.), Diversity and inclusion. Tokyo: JALT. https://jalt-publications.org/sites/default/files/pdf-article/jalt2018-pcp-048.pdf

Bonner, E., & Reinders, H. (2018). Augmented and virtual reality in the language classroom: Practical ideas. Teaching English with Technology, 18 (3), pp. 33-53. Retrieved from https://files.eric.ed.gov/fulltext/EJ1186392.pdf

Chen, Y. L. & Hsu, C. C. (2020). Self-regulated mobile game-based English learning in a virtual reality environment. Computers and Education, 154 https://www.sciencedirect.com/science/article/abs/pii/S0360131520301093?dgcid=rss_sd_all

Gadelha, R. (2018). Revolutionizing Education: The promise of virtual reality. Childhood Education, 94 (1), pp. 40-43. doi:10.1080/00094056.2018.1420362

Lan, Y. J. (2020). Immersion, interaction and experience-oriented learning: Bringing virtual reality into FL learning. Language Learning & Technology, 24(1), pp. 1–15. http://hdl.handle.net/10125/44704

Lloyd, A., Rogerson, S. & Stead, G. (2017). Imagining the potential for using Virtual Reality technologies in language learning. In Carrier, M., Damerow, R. M. & Bailey, K. M. (Eds.) Digital Language Learning and Teaching. New York: Routledge. pp. 222 – 234

Mercer, S. & Dörnyei, Z. (2020). Engaging Language Learners in Contemporary Classrooms. Cambridge: Cambridge University Press

Fake news and critical thinking in ELT

Since no single definition of critical thinking prevails (Dummett & Hughes, 2019: 2), discussions of the topic invariably begin with attempts to provide a definition. Lai (2011) offers an accessible summary of a range of possible meanings, but points out that, in educational contexts, its meaning is often rather vague and encompasses other concepts (such as higher order thinking skills) which also lack clarity. Paul Dummett and John Hughes (2019: 4) plump for ‘a mindset that involves thinking reflectively, rationally and reasonably’ – a definition which involves a vague noun (that could mean a fixed state of mind, a learned attitude, a disposition or a mood) and three highly subjective adverbs. I don’t think I could do any better. However, instead of looking for a definition, we can reach a sort of understanding by looking at examples of it. Dummett and Hughes’ book is extremely rich in practical examples, and the picture that emerges of critical thinking is complex and multifaceted.

As you might expect of a weasel word like ‘critical thinking’, there appears to be general agreement that it’s a ‘good thing’. Paul Dummett suggests that there are two common reasons for promoting the inclusion of critical thinking activities in the language classroom. The first of these is a desire to get students thinking for themselves. The second is the idea ‘that we live in an age of misinformation in which only the critically minded can avoid manipulation or slavish conformity’. Neither seems contentious at first glance, although he points out that ‘they tend to lead to a narrow application of critical thinking in ELT materials: that is to say, the analysis of texts and evaluation of the ideas expressed in them’. It’s the second of these rationales that I’d like to explore further.

Penny Ur (2020: 9) offers a more extended version of it:

The role of critical thinking in education has become more central in the 21^st century, simply because there is far more information readily available to today’s students than there was in previous centuries (mainly, but not only, online), and it is vital for them to be able to deal with such input wisely. They need to be able to distinguish between what is important and what is trivial, between truth and lies, between fact and opinion, between logical argument and specious propaganda […] Without such skills and awareness of the need to exercise them, they are liable to find themselves victims of commercial or political interests, their thinking manipulated by persuasion disguised as information.

In the same edited collection Olja Milosevic (2020:18) echoes Ur’s argument:

Critical thinking becomes even more important as communication increasingly moves online. Students find an overwhelming amount of information and need to be taught how to evaluate its relevance, accuracy and quality. If teachers do not teach students how to go beyond surface meaning, students cannot be expected to practise it.

In the passages I’ve quoted, these writers are referring to one particular kind of critical thinking. The ability to critically evaluate the reliability, accuracy, etc of a text is generally considered to be a part of what is usually called ‘media information literacy’. In these times of fake news, so the argument goes, it is vital for students to develop (with their teachers’ help) the necessary skills to spot fake news when they see it. The most prototypical critical thinking activity in ELT classrooms is probably one in which students analyse some fake news, such as the website about the Pacific Tree Octopus (which is the basis of a lesson in Dudeney et al., 2013: 198 – 203).

Before considering media information literacy in more detail, it’s worth noting in passing that a rationale for critical thinking activities is no rationale at all if it only concerns one aspect of critical thinking, since it has applied attributes of a part (media information literacy) to a bigger whole (critical thinking).

There is no shortage of good (free) material available for dealing with fake news in the ELT classroom. Examples include work by James Taylor, Chia Suan Chong and Tyson Seburn. Material of this kind may result in lively, interesting, cognitively challenging, communicative and, therefore, useful lessons. But how likely is it that material of this kind will develop learners’ media information literacy and, by extension therefore, their critical thinking skills? How likely is it that teaching material of this kind will help people identify (and reject) fake news? Is it possible that material of this kind is valuable despite its rationale, rather than because of it? In the spirit of rational, reflective and reasonable thinking, these are questions that seem to be worth exploring.

ELT classes and fake news

James Taylor has suggested that the English language classroom is ‘the perfect venue for [critical thinking] skills to be developed’. Although academic English courses necessarily involve elements of critical thinking, I’m not so sure that media information literacy (and, specifically, the identification of fake news) can be adequately addressed in general English classes. There are so many areas, besides those that are specifically language-focussed, competing for space in language classes (think of all those other 21^st century skills), that it is hard to see how sufficient time can be found for real development of this skill. It requires modelling, practice of the skill, feedback on the practice, and more practice (Mulnix, 2010): it needs time. Fake news activities in the language classroom would, of course, be of greater value if they were part of an integrated approach across the curriculum. Unfortunately, this is rarely the case.

Information literacy skills

Training materials for media information literacy usually involve a number of stages. These include things like fact-checking and triangulation of different sources, consideration of web address, analysis of images, other items on the site, source citation and so on. The problem, however, is that news-fakers have become so good at what they do. The tree octopus site is very crude in comparison to what can be produced nowadays by people who have learnt to profit from the online economy of misinformation. Facebook employs an army of algorithmic and human fact-checkers, but still struggles. The bottom line is that background knowledge is needed (this is as true for media information literacy as it is for critical thinking more generally) (Willingham, 2007). With news, the scope of domain knowledge is so vast that it is extremely hard to transfer one’s ability to critically evaluate one particular piece of news to another. We are all fooled from time to time.

Media information literacy interventions: research on effectiveness

With the onset of COVID-19, the ability to identify fake news has become, more than ever, a matter of life and death. There is little question that this ability correlates strongly with analytic thinking (see, for example, Stanley et al., 2020). What is much less clear is how we can go about promoting analytic thinking. Analytic thinking comes in different varieties, and another hot-off-the-press research study into susceptibility to COVID-19 fake news (Roozenbeek et al., 2020) has found that the ability to spot fake news may correlate more strongly with numerical literacy than with reasoning ability. In fact, the research team found that a lack of numerical literacy was the most consistent predictor of susceptibility to misinformation about COVID-19. Perhaps we are attempting to develop the wrong kind of analytic thinking?

In educational contexts, attempts to promote media information literacy typically seek to develop reasoning abilities, and the evidence for their effectiveness is mixed. First of all, it needs to be said that ‘little large-scale evidence exists on the effectiveness of promoting digital media literacy as a response to online misinformation’ (Guess et al., 2020). An early meta-analysis (Jeong et al., 2012) found that such interventions had a positive effect, when the interventions were long (not one-off), but impacted more on students’ knowledge than they did on their behaviour. More recently, Huguet et al (2019) were unable to draw ‘definitive conclusions from past research, such as what kinds of media literacy practices work and under what conditions’. And this year, a study by Guess et al (2020) did not generate sufficient evidence ‘to conclude that the [media information literacy] intervention changed real-world consumption of false news’. I am unaware of any robust research in this area in the context of ELT.

It’s all rather disappointing. Why are we not better at it? After all, teachers of media studies have been exploring pathways for many years now. One possible answer is this: Media information literacy, like critical thinking more generally, is a skill that is acquirable, but it can only be acquired if there is a disposition to do so. The ability to think critically and the disposition to do so are separate entities (Facione, 2000). Training learners to be more critical in their approach to media information may be so much pissing in the wind if the disposition to be sceptical is not there. Shaping dispositions is a much harder task than training skills.

Both of the research studies into susceptibility to COVID-19 misinformation that I referred to earlier in this section underscore the significance of dispositions to analytic thinking. Roozenbeek et al (2020) found, in line with much previous research (for example, Jost et al. 2018), that political conservatism is associated with a slightly higher susceptibility to misinformation. Political views (on either side of the political spectrum) rarely change as a result of exposure to science or reasoned thinking. They also found that ‘self-identifying as a member of a minority predicts susceptibility to misinformation about the virus in all countries surveyed’ (except, interestingly, in the UK). Again, when issues of identity are at stake, emotional responses tend to trump rational ones.

Rational, reflective and reasonable thinking about media information literacy leads to an uncomfortable red-pill rabbit-hole. This is how Bulger and Davidson (2018) put it:

The extent to which media literacy can combat the problematic news environment is an open question. Is denying the existence of climate change a media literacy problem? Is believing that a presidential candidate was running a sex-trafficking ring out of a pizza shop a media literacy problem? Can media literacy combat the intentionally opaque systems of serving news on social media platforms? Or intentional campaigns of disinformation?

Teachers and fake news

The assumption that the critical thinking skills of young people can be developed through the intervention of their teachers is rarely problematized. It should be. A recent study of Spanish pre-service teachers (Fuertes-Prieto et al., 2020) showed that their ‘level of belief in pseudoscientific issues is comparable, or even higher in some cases to those of the general population’. There is no reason to believe that this changes after they have qualified. Teachers are probably no more likely to change their beliefs when presented with empirical evidence (Menz et al., 2020) than people from any other profession. Research has tended to focus on teachers’ lack of critical thinking in areas related to their work, but, things may be no different in the wider world. It is estimated that over a quarter of teachers in the US voted for the world’s greatest peddler of fake news in the 2016 presidential election.

It is also interesting to note that the sharing of fake news on social media is much more widespread among older people (including US teachers who have an average age of 42.4) than those under 30 (Bouygues, 2019).

Institutional contexts and fake news

Cory Doctorow has suggested that the fake news problem is not a problem of identifying what is true and what is fake, but a problem ‘about how we know whether something is true. We’re not disagreeing about facts, we’re disagreeing about epistemology’. In a post-modernist world of ‘Truth Decay’ (Kavanagh & Rich, 2018), where there is ‘a blurring of the line between opinion and fact’, epistemological authority is a rare commodity. Medicine, social sciences and applied linguistics are all currently experiencing a ‘replication crisis’ (Ioannidis, 2005) and we had a British education minister saying that ‘people of this country have had enough of experts’.

News reporting has always relied to some extent on trust in the reliability of the news source. The BBC or CNN might attempt to present themselves as more objective than, say, Fox News or InfoWars, but trust in all news outlets has collapsed globally in recent years. As Michael Shudson has written in the Columbia Journalism Review, ‘all news outlets write from a set of values, not simply from a disinterested effort at truth’. If a particular news channel manifestly shares different values from your own, it is easy to reject the veracity of the news it reports. Believers in COVID conspiracy theories often hold their views precisely because of their rejection of the epistemological authority of mainstream news and the WHO or governments who support lockdown measures.

The training of media information literacy in schools is difficult because, for many people in the US (and elsewhere), education is not dissimilar to mainstream media. They ‘are seen as the enemy — two institutions who are trying to have power over how people think. Two institutions that are trying to assert authority over epistemology’ (boyd, 2018). Schools have always been characterized by imbalances in power (between students and teachers / administrators), and this power dynamic is not conducive to open-minded enquiry. Children are often more aware of the power of their teachers than they are accepting of their epistemological authority. They are enjoined to be critical thinkers, but only about certain things and only up to a certain point. One way for children to redress the power imbalance is to reject the epistemological authority of their teachers. I think this may explain why a group of young children I observed recently coming out of a lesson devoted to environmental issues found such pleasure in joking about Greta ‘Thunfisch’.

Power relationships in schools are reflected and enacted in the interaction patterns between teachers and students. The most common of these is ‘initiation-response-feedback (IRF)’ and it is unlikely that this is particularly conducive to rational, reflective and reasonable thinking. At the same time, as Richard Paul, one of the early advocates of critical thinking in schools, noted, much learning activity is characterised by lower order thinking skills, especially memorization (Paul, 1992: 22). With this kind of backdrop, training in media information literacy is more likely to be effective if it goes beyond the inclusion of a few ‘fake news’ exercises: a transformation in the way that the teaching is done will also be needed. Benesch (1999) describes this as a more ‘dialogic’ approach and there is some evidence that a more dialogic approach can have a positive impact on students’ dispositions (e.g. Hajhosseiny, 2012).

I think that David Buckingham (2019a) captures the educational problem very neatly:

There’s a danger here of assuming that we are dealing with a rational process – or at least one that can, by some pedagogical means, be made rational. But from an educational perspective, we surely have to begin with the question of why people might believe apparently ‘fake’ news in the first place. Where we decide to place our trust is as much to do with fantasy, emotion and desire, as with rational calculation. All of us are inclined to believe what we want to believe.

Fake news: a problem or a symptom of a problem?

There has always been fake news. The big problem now is ‘the speed and ease of its dissemination, and it exists primarily because today’s digital capitalism makes it extremely profitable – look at Google and Facebook – to produce and circulate false but click-worthy narratives’ (Morosov, 2017). Fake news taps into and amplifies broader tendencies and divides in society: the problem is not straightforward and is unlikely to be easy to eradicate (Buckingham, 2019a: 3).

There is increasing discussion of media regulation and the recent banning by Facebook of Holocaust denial and QAnon is a recognition that some regulation cannot now be avoided. But strict regulations would threaten the ‘basic business model, and the enormous profitability’ of social media companies (Buckingham, 2009b) and there are real practical and ethical problems in working out exactly how regulation would happen. Governments do not know what to do.

Lacking any obvious alternative, media information literacy is often seen as the solution: can’t we ‘fact check and moderate our way out of this conundrum’ (boyd, 2018)? danah boyd’s stark response is, no, this will fail. It’s an inadequate solution to an oversimplified problem (Buckingham, 2019a).

Along with boyd and Buckingham, I’m not trying to argue that we drop media information literacy activities from educational (including ELT) programmes. Quite the opposite. But if we want our students to think reflectively, rationally and reasonably, I think we will need to start by doing the same.

References

Benesch, S. (1999). Thinking critically, thinking dialogically. TESOL Quarterly, 33: pp. 573 – 580

Bouygues, H. L. (2019). Fighting Fake News: Lessons From The Information Wars. Reboot Foundation https://reboot-foundation.org/fighting-fake-news/

boyd, d. (2018). You Think You Want Media Literacy… Do You? Data and Society: Points https://points.datasociety.net/you-think-you-want-media-literacy-do-you-7cad6af18ec2

Buckingham, D. (2019a). Teaching Media in a ‘Post-Truth’ Age: Fake News, Media Bias and the Challenge for Media Literacy Education. Cultura y Educación 31(2): pp. 1-19

Buckingham, D. (2019b). Rethinking digital literacy: Media education in the age of digital capitalism. https://ddbuckingham.files.wordpress.com/2019/12/media-education-in-digital-capitalism.pdf

Bulger, M. & Davidson, P. (2018). The Promises, Challenges and Futures of Media Literacy. Data and Society. https://datasociety.net/pubs/oh/DataAndSociety_Media_Literacy_2018.pdf

Doctorow, C. (2017). Three kinds of propaganda, and what to do about them. boingboing 25^th February 2017, https://boingboing.net/2017/02/25/counternarratives-not-fact-che.html

Dudeney, G., Hockly, N. & Pegrum, M. (2013). Digital Literacies. Harlow: Pearson Education

Dummett, P. & Hughes, J. (2019). Critical Thinking in ELT. Boston: National Geographic Learning

Facione, P. A. (2000). The disposition toward critical thinking: Its character, measurement, and relation to critical thinking skill. Informal Logic, 20(1), 61–84.

Fuertes-Prieto, M.Á., Andrés-Sánchez, S., Corrochano-Fernández, D. et al. (2020). Pre-service Teachers’ False Beliefs in Superstitions and Pseudosciences in Relation to Science and Technology. Science & Education 29, 1235–1254 (2020). https://doi.org/10.1007/s11191-020-00140-8

Guess, A. M., Lerner, M., Lyons, B., Montgomery, J. M., Nyhan, N., Reifler, J. & Sircar, N. (2020). A digital media literacy intervention increases discernment between mainstream and false news in the United States and India. Proceedings of the National Academy of Sciences Jul 2020, 117 (27) 15536-15545; DOI: 10.1073/pnas.1920498117

Hajhosseiny, M. (2012). The Effect of Dialogic Teaching on Students’ Critical Thinking Disposition. Procedia – Social and Behavioral Sciences, 69: pp. 1358 – 1368

Huguet, A., Kavanagh, J., Baker, G. & Blumenthal, M. S. (2019). Exploring Media Literacy Education as a Tool for Mitigating Truth Decay. RAND Corporation, https://www.rand.org/content/dam/rand/pubs/research_reports/RR3000/RR3050/RAND_RR3050.pdf

Ioannidis, J. P. A. (2005). Why Most Published Research Findings Are False. PLoS Medicine 2 (8): e124. https://doi.org/10.1371/journal.pmed.0020124

Jeong, S. H., Cho, H., & Hwang, Y. (2012). Media literacy interventions: A meta-analytic review. Journal of Communication, 62, pp. 454–472

Jones-Jang, S. M., Mortensen, T. & Liu, J. (2019). Does media literacy help identification of fake news? Information literacy helps, but other literacies don’t. American Behavioral Scientist, pp. 1 – 18, doi:10.1177/0002764219869406

Jost, J. T., van der Linden, S., Panagopoulos, C. & Hardin, C. D. (2018). Ideological asymmetries in conformity, desire for shared reality, and the spread of misinformation. Current Opinion in Psychology, 23: pp/ 77-83. doi:10.1016/j.copsyc.2018.01.003

Kavanagh, J. & Rich, M. D. (2018). Truth Decay: An Initial Exploration of the Diminishing Role of Facts and Analysis in American Public Life. RAND Corporation, https://www.rand.org/pubs/research_reports/RR2314.html

Lai, E.R. 2011. Critical Thinking: A Literature Review. Pearson. http://images.pearsonassessments.com/images/tmrs/CriticalThinkingReviewFINAL.pdf

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