Bookmarked Elicit.org

A while ago I mentioned Research Rabbit here as a tool to find research papers, based on the ones already in my collection (e.g. through syncing with Zotero). Last week I created an account at Elicit. It’s a natural language processing based algorithm to find relevant papers for you based on a specific research question you give it to work with (although it can also take your own collection of papers as a starting point). My first attempt after creating an account yielded very interesting suggestions. Will certainly try this out more, as a tool assisting literature review.

I found Elicit because Maggie Appleton’s feed told me she’s joining the company, Ought, that created Elicit.

Elicit is a research assistant using language models like GPT-3 to automate parts of researchers’ workflows. Currently, the main workflow in Elicit is Literature Review. If you ask a question, Elicit will show relevant papers and summaries of key information about those papers in an easy-to-use table.

Elicit FAQ

This is a start to more fully describe and explore a distributed version of digitisation, digitalisation and specifically digital transformation, and state why I think bringing distributed / networked thinking into them matters.

Digitising stuff, digitalising routines, the regular way

Over the past decades much more of the things around us became digitised, and in recent years much of the things we do, our daily routines and work processes, have become digitalised. Many of those digitalised processes are merely digitised replicas of their paper predecessors. Asking for a government permit for instance, or online banking. There’s nothing there that wasn’t there in the paper version. Sometimes even small steps in those processes still force you to use paper. At the start of this year I had to apply for a declaration that my company had never been involved in procurement fraud. All the forms I needed for it (30 pages in total!), were digitised and I filled them out online, but when it came to sending it in, I had to print the PDF resulting from those 30 pages, and send it through snail mail. I have no doubt that the receiving government office’s first step was to scan it all before processing it. Online banking similarly is just a digitised paper process. Why don’t all online bank accounts provide nifty visualisation, filtering and financial planning tools (like alerts for dates due, saving towards a goal, maintaining a buffer etc.), now that everything is digital? The reason we laugh at Little Britains ‘computer says no’ sketches, is because we recognise all too well the frustration of organisations blindly trusting their digitalised processes, and never acknowledging or addressing their crappy implementation, or the extra work and route-arounds their indifference inflicts.

Digital transformation, digital societies

Digital transformation is the accumulated societal impact of all those digital artefacts and digitalised processes, even if they’re incomplete or half-baked. Digital transformation is why I have access to all those books in the long tail that never reached the shelves of any of the book shops I visited in decades past, yet now come to my e-reader instantly, resulting in me reading more and across a wider spectrum than ever before. Digital transformation is also the impact on elections that almost individually targeted data-driven Facebook advertising caused by minutely profiling undecided voters.

Digital transformation is often referred to these days, in my work often also in the context of development and the sustainable development goals.
Yet, it often feels to me that for most intents and purposes this digital transformation is done to us, about us but not of us. It’s a bit like the smart city visions corporations like Siemens and Samsung push(ed), that were basically devoid of life and humanity. Quality of life reduced and equated to security only, in sterilised cities, ignoring that people are the key actors, as critiqued by Adam Greenfieldin ‘Against the Smart City’ in 2013.

Human digital networks: distributed digital transformation

The Internet is a marvellous thing. At least it is when we use it actively, to assist us in our routines and in our efforts to change, learn and reach out. As social animals, our human interaction has always been networked where we fluently switch between contexts, degrees of trust and disclosure, and routing around undesired connections. In that sense human interaction and the internet’s original design principle closely match up, they’re both distributed. In contrast most digitalisation and digital transformation happens from the perspective of organisations and silos. Centralised things, where some decide for the many.

To escape that ‘done to us, about us, not of us’, I think we need to approach digitisation, digitalisation and digital transformation from a distributed perspective, matching up our own inherently networked humanity with our newly (since 30 yrs) networked global digital infrastructure. We need to think in terms of distributed digital transformation. Distributed digital transformation (making our own digital societal impact), building on distributed digitisation (making our things digital), and on distributed digitalisation (making our routines digital).

Signs of distributed digitisation and digitalisation

Distributed digitisation can already be seen in things like the quantified self movement, where individuals create data around themselves to use for themselves. Or in the sensors I have in the garden. Those garden measurements are part of something you can call distributed digitalisation, where a network of similar sensors create a map of our city that informs climate adaptation efforts by local government. My evolving information strategies, with a few automated parts, and the interplay of different protocols and self-proposed standards that make up the Indieweb also are examples of distributed digitalisation. My Networked Agency framework, where small groups of relationships fix something of value with low threshold digital technology, and network/digital based methods and processes, is distributed digitisation and distributed digitalisation combined into a design aid for group action.

Distributed digital transformation needs a macroscope for the new civil society

Distributed digital transformation, distributed societal impact seems a bit more elusive though.
Civil society is increasingly distributed too, that to me is clear. New coops, p2p groups, networks of individual actors emerge all over the world. However they are largely invisible to for instance the classic interaction between government and the incumbent civil society, and usually cut-off from the scaffolding and support structures that ‘classic’ activities can build on to get started. Because they’re not organised ‘the right way’, not clearly representative of a larger whole. Bootstrapping is their only path. As a result these initiatives are only perceived as single elements, and the scale they actually (can) achieve as a network remains invisible. Often even in the eyes of those single elements themselves.

Our societies, including the nodes that make up the network of this new type of civil society, lack the perception to recognise the ‘invisible hand of networks’. A few years ago already I discussed with a few people, directors of entities in that new civil society fabric, how it is that we can’t seem to make our newly arranged collective voices heard, our collective efforts and results seen, and our collective power of agency recognised and sought out for collaboration? We’re too used, it seems, to aggregating all those things, collapsing them into a single voice of a mouthpiece that has the weight of numbers behind it, in order to be heard. We need to learn to see the cumulative impact of a multitude of efforts, while simultaneously keeping all those efforts visible on their own. There exist so many initiatives I think that are great examples of how distributed digitalisation leads to transformation, but they are largely invisible outside their own context, and also not widely networked and connected enough to reach their own full potential. They are valuable on their own, but would be even more valuable to themselves and others when federated, but the federation part is mostly missing.
We need to find a better way to see the big picture, while also seeing all pixels it consists of. A macroscope, a distributed digital transformation macroscope.

Abraham Lincoln famously said in the 1860’s “Don’t believe everything you read on the internet.“, and he’s right of course. George Washington already warned us a century earlier that “the greatest thing about Facebook is that you can quote something and totally make up the source.” Add to it the filter bubbles that algorithms create around you on Facebook, fake news and the influencing that third parties try to do, and you can be certain that the trustworthiness of internet is now even worse than it was in the 19th or 18th century.


“Don’t believe everything you read on the internet.”, Abraham Lincoln hit the nail on the head in 1864 already. Image Franco Folini, license CC BY SA

Dealing with crap on the internet however sometimes seems something only for professionals. Facebook should filter better, or be more transparent. Online forensic research like Bellingcat does is the only way to disprove online deception. The problem is that it absolves you and me way too easily of our own responsibility in detecting crap. If something seems too funny, coincidental or too conveniently fitting into your own believe framework, it should trigger us into taking a step back. To take time to determine for ourselves whether Lincoln really said that, whether a picture was really taken where and when it is claimed, and if a source really exists or can be determined as trustworthy.

To be able to detect crap on the internet, you need crap detection tools. My Brainstorms-friend Howard Rheingold and others have put together a useful list of crap detection tools (of which I very often use the reverse image search tools like Tineye, to verify the actual origin of a photo). The list is well maintained and growing. The listed tools help you quickly check-up on things before you share something and reinforce a vicious cycle making more and more social media platforms toxic.

Not spreading dubious material is a civic duty, just like cleaning up after yourself in a public space. This makes crap detection a critical digital information skill. Download or bookmark the list of crap detection tools, add some of the mentioned tools as plugins to your browser, and use it to your advantage.


(public domain image)