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06/08/2021

The very model of a postmodern pandemic: Why technology is the other virus changing all our lives

The very model of a postmodern pandemic:

Why technology is the other virus changing all our lives

 

Brian Castellani and Tim Fowler


BASIC THESIS:

We believe there is sufficient evidence that digital technology, more so than COVID-19, is the viral agent ultimately changing our lives. Digital technology helped us survive and is getting us out of pandemic. The pandemic provided the catalyst for the current spread of digital technology, which even may be moving us into the next wave of globalisation. The contagions are four major technology-driven shifts in western society: smart science, gig services and the platform economy, work-at-home employment, and Zoom culture. 

CITE AS FOLLOWS: Castellani, B and Fowler, T 2021. “The very model of a postmodern pandemic: Why technology is the other virus changing all our lives.” Sociology and Complexity Science Blog, 6 August 2021. https://sacswebsite.blogspot.com/2021/08/the-very-model-of-postmodern-pandemic.html 

CLICK HERE TO DOWNLOAD PAPER 

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Over the last 18 months, COVID-19 has clearly dramatically changed our lives in the global north, but what exactly has changed and what is the cause? Is it the virus or is it something else?

A Day in the life… COVID-19 Style

 

“I read the news today, oh boy…”

 

The doorbell rings, it’s Amazon. Again. It is the third delivery of the day. The first was Tesco and the second was your COVID-19 lateral flow kit – you just got your second mNRA-based vaccination, but to protect others you are tested twice a week. There’s a Teams meeting in half an hour to review the latest COVID-19 simulations to assess the resilience of your company. You grab a minute to check on your kids for the fifth time, who are pretending to listen to their online school lecture, while engrossed in WhatsApp. Or perhaps it’s TikTok, you lose track. Your partner, who works in healthcare, texts you a gift certificate for Deliveroo. You’ll eat your delivered treat while celebrating your birthday on ZOOM with extended family and friends, most of whom you haven’t seen face-to-face in over a year. 

 

If you don’t see yourself in all aspects of this vignette, no worries. There are endless variants on this basic form across western countries in the global north. Amazon, the gig economy, working from home via Zoom or Teams or the latest advances in scientific modelling and vaccinations we see sharpy defined the new constant of global life – digital technology. 


During the pandemic, digital technology has been go-to, suitable-enough, instant fix. It did not shut down businesses, increase mortality rates or force people to work at home, COVID-19 did. Digital technology kept the world rotating, albeit often in diminished form. The pandemic has often shown a new set of qualities inherent in pre-existing technologies. In western countries it has worked well with conventional and new approaches to government, public health, environment, economy, and social life in general. We were pre-infected for these new functions through digital technology’s complex contagion, the global social-cybernetic network.


So, which viral agent will ultimately change us more? The biological or the digital?

 

Despite the profound changes to daily life, the pandemic does not appear to have transformed civic or governmental responsibilities or provided the catalyst for addressing global social problems. However, it has catalysed the ever-accelerating spread of digital technology, moving us into a new phase of globalisation. This historical shift in technology is not a good or bad thing, nor is it deterministic. It simply is how the history of technology tends to work -- technology and humans co-evolve through a complex interrelationship that cuts across economy, politics, culture, social institutions and organisations and so forth.

 

What has not changed?

 

A great deal has changed in the global north due to COVID-19, but if the pandemic were to be eradicated tomorrow, life in western society would strongly resemble December 2019. This is particularly true of civic and governmental institutions. 

 

Wall Street profit and the global economy are still the number one concern. Indeed, there has been a noticeable dichotomy in political discourse between the offsetting concerns of public health versus economic survival and future growth. The idea that “the cure cannot be worse than the disease” was voiced by President Trump and numerous others.

 

Health inequalities still abound, particularly for the working poor, minorities, and immigrants. The environment continues to face ruin. Public health efforts are often underfunded, under debated and misused for political and ideological ends.

 

Social media permits the sowing of division through the spread of misinformation, mistrust, cruelty, and fear. 

 

Most people sought to do the right thing during the initial lockdown, but Successive lockdowns saw individualism, flippancy, and privilege overwhelming social commitments and our care for others. Should it really have been so necessary to reinforce the idea of care for others, from wearing masks and social distancing to doing a small part to honour the sacrifices of healthcare providers and key workers and the lives lost to COVID-19?

 

Governments also failed. Politicians rebuffed scientific facts, and health experts were regularly treated with contempt or used as political props to add seriousness where it was lacking. Governments also adopted a reactive approach, to the point where the cycle was predictable. Scientists and public health experts raise alarm; the public worries and asks for guidance; government consults and waits; misinformation, conflict, anxiety and confusion emerge. Government finally responds but later rather than sooner; the working classes, minorities and poor, due to various practicalities, particularly in urban environments, were left to bend the rules to survive; the affluent would take care of themselves; morbidity and mortality rates would rise; and the cycle repeats.

 

Perhaps this was inevitable in western democracies, with their premium on economy, individualism, and political differences and debate. The exponential growth of viruses like COVID-19 require near total commitment for their control and eradication. Western societies did not respond in such a manner. Hence the need for digital technology in the form of vaccinations, big data, public health modelling, communication platforms, and biomedical advance. Point to a western country succeeding otherwise.

 

COVID-19, the very model of a postmodern pandemic

 

As Frank Snowden states in Epidemics and Society:

[E]pidemic diseases are not random events that afflict societies capriciously and without warning. On the contrary, every society produces its own specific vulnerabilities. To study them is to understand that society’s structure, its standard of living, and its political priorities. Epidemic diseases, in that sense, have always been signifiers, and the challenge of medical history is to decipher the meanings embedded in them. (2020, p.7)

 

COVID-19 represents a massive stress test on our society and shows us a postmodern, globalised world where western countries are highly dependent upon universal digital technologies to solve public health problems, including pandemic. These technologies – be it biomedical, smart machines, computational science, communication platforms, or global cyber-infrastructure – are really the virus changing all our lives, not COVID-19. This change, which may be moving us into a new phase of globalisation, is happening along four major forms of digital transformation, each involving a complex interplay between humans and a particular arena of digital technology, which the pandemic has catalysed into new emergent forms of self-organising social arrangement:

 

Smart science

 

The first is smart science -- a term that, to the best of our knowledge, we are first using. The rise of big data and concurrent advances in computational modelling – the use of high-speed computation and algorithms to search for nonobvious patterns in data and simulate various aspects of life – have changed our world irreversibly. Smart science is the usage of smart technology, big data, and computational modelling methods


What has been accomplished in a span of only eighteen months is unparalleled historically, including the rollout of mass vaccinations, the exposure of public rhetoric and post-truth propaganda, the sharing of health data, the simulation of various public health scenarios, and the ability to impact the policy decisions of governments the world over. 

 

A superb example of smart science is mRNA vaccines. Developed through the ground-breaking work of Katalin Karikó and her global network of colleagues, these vaccines have high potency, capacity for rapid development and potential for low-cost manufacture and safe administration. Another is public health simulation. The number and variety of scientific simulations of COVID-19 during pandemic not only provided governments and public health officials key insights into how the virus was spreading, but they also forced many governments to respond faster than they otherwise might have, including moving into lockdown, enacting social distancing measures, and figuring out useful vaccination approaches and exit solutions. 

 

(For more on simulations, see my six-part series -- 123456 -- on this blog. See also our recent JASSS article on one of the COVID-19 models we developed.) 


Given the high likelihood of us facing another pandemic soon, as well as the environmental and other global health challenges we face, smart science will continue to radically improve the health of our world. 

 

Gig services and the platform economy

 

The second is gig services and platform economy. The platform economy uses digital platforms to link businesses and provide goods and services the world-over. Amazon.com has already posted an $8.1 billion profit during the pandemic. Gig services involve independent contractors, online platform workers, and temporary workers who provide on-demand services such as Deliveroo and Uber. Both approaches come with serious consequences – but can we imagine life now without them?

 

One of the major social problems of globalisation in the late 20th century was the outsourcing of work (particularly to countries in the global south) and the exploitation of workers that often comes with it. Gig workers and the platform economy represent another form of this social problem. Gig services is another form of global outsourcing, and the platform economy is really just a more efficient workbench by which to do it, making neither particularly new in principle, and only really new in form (See Freidman 2014).


The advantages of gig services and the platform economy for workers are high levels of flexibility, autonomy, task variety and complexity and the ability to work from home or while mobile. The disadvantages range from health and safety issues to employer-provided benefits and workplace protections to low pay and social isolation. For companies, the primary advantage is the reduction in overhead and regulations, from office space and inventory management to worker retention and healthcare costs, as well as the ability to compete globally and survive without an established workforce, office front, or face-to-face interaction. 

 

During the pandemic, given the dangers of proximity, the immediate enticement of gig services and the platform economy for workers and companies and we, the consumers, was too powerful. When COVID-19 hit, stores and restaurants were closed, travel was illegal. Home schooling became the norm. You put your life at risk going to or working in the office, grocery store or gas station. Those with health vulnerabilities were told to shield themselves, some for months on end, and COVID-19 swept through hospitals and care homes like wildfire. Supplies were suddenly in high demand, a rush on things took place. Toilet paper became an odd obsession. In all, the complex infrastructure of western life basically came to a screeching halt.

 

Nature abhors a vacuum, and the global economy could not be allowed to crash. Work life and the provision of goods and services needed to somehow continue. Same with medical care, social services, and education. Thanks to digital technology it all survived. Sort of. During the pandemic, small businesses took a major hit. Online education was variable. Store fronts and newly constructed buildings and downtowns sat empty, and it is unclear if or how they will ever reopen. Meanwhile Amazon and other major online corporations became global monsters, often putting the health and safety of employees at risk and undermining local business. 

 

While it is unclear how exactly this shift will play out over the next several years, what is clear is that we are not going back to the way things were. The opportunities that gig services and the platform economy provide us during the pandemic are too powerful to go back in the box.

 

Work-at-home employment

 

The third is work-at-home employment (technically called telecommuting). While statistics vary across western countries, the number of people working at home in the first year of the pandemic more than doubled from most 2019 figures (1). In the UK, roughly 46% of workers did some or all their job at home during the first wave, with higher percentages in urban environments and amongst professional occupations (2 3). As the pandemic unfolded and we moved in and out of lockdown, the numbers varied and, as of summer 2021, they have yet to settle.

 

One of the ideas most clearly discredited during the pandemic was that home working was not practical for most businesses and negatively impacted productivity and efficiency. Most employers were forced to acknowledge that, in terms of productivity, teamwork, and communication not only did the work generally get done; it also reduced the costs of a full-time workplace. Workers could be hired anywhere in the world: eliminating commute time allowed companies to improve their environmental impact, and organisations could more easily collaborate globally through the usage of communications technologies.

 

For workers, it could mean long hours, more meetings, a sense of increased surveillance, increased mental health issues, stress, and a general blurring of the boundaries between personal and private life, all of which made work-at-home employment a challenge for a significant percentage of people (4). Employers likewise struggled to inculcate new employees into office culture, manage burnout and employee distractions, and cultivate community (5) While many people will want to return to office life, the percentage of employees who will continue to work at home will most likely stay far above 2019 figures. Work-at-home employment presents too many options, a shift has taken place (6).

 

Zoom Culture

 

Online life saved us, didn’t it? Isolation is used as a form of torture. COVID-19 was social anguish for many of us, particularly those left isolated, heartbroken, and alone from friends and family. The elderly isolated in care homes, the vulnerable shielding. Key workers and healthcare providers staying in hotels to protect the ones they love. It was – let’s not understate this – terrible.

 

ZOOM, FaceTime, Twitter, Instagram, WhatsApp, they became our lifeline. There were others, however, that found online life a different form of saving grace – the socially anxious, those who struggle with face-to-face interactions, the introverts. 

 

However, social media has its major limitation. Teaching or speaking to a screen with everyone’s cameras off, for example, and no sound other than one’s voice heard is like being on Mars and communicating with folks back on earth, each text a challenge to decipher its emotional and social content. There is no substitute for human contact and being physically present to other human beings. 

 

We will return to life in each other’s physical presence and travel will resume. But the ecological footprint and economic costs that online life helped to reduce, as well as the strong online bonds people were able to form through digital technology the worldover, will be a strong incentive to rethink how we come back into each other’s’ lives. Hopefully for the better.


Conclusion

 

So, what can we conclude from this brief essay? The global problems and inequalities and inequities revealed by the COVID-19 pandemic are not new, neither are most of the solutions. Life post-covid is also shaping up to be rather like life before it, with most folks wanting to relegate the pandemic to the past and get on with things. 

 

We would like to suggest that COVID has acted as a magnifier of existing trends and technological possibilities. The most novel thing about the pandemic is the COVID virus itself – the technologies deployed to combat it all pre-dated it. Indeed, it’s tempting to extend this to individuals and societal groups: have the kind become kinder, the angry more enraged, the dysfunctions more exposed?

 

We believe there is sufficient evidence, then, that digital technology, more so than COVID-19, is the viral agent that humans are using to change their lives. Digital technology helped us survive and is getting us out of pandemic. The pandemic provided the catalyst for the current spread of digital technology, which we may be engaging with sufficient to move us into the next wave of globalisation. The contagions are four major technology-driven shifts in western society: smart science, gig services and the platform economy, work-at-home employment, and Zoom culture. As with any venture in social forecasting, it is impossible to envisage the extent of change these contagions will bring about. Global warming, environmental pressures, the instability of global capitalism, the exponential growth of metropolitan areas, a potential reactionary movement against digital life, and the possibility of another all-too-soon pandemic all constitute unpredictable factors in the equation.

 

Change nonetheless has taken place and, at least along these avenues, we are not presently going back to the way things were.

 


06/07/2021

CECAN Webinar (July 2021) Case-based modelling and scenario simulation for ex-post evaluation -- Further adventures with COMPLEX-IT

The following documents and links are in support of the CECAN Webinar (July 2021) run by Corey Schimpf, Peter Barbrook-Johnson and myself.

We focused on how to use the scenario simulation tab in COMPLEX-IT. It was titled, appropriately enough:Case-based modelling and scenario simulation for ex-post evaluation -- Further adventures with COMPLEX-IT

To begin, we would like to thank CECAN and our respective universities and methods centres: CECAN, University at Buffalo (The State University of New York), Oxford University, and the Durham Research Methods Centre. 

SUMMARY

Our presentation is based on a recent paper we published:

Abstract
Despite 20 years of increasing acceptance, implementing complexity-appropriate methods for expost evaluation remains a challenge: instead of focusing on complex interventions, methods need to help evaluators better explore how policies (no matter how simple) take place in real-world, open, dynamic systems where many intertwined factors about the cases being targeted affect outcomes in numerous ways. To assist in this advance, we developed case-based scenario simulation, a new visually intuitive evaluation tool grounded in a data-driven, case-based, computational modelling approach, which evaluators can use to explore counterfactuals, status-quo trends, and what-if scenarios for some potential set of real or imagined interventions. To demonstrate the value and versatility of case-based scenario simulation we explore four published evaluations that differ in design (cross sectional, longitudinal, and experimental) and purpose (learning or accountability), and present a prospective view of how case-based scenario simulation could support and enhance evaluators’ efforts in these complex contexts.

RESOURCES

  • CLICK HERE for the YOUTUBE VIDEO of our presentation

 






 

 


19/06/2021

Western Civilization and its Global Discontents in Pandemic: COVID-19 vs 1918 Flu – How technology changed our world!

Tim Fowler and I would like to thank the Body and Medicine in Latin Poetry Network for the opportunity to present at their one-day marathon webinar, Disease, Community and Communication from Antiquity to Today (19 June, 2021). In particular, we would like to thank Chiara Blanco (Trinity College, Oxford), Michael Goyette (Eckerd College), Allegra Hahn (Durham University), and Simona Martorana (Durham University).

The title of our talk was, Western Civilization and its Global Discontents in Pandemic: COVID-19 vs 1918 Flu – How technology changed our world!

Here is an abridged version of our argument -- CLICK HERE FOR THE POWERPOINT.
  • For this talk we used the symmetry between the 1918 Flu Pandemic and the 2020 COIVD-19 to explore in what ways our current pandemic is similar to recent pandemics and in what ways it is different. 

EXAMPLES OF SIMILARITIES
  • Examples of similarities include the way both pandemics revealed significant health disparities and social inequalities amongst western societies of the global north, particularly along lines of social class, gender, and ethnicity.
  • Other similarities include how both pandemics involved a series of epidemiological waves, along with a focus on addressing the airborne nature of both infectious diseases, including mask wearing, quarantine, social distancing, and hand washing

EXAMPLES OF DIFFERENCES -- IT IS ALL ABOUT TECHNOLOGY

  • One key differences is that, while several vaccinations were created to address COVID-19, no vaccinations emerged to address the H1N1 virus upon which the 1918 pandemic was based.
  • The result was a massive loss of life during the 1918 pandemic, to such an extent that medical historians are not sure on the exact number of morbidity and mortality.
    • It is estimated that about 500 million people or one-third of the world’s population became infected with the virus. The number of deaths was estimated to be at least 50 million worldwide.
IT'S ALL ABOUT TECHNOLOGY!
  • Probably one of the most important differences is that while the 1918 flu pandemic was a very modern phenomenon, the 2020 COVID-19 pandemic is a very postmodern phenomenon. 
  • Our argument is that, while there were some key changes in western societies of the global north as a function of COVID-19, the primary social determinant of change is technology. Without these technological advances, life post COVID-19 would probably not look much different to 2019. With them the world is profoundly different.
  • Examples of changes not driven by technology include  
    • New public health involvement in policy and politics. 
    • The new approach to government – get pragmatic or face ruin. 
    • A renewed commitment to infectious disease. 
    • The messy adaptability amongst citizens to life in pandemic.
  • The key technologies presently changing our world(s) are:
    • Medical Science and Vaccinations.
    • Amazon Society, Gig Services, and the Work-at-Home Economy.
    • Zoom Culture and Global Social Networks.
    • Virtual Science -- Simulating Public Health Issues. 
  • These technological innovations are not necessarily new. They have been making this impact for a few decades. The pandemic allowed them to emerge to the forefront of daily life in a way that they otherwise would not have.

In this short blog, we do not have time to unpack this argument. Our goal is to write a more in-depth summary for a general audience. We will post once it is published.

 

 

26/05/2021

Exploring trajectories of comorbid depression and physical health -- Centre for Urban Mental Health and IAS Lecture University of Amsterdam

I want to thank the Centre for Urban Mental Health and
Prof. dr. C. L. (Claudi) Bockting, as well as the Institute of Advanced Study at the University of Amsterdam for the opportunity to lecture and to be a fellow during the 2021-2022 year.

The topic for this lecture was an article my colleagues and I published in 2018, Exploring trajectories of comorbid depression and physical health

CLICK HERE FOR A COPY OF THE PAPER

CLICK HERE FOR A PDF OF THE POWERPOINT PRESENTATION

My presentation was organised as follows:

1. First, I introduced the challenge of modelling co-morbid depression and physical health across time and linking that temporal co-evolution to a profile of key social and psychological determinants. 

2. Second, I provided a summary of how the tools of case-based complexity can be used to model such complexity. And how this approach is an advance over current method.

3. Third, I explored how we used case-based complexity to arrive at novel insights into the dynamics of depression and co-morbid physical health and the profile of social and psychological determinants that helps to explain these dynamics.

4. I ended by showing how COMPLEX-IT can be used to conduct a similar analysis of co-morbid depression and physical health. COMPLEX-IT is a mixed-methods online R-studio software package that my colleagues and I developed for employing a case-based complexity approach. Written and video tutorials on how to use COMPLEX-IT can be found by clicking this link.

CLICK HERE to download our recent publication summarising how COMPLEX-IT works.


ADDITIONAL RESOURCES

Click here for an INSTRUCTIONAL VIDEO on how to use COMPLEX-IT for modelling policy data. Specifically, the video discussed how we modelled COVID-19 trends for the North East of England Spring 2020 for the local councils and the NHS. COVID-19 EXAMPLE FOR LONGITUDINAL CLUSTERING OF DYNAMIC TRENDS.

CLICK HERE to download a copy of our article using case-based complexity to study allostatic load.

CLICK HERE to download a copy of the SpringerBrief book we wrote applying case-based complexity to a public health study in the midwest in the United States.

CLICK HERE for addtional papers on case-based complexity, the SACS Tookit and COMPLEX-IT. 


CLICK HERE for a link to an R Shiny App we developed Spring 2020 to intially model COVID-19 trends in the North East of England based on trends taking place two to three weeks earlier in the provinces of Italy.









11/03/2021

What if Michelangelo had an Instagram account?

The past couple weeks I've been re-reading one of my favourite books, Michelangelo and the Pope's Ceiling, which is a wonderful daily account of the four painstaking years Michelangelo spent painting the Sistine Chapel. At the same time I just happened to be setting up an Instagram account to provide updates of some of the art I've been working on, to share with family and friends. 

That is when it hit me: what if Michelangelo had an Instagram account or was on Twitter? How weird would that be? 

Perhaps not that weird. One of the things I really enjoy about Michelangelo and the Pope's Ceiling is its portrayal of this genius as a flesh-and-blood person. We get to see the daily life of a real human being, as opposed to some mythic figure, creating one of the greatest works of art in the history of human society.

Let's face it, Michelangelo was not exactly a social butterfly. Solitary and melancholy are probably good words to describe him, perhaps even chronically grumpy! If alive today he most likely would despise social media. Michelangelo did however have his gripes, and he was obsessed with documenting the minutiae of his daily life -- groceries, art supply purchases, etc. It is not entirely improbable to think he might have enjoyed the exacting nature of daily posts, as well as the opportunity to 'air his complaints and grievances' about the people who got on his nerves!

Plus, even though it was the 1500s, artists of his stature did have their audience. Not Frida Kahlo or Pablo Picasso level fame. But the Renaissance was the birth of the artist as rock star. So as I read Michelangelo and the Pope's Ceiling I kept hearing in my mind's ear the Twitter posts he might have shared:






  

 

More important, I could see the incredible images he would share on Instagram! This, more than anything, would draw me into his account.





 














 

What's my point?

Perhaps my imagination has gotten the best of me, and maybe the Twitter posts would be a bit much (LOL!), but life is tough. Art brings us joy, it makes us think, it gives us permission to feel, to be inspired, to realise why this whole mortal coil thing is worth it, and why life is so precious and wonderful. Genius like Michelangelo only happens every now and then. Most of us will never get to see the art in person. To have a front row seat to its unfolding, even if only on social media, would be a real joy.


22/09/2020

Complexity's Futurescapes, a fellowship lecture for the Institute of Advanced Study, University of Amsterdam

We would like to thank the Institute of Advanced Study at the University of Amsterdam for the opportunity to present the preliminary results of a study we are conducting and will publish in 2022 with Edward Elgar.

 

Here is a link to a PDF copy of our presentation.

Please do not cite without permission.

 

brian.c.castellani@durham.ac.uk and gerrits@ihs.nl

 

Here is a brief overview of our presentation, as found on the IAS website:


We, Brian Castellani and Lasse Gerrits, are working on the ‘Atlas of Social Complexity’. In this project, we take stock of where the analysis of social complexity stands and survey the future of the field, including mapping the most exciting territories. The field has advanced considerably over the last twenty-five years, reaching into just about every area of social inquiry – from sociology and economics to the public policy and urban planning – to become one of the largest research areas in the complexity sciences. It has also become, more recently, entangled with the dramatic rise in big data and digital social science; and it sits at the nexus of some of the biggest global problems we face, from climate change to the instabilities of the global economy.

Despite these advances, the field is by no means mature, facing twelve challenges, all of which need addressing. Examples of those challenges include a methodological privileging of the micro over the macro; a rather noncritical embrace of the latest developments in computational modelling and big data and machine learning; the canonization of the field’s core concepts such as self-organisation and emergence; and the absence of a developed theory of power relations and inequality. What is needed, then, is a proper mapping of where the field has been, what is presently taking place, and what yet needs to be done, and with it a more rigorous and critical cartography of where we are in 2020.

The purpose of this event is two-fold. First, it is to introduce the preliminary work we have done on the Atlas, including the field’s twelve key challenges and what we tentatively see as the cross-cutting areas of work being done to address or get free from them. Second, it is to set the framework for potentially interviewing colleagues around the work they are doing to likewise push past the current challenges of the field.

03/07/2020

Part 6: 'COMPLEX-IT: User-friendly computational modelling software for exploring COVID-19 data'

BLOG POST 5 of N

This post is the 6th of several devoted to addressing the complex challenges of modelling the coronavirus as a public health issue. It is also about clarifying for a wider audience how and why such modelling is important, as well as the value and power of complex systems thinking and computational modelling for public health policy.


COMPLEX-IT: Software for Modelling Complex Multiple COVID-19 Trends
Recently my colleagues Peter Barbrook-Johnson and Corey Schimpf did a webinar for the Centre for the Evaluation of Complexity Across the Nexus (CECAN) on how to use our modelling software, COMPLEX-IT, for exploring complex multiple regonal trends of the cumulative incidence of COVID-19 cases across a given period of time.

We are sharing the webinar here for those interested in seeing how this software can be used to help with understanding the spread fo COVID-19 in a way that is in line with the previous five blog posts I've done on how best to approach modelling these types of public health problems.

COMPLEX-IT
For those interested in exploring COMPLEX-IT, our website has an beta online and downloadable version, as well as tutorials and readings. Note: this is educational software for learning purposes only. To explore COMPLEX-IT CLICK HERE!