Showing posts with label complex systems. Show all posts
Showing posts with label complex systems. Show all posts

Wednesday, April 28, 2021

Studying India's Covid-19 Pandemic Response : Part 2

Continued from the first post in this series...


Studying India's pandemic response won't be complete if we didn't concentrate on the factors taking place on a global level which in-turn affects everything down at a country level. 

Let's start with addressing a fundamental issue at the heart of this crisis.

While it is not necessary to go into the statistics of the rise in cases and deaths around the world, one can easily see that the core mathematical pattern behind these is exponential in nature. So simple, that perhaps most people simply gloss over it, not understanding it's implications. 

A famous lecture on exponential growth by Professor Albert Allen Bartlett, an acclaimed professor of physics at the University of Colorado at Boulder, comes to mind. It is required watching by everyone and I think I'm ready to die on this hill. I'll leave that in the supplementary section below.

That a burgeoning world population has outstripped the carrying capacity of the earth is something every kid is taught in school today. This comes with a loss in bio-diversity, with animals like CoV reservoirs (bats) coming into increasing contact with human habitation. This paper takes a full look at this issue. 

Within this context, it would seem that critical systems should be constructed and managed to rapidly adapt and scale up for exponential rise in illnesses. Why? Simply because the adverse exponentials seems to occurring at an increased frequency. In other words, the extremes are becoming more frequent. 

In March, Chatham House hosted a Global C-19 Vaccine Supply Chain & Manufacturing Summit in which the main participants were CEPI (the Coalition for Epidemic Preparedness Innovations) and industry players. For a "summit" of this magnitude, it was telling that WHO was largely absent from the discussions. Not that WHO's leadership hasn't been questioned in this pandemic, to which this piece is a good (long) read.

An opinion piece in the BMJ noted the following after this summit, from which I quote : 

It is not widely known that current annual production of all vaccines in the world is about 5 billion doses. Yet this year the aim is to produce as much covid-19 vaccine as possible to meet projected demand—the organizers estimated about 9.5 billion doses which has never been done before. To date, production is less than 500 million doses so there is a very long way to go. 

Such a scale up of production will put a huge strain on the producers of the many inputs required to produce a vaccine and get it into the arms of millions of people. One participant in the summit said that their vaccine required 280 separate inputs. These range from the biological materials to grow the vaccine through a wide range of technical kit necessary for production to the vials that contain the finished product. On top of which vaccine production requires a range of highly-skilled technical personnel to manage what is, unlike most conventional medicines, a complex biological process—and such personnel are in short supply. 

Given the complexity of the task, and the myriad of different circumstances affecting the multiplicity of input suppliers, it is very difficult to anticipate exactly which critical supply problems will emerge or exactly how each of them might be dealt with. What is clear is that such problems will likely arise, given the unprecedented scale-up, and producers, regulators and governments need to be alert in addressing them.


Is it a surprise that in April, an Indian pharmaceutical giant at the heart of the biggest vaccine production effort in the world calls out publicly for the USA to repeal it's sudden embargo on raw materials and free up the supply chain? The USA seems to have done what any country at the apex of this crisis would have done. Protecting critical vaccine raw materials became a national defense interest in an atmosphere of shortages. So these issues simply do not occur in vacuum, they are all interconnected.

In summary, we have a simple but large-scale lack of appreciation for the exponential.

With delayed responses, the timeframe within which manufacturing and logistics can scale up to meet an exponential crisis is woefully limited. Countries step in to protect their national interests. But a globalized world means you can't simply lock all doors on those who deal with you at many complex levels.

It would seem that an entirely new top-down management system built to deal with the unique nature of these exponential events and high number of moving parts are the need of the hour. 

Despite having all the fancy systems in place, the question of coordination between different players in this vast system also needs addressed. What's the point in so-called "taskforces" if they're not used to maximum effect?  Moreover, there could be players who are there to help, and players there specially ordained to throw a wrench into the works

We'll need to take a look into those aspects of this multi-dimensional issue. But that's for another post. 


SUPPLEMENT

Arithmetic, Population and Energy - a talk by Al Bartlett

Friday, April 23, 2021

Studying India's Covid-19 Pandemic Response : Part 1

India has emerged as the global epicenter of the covid-19 pandemic. Photo courtesy : Independent


Like hundreds of helpless expats, I sit in the middle east taking stock of the seriousness of the pandemic situation in India. For the last 2 days, the number of daily cases have topped 300,000. Hospitals overflowing, health services unable to cope, oxygen supply crunched, crematoriums exhuming bodies in car parks. The positivity rate is an all-time high of 30%. Vaccinations need to be at 10 million a day but moving at a snail's pace of 3 million a day. 

Unfortunately, one is faced with having to wade through 24/7 live ticker news and myriad of opinions and commentary on the situation in real-time. Often, you come across phrases and terms used to address the government's actions, such as "mismanagement", "complacency", "refusal to acknowledge shortcomings", "creaky system" or "rickety healthcare" and so on. 

What is going on?

Management and systems engineering are topics that frankly interest me. Taking a step back and looking at this hot mess from a 10,000ft view, how can an average citizen understand the pandemic response policy, decision aid system and management strategy enacted by the current Modi administration specifically for this pandemic? 

Is it possible there is a resource somewhere that rewinds the tape back to day one and runs through all the actions of the government ? Is there a non-partisan book(s) or website anyone know of? India being home to a great business community and management intuitions, I'm concerned why more people are not looking at this crisis from a high level systems point of view.

Of course, these might be concerns even you have. So worry not. Let's try to pick through this disaster piece by piece and unravel the mess playing out before us. I would first like to share a few resources that act as "primers" for reading (I've also included an interview).


Primer :

1. What is the nature of the public health system currently established in India? This handy website explores the current health systems in place in several countries. What I like about it is how it goes in-depth into the organizational structures of each nation's health system. Not highly detailed, but just enough. One can look up India and do the necessary reading. https://www.commonwealthfund.org/international-health-policy-center/countries

2. "Combating the COVID-19 pandemic in a resource-constrained setting: insights from initial response in India" This is a neat analysis of all actions pursued by the Indian government in the first 4 months of the first wave of the pandemic in India. A SWOT analysis of those actions are also contained in the paper. I thought it was very systematically researched. https://gh.bmj.com/content/5/11/e003416

3. "A critique of the Indian government’s response to the COVID-19 pandemic". Self explanatory. An Indian economist exposes where the pandemic response has fallen short. Lots of points to take stock of. One needs to face these questions head-on. https://link.springer.com/article/10.1007/s40812-020-00170-x

4. "Modi Leadership Style Main Reason for India's Covid Mishandling" An interview with Indian economist and historian Ramachandra Guha suggests the principal blame and responsibility rests squarely on the Prime Minister’s shoulders. The analysis is on the leadership flaws in the highest man in power and the "yes men" built around him.  https://www.youtube.com/watch?v=AFVmsRmFE4Q

5. The EPC mess-up with the medical oxygen I leave two articles and the original bid that was floated here : a) https://scroll.in/article/992537/india-is-running-out-of%20oxygen-covid-19-patients-are-dying-because-the-gov%20ernment-wasted-time  and b)  https://www.thenewsminute.com/article/how-kerala-managing-its-medical-oxygen-supply-147579 . The Request for Bid from the Government : http://www.cmss.gov.in/sites/default/files/PSAPLANTTENDERDOCUMENT.pdf

6. "Ten scientific reasons in support of airborne transmission of SARS-CoV-2" https://www.thelancet.com/journals/lancet/article/PIIS0140-6736(21)00869-2/fulltext

7. "Biological Risks in India: Perspectives and Analysis" This is a recent and noteworthy treatment of biological risks in India and stresses why India needs a firm 24/7 bio-disasters policy and purpose built institutions in place. https://carnegieendowment.org/2020/12/09/biological-risks-in-india-perspectives-and-analysis-pub-83399


Once we are done sifting through these articles and getting a handle of the problem, we can address sub-topics. That will be the subject of the next series of posts, which I hopefully will do soon. Thanks.

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