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"contents": "<i><span style=\"font-weight: 400;\">First published by </span></i><a href=\"https://www.groundup.org.za/article/problem-pausing-vaccine-roll-out/\"><i><span style=\"font-weight: 400;\">GroundUp</span></i></a><i><span style=\"font-weight: 400;\">.</span></i>\r\n\r\n<span style=\"font-weight: 400;\">Tough decisions appear to be everywhere in the Covid-19 pandemic era, especially in the area of regulation and policy, where imperfectly known benefits need to be traded against the costs of either supporting this or opposing that. Right now, the world is in a crucial stage of early monitoring of vaccine programmes. A number of national vaccination rollouts have been paused in recent weeks because of concerns about the risk of rare but sometimes fatal side effects.</span>\r\n\r\n<span style=\"font-weight: 400;\">The details of what challenges this presents to those in the unenviable position of having to make the key decisions are far too complex to be sensibly reviewed here. But there is an important insight that epidemiological modelling can show.</span>\r\n\r\n<span style=\"font-weight: 400;\">In short, hitting the pause button at an early stage of a vaccination programme can have larger-than-naively-expected consequences in the long run. It is probably better to continue vaccinating, while concerns are rapidly investigated. It is better to defer decisions to pause until, and only if, there is a specific course correction that has been decided.</span>\r\n\r\n<span style=\"font-weight: 400;\">If possible, epidemiological models should be adapted to local conditions to run pause scenarios in order to shed light on the downside of programme interruptions, before such interruptions are implemented.</span>\r\n\r\n<span style=\"font-weight: 400;\">We can show this without drowning ourselves in technical details. We developed some simple epidemic model scenarios which, while they cannot seriously “predict” the future in the real world, can realistically show key features of real-world interaction between transmission and population-level immunity.</span>\r\n\r\n<span style=\"font-weight: 400;\">Our model world has these features:</span>\r\n<ul>\r\n \t<li>People can spread and acquire an infection, which lasts on average for about a week, and from which they are immune upon recovery.</li>\r\n \t<li>We start our scenario with a very low level of transmission, but with some background level of immunity acquired from previous waves.</li>\r\n \t<li>A vaccination campaign begins about the time that the next wave starts, and we have the option of pausing it, at some point, for some period of time.</li>\r\n</ul>\r\n<span style=\"font-weight: 400;\">All the details of how infectious the bug is, how fast the vaccine rollout is, when it starts, and whether and for how long it is paused, are tunable with inputs to the model. There are numerous details which we can’t explain fully here, but this </span><a href=\"https://www.groundup.org.za/media/uploads/documents/alextechnicalexplanationofpausemodel_paginated.pdf\"><span style=\"font-weight: 400;\">document</span></a><span style=\"font-weight: 400;\"> explains our model in more detail so that interested readers can test our results for themselves.</span>\r\n\r\n<span style=\"font-weight: 400;\">Idealised features such as, for example, that all people are equally good at spreading infection or that vaccination confers perfect immunity, do not really affect the findings of the model.</span>\r\n\r\n<span style=\"font-weight: 400;\">The basic output which this model generates is displayed below:</span>\r\n\r\n<p><img loading=\"lazy\" class=\"wp-image-898031 size-full\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/alex1.png\" alt=\"\" width=\"540\" height=\"292\" /> <span style=\"color: #333333; font-size: 1rem;\">The horizontal axis shows the passing of time (nominally in days, but it does not matter). Various key quantities are indicated on either the left or right vertical axes.</span></p>\r\n\r\n<span style=\"font-weight: 400;\">S: the proportion of the population which is still susceptible to infection (right vertical axis)</span>\r\n\r\n<span style=\"font-weight: 400;\">I</span><span style=\"font-weight: 400;\">: the proportion of the population which is currently infected (left vertical axis)</span>\r\n\r\n<span style=\"font-weight: 400;\">R</span><span style=\"font-weight: 400;\">: the proportion of the population which has been infected but is already recovered (right vertical axis)</span>\r\n\r\n<span style=\"font-weight: 400;\">V</span><span style=\"font-weight: 400;\">: the proportion of the population which has been vaccinated (left vertical axis)</span>\r\n\r\n<span style=\"font-weight: 400;\">The most important curve, for the present argument, is the blue one, which indicates the cumulative cases of infection over time. The value which the blue curve reaches at the right side of the graph is the overall cost of the outbreak in terms of infections that the population has had to endure.</span>\r\n\r\n<span style=\"font-weight: 400;\">Note that the green line shows a steady rate of vaccination, with 20% (see the left vertical axis) of the population vaccinated at the end of the displayed scenario.</span>\r\n\r\n<span style=\"font-weight: 400;\">We can temporarily pause the vaccination programme whenever we want, for some period of time. Pausing it for two weeks, when the infection peak has almost passed, is shown as:</span>\r\n\r\n<img loading=\"lazy\" class=\"size-full wp-image-898033 aligncenter\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/alex2.png\" alt=\"\" width=\"540\" height=\"292\" />\r\n\r\n<span style=\"font-weight: 400;\">See how the pause reflects in the flat part of the green line, and how it impacts the blue line. Pausing vaccination for two weeks, just a few days after beginning it, is shown as:</span>\r\n\r\n<p><img loading=\"lazy\" class=\"size-full wp-image-898036\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/alex3.png\" alt=\"\" width=\"540\" height=\"292\" /> Note that the early pause is considerably more impactful than a late pause. (Graph: supplied by GroundUp)</p>\r\n\r\n<span style=\"font-weight: 400;\">Note that the early pause is considerably more impactful than a late pause. In fact, the increase in cases produced by the early pause is greater than the number of people who missed their vaccination who become infected. It is even greater than the total number of people who would have been vaccinated during the pause.</span>\r\n\r\n<span style=\"font-weight: 400;\">It is very difficult to put real-world numbers to this kind of dynamic, but the broad point is robust.</span>\r\n\r\n<span style=\"font-weight: 400;\">This is a consequence of the fact that vaccination not only protects the people who are vaccinated; it also protects everyone else because it limits transmission. By pausing early, one risks missing out on a significant boost in early immunity which can have a substantial impact on the unfolding of an imminent outbreak.</span>\r\n\r\n<span style=\"font-weight: 400;\">You may be able to see the effect more clearly if you see all three graphs as an animation. Note how in the early pause scenario the current infections line (red) has a considerably bigger bump, and the cumulative infections (blue line) endpoint is much higher.</span>\r\n\r\n<img loading=\"lazy\" class=\"size-full wp-image-898040 aligncenter\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/alex123.gif\" alt=\"\" width=\"540\" height=\"292\" />\r\n\r\n<span style=\"font-weight: 400;\">So, again, in short: Hitting the pause button at an early stage of a vaccination programme can have larger-than-naively-expected consequences in the long run. <strong>DM</strong></span>\r\n\r\n<i><span style=\"font-weight: 400;\">Professor Welte is with the South African Centre for Epidemiological Modelling and Analysis at Stellenbosch University. Professor Ouifki is in the Mathematics Department at the University of Pretoria. Here is a </span></i><a href=\"https://www.groundup.org.za/media/uploads/documents/vaccinerolloutpause-technicalnote-20210421.pdf\"><i><span style=\"font-weight: 400;\">full description of the model</span></i></a><i><span style=\"font-weight: 400;\">.</span></i>\r\n\r\n<img loading=\"lazy\" style=\"display: none; width: 1px;\" src=\"https://thirdpartyhits.groundup.org.za/counter/hit/dailymaverick/2021-04-21-problem-pausing-vaccine-roll-out\" alt=\"\" />\r\n\r\n ",
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"description": "<i><span style=\"font-weight: 400;\">First published by </span></i><a href=\"https://www.groundup.org.za/article/problem-pausing-vaccine-roll-out/\"><i><span style=\"font-weight: 400;\">GroundUp</span></i></a><i><span style=\"font-weight: 400;\">.</span></i>\r\n\r\n<span style=\"font-weight: 400;\">Tough decisions appear to be everywhere in the Covid-19 pandemic era, especially in the area of regulation and policy, where imperfectly known benefits need to be traded against the costs of either supporting this or opposing that. Right now, the world is in a crucial stage of early monitoring of vaccine programmes. A number of national vaccination rollouts have been paused in recent weeks because of concerns about the risk of rare but sometimes fatal side effects.</span>\r\n\r\n<span style=\"font-weight: 400;\">The details of what challenges this presents to those in the unenviable position of having to make the key decisions are far too complex to be sensibly reviewed here. But there is an important insight that epidemiological modelling can show.</span>\r\n\r\n<span style=\"font-weight: 400;\">In short, hitting the pause button at an early stage of a vaccination programme can have larger-than-naively-expected consequences in the long run. It is probably better to continue vaccinating, while concerns are rapidly investigated. It is better to defer decisions to pause until, and only if, there is a specific course correction that has been decided.</span>\r\n\r\n<span style=\"font-weight: 400;\">If possible, epidemiological models should be adapted to local conditions to run pause scenarios in order to shed light on the downside of programme interruptions, before such interruptions are implemented.</span>\r\n\r\n<span style=\"font-weight: 400;\">We can show this without drowning ourselves in technical details. We developed some simple epidemic model scenarios which, while they cannot seriously “predict” the future in the real world, can realistically show key features of real-world interaction between transmission and population-level immunity.</span>\r\n\r\n<span style=\"font-weight: 400;\">Our model world has these features:</span>\r\n<ul>\r\n \t<li>People can spread and acquire an infection, which lasts on average for about a week, and from which they are immune upon recovery.</li>\r\n \t<li>We start our scenario with a very low level of transmission, but with some background level of immunity acquired from previous waves.</li>\r\n \t<li>A vaccination campaign begins about the time that the next wave starts, and we have the option of pausing it, at some point, for some period of time.</li>\r\n</ul>\r\n<span style=\"font-weight: 400;\">All the details of how infectious the bug is, how fast the vaccine rollout is, when it starts, and whether and for how long it is paused, are tunable with inputs to the model. There are numerous details which we can’t explain fully here, but this </span><a href=\"https://www.groundup.org.za/media/uploads/documents/alextechnicalexplanationofpausemodel_paginated.pdf\"><span style=\"font-weight: 400;\">document</span></a><span style=\"font-weight: 400;\"> explains our model in more detail so that interested readers can test our results for themselves.</span>\r\n\r\n<span style=\"font-weight: 400;\">Idealised features such as, for example, that all people are equally good at spreading infection or that vaccination confers perfect immunity, do not really affect the findings of the model.</span>\r\n\r\n<span style=\"font-weight: 400;\">The basic output which this model generates is displayed below:</span>\r\n\r\n[caption id=\"attachment_898031\" align=\"aligncenter\" width=\"540\"]<img class=\"wp-image-898031 size-full\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/alex1.png\" alt=\"\" width=\"540\" height=\"292\" /> <span style=\"color: #333333; font-size: 1rem;\">The horizontal axis shows the passing of time (nominally in days, but it does not matter). Various key quantities are indicated on either the left or right vertical axes.</span>[/caption]\r\n\r\n<span style=\"font-weight: 400;\">S: the proportion of the population which is still susceptible to infection (right vertical axis)</span>\r\n\r\n<span style=\"font-weight: 400;\">I</span><span style=\"font-weight: 400;\">: the proportion of the population which is currently infected (left vertical axis)</span>\r\n\r\n<span style=\"font-weight: 400;\">R</span><span style=\"font-weight: 400;\">: the proportion of the population which has been infected but is already recovered (right vertical axis)</span>\r\n\r\n<span style=\"font-weight: 400;\">V</span><span style=\"font-weight: 400;\">: the proportion of the population which has been vaccinated (left vertical axis)</span>\r\n\r\n<span style=\"font-weight: 400;\">The most important curve, for the present argument, is the blue one, which indicates the cumulative cases of infection over time. The value which the blue curve reaches at the right side of the graph is the overall cost of the outbreak in terms of infections that the population has had to endure.</span>\r\n\r\n<span style=\"font-weight: 400;\">Note that the green line shows a steady rate of vaccination, with 20% (see the left vertical axis) of the population vaccinated at the end of the displayed scenario.</span>\r\n\r\n<span style=\"font-weight: 400;\">We can temporarily pause the vaccination programme whenever we want, for some period of time. Pausing it for two weeks, when the infection peak has almost passed, is shown as:</span>\r\n\r\n<img class=\"size-full wp-image-898033 aligncenter\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/alex2.png\" alt=\"\" width=\"540\" height=\"292\" />\r\n\r\n<span style=\"font-weight: 400;\">See how the pause reflects in the flat part of the green line, and how it impacts the blue line. Pausing vaccination for two weeks, just a few days after beginning it, is shown as:</span>\r\n\r\n[caption id=\"attachment_898036\" align=\"aligncenter\" width=\"540\"]<img class=\"size-full wp-image-898036\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/alex3.png\" alt=\"\" width=\"540\" height=\"292\" /> Note that the early pause is considerably more impactful than a late pause. (Graph: supplied by GroundUp)[/caption]\r\n\r\n<span style=\"font-weight: 400;\">Note that the early pause is considerably more impactful than a late pause. In fact, the increase in cases produced by the early pause is greater than the number of people who missed their vaccination who become infected. It is even greater than the total number of people who would have been vaccinated during the pause.</span>\r\n\r\n<span style=\"font-weight: 400;\">It is very difficult to put real-world numbers to this kind of dynamic, but the broad point is robust.</span>\r\n\r\n<span style=\"font-weight: 400;\">This is a consequence of the fact that vaccination not only protects the people who are vaccinated; it also protects everyone else because it limits transmission. By pausing early, one risks missing out on a significant boost in early immunity which can have a substantial impact on the unfolding of an imminent outbreak.</span>\r\n\r\n<span style=\"font-weight: 400;\">You may be able to see the effect more clearly if you see all three graphs as an animation. Note how in the early pause scenario the current infections line (red) has a considerably bigger bump, and the cumulative infections (blue line) endpoint is much higher.</span>\r\n\r\n<img class=\"size-full wp-image-898040 aligncenter\" src=\"https://www.dailymaverick.co.za/wp-content/uploads/alex123.gif\" alt=\"\" width=\"540\" height=\"292\" />\r\n\r\n<span style=\"font-weight: 400;\">So, again, in short: Hitting the pause button at an early stage of a vaccination programme can have larger-than-naively-expected consequences in the long run. <strong>DM</strong></span>\r\n\r\n<i><span style=\"font-weight: 400;\">Professor Welte is with the South African Centre for Epidemiological Modelling and Analysis at Stellenbosch University. Professor Ouifki is in the Mathematics Department at the University of Pretoria. Here is a </span></i><a href=\"https://www.groundup.org.za/media/uploads/documents/vaccinerolloutpause-technicalnote-20210421.pdf\"><i><span style=\"font-weight: 400;\">full description of the model</span></i></a><i><span style=\"font-weight: 400;\">.</span></i>\r\n\r\n<img style=\"display: none; width: 1px;\" src=\"https://thirdpartyhits.groundup.org.za/counter/hit/dailymaverick/2021-04-21-problem-pausing-vaccine-roll-out\" alt=\"\" />\r\n\r\n ",
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