In order to translate measures of relative risk, such as odds ratios or hazard ratios, to the more easily interpretable changes in absolute risk, we need baseline risks: the proportion of people in the ‘unexposed’ group who experience the outcome of interest. This will help make sense of the real magnitude of the risks reported in research and to be able to communicate its relevance to wider audiences.
Unfortunately, baseline risks are not readily obtained for case-control studies: a fairly common design in which people who have experienced the outcome are identified (the cases), and matched to some extent (say same age and sex) with people who have not experienced the outcome (the controls), and then retrospectively look at what proportion in each group had been exposed to the risk factor. This is the opposite to a prospective cohort design, in which exposed and unexposed people are followed up over a long period of time: a case-control study is quicker and more efficient for rare outcomes, but does require good historical data which is not subject to ‘recall bias’ (people who suffer a bad outcome may tend to report exposures that they have heard might be linked to their condition). …
The Joint Committee for Vaccines and Immunisation (JCVI) has released its priority list for getting a Covid vaccine, which is as follows:
After nearly 45,000 Covid deaths in England and Wales, we can see that people of different ages have been exposed to dramatically differing risks. Fatalities among school-children have been remarkably low. Taking women aged 30–34 as an example, around 1 in 70,000 died from Covid over the 9 peak weeks of the epidemic. Since over 80% of these had pre-existing medical conditions, we estimate that a healthy women in this age-group had less than a 1 in 350,000 risk of dying from Covid, around 1/4 of the normal risk of an accidental death over this period.
Healthy children and young adults have been exposed to an extremely small risk during the peak of the epidemic, which would normally be deemed an acceptable part of life. Risks can be far higher for the elderly and those with pre-existing medical conditions. …
The article ‘An analysis of SARS-CoV-2 viral load by patient age’ by Jones et al. claims that “viral loads in the very young do not differ significantly from those of adults. ”, and the authors “caution against an unlimited re-opening of schools and kindergartens in the present situation. Children may be as infectious as adults.” It has been widely reported as implying that viral loads in children are similar to adults, and yet the data in the article show children between 1 and 10 having on average 27% (conservative 95% interval 8% to 91%) of the viral load of adults aged over 20. We show how inappropriate statistical analysis led to the authors’ unjustified conclusions: essentially, in spite of initially finding a statistically significant difference between subgroups, they made it disappear by doing so many additional and uninteresting comparisons. …
As COVID-19 changes from being seen as a societal threat to a problem in risk management, it is essential that we get a handle on the magnitudes of the risk we face, and try to work out ways to communicate these appropriately. Note that I am only covering the lethal risks, not the potentially important consequences of illness or treatment.
When discussing the risks surrounding COVID, it is very important to carefully distinguish —
The Office for National Statistics (ONS) released the latest data on death registrations at 9.30am on April 21st, covering the week ending April 10th (week 15). Headline statistics include
In a popular blog published on March 21st (which seems a lifetime ago), I argued that the estimated mortality rate of people whilst infected with Covid-19 was very similar to the average risk that people of the same age experienced over a whole year. Both Covid and annual background risk vary hugely within age-groups, with most of the lethal risk being held by people who are already frail. An additional bold assumption that this average property held at the individual level would lead to a very simple interpretation: Covid could be considered as packing what amounts to your current annual risk into a few weeks. …
An article by Nick Triggle on BBC Online raises the issue of whether many deaths from COVID-19 would have occurred anyway as part of the ‘normal’ risks faced by people, particularly the elderly and those with chronic health problems who are the main victims of COVID. To provide some background, I’ve had a look at how much ‘normal’ risk COVID seems to represent.
It’s always useful to remember that we’re all going to die sometime, and the rate at which we do so is faithfully recorded in the life tables provided by the Office For National Statistics.
These provide annual ‘hazards’ — that is the proportion of people of each year of age, who do not reach their next birthday. These are plotted below on a logarithmic scale, showing an early peak due to congenital diseases and birth trauma, then a minimum around age 9 or 10 (nobody in the history of humanity has been as safe as a contemporary primary school child), and then a steady increase which is remarkably linear, apart from a sad bump in late teens and early 20’s, whose cause is all too clear. This linearity on a logarithmic scale corresponds to exponential increase— the proportion of people dying each year increases at about 9%, regardless of age. So average risk of death doubles in 8 years. …
There’s been some dire headlines about the current outbreak , such as ‘Virus Panic’ from the Daily Mirror last week, featuring one woman wearing a face mask, and reports of hand gel selling out. As a main official recommendation is to wash hands, buying hand gel hardly seems a panic reaction.
With the luxury of our own transport we could ask for a diversion to a nunnery near Trongsa which is connected to Kate’s teacher. The young nuns were practicing their debating skills outdoors, slapping their hands together for emphasis in the Tibetan style, some whirling round with sheer enthusiastic energy: apparently they are winning competitions.
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