Sarah Caul Profile
Sarah Caul

@Sarah__Caul

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MBE. Currently working on PSP Review. Previous Head of Mortality @ONS during the pandemic. All views are my own, re-tweet and like doesn't imply endorsement.

Joined March 2012
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@Sarah__Caul
Sarah Caul
1 year
A thread of (hopefully) useful links which I plan to pin to the top of my profile for ease of access
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@Sarah__Caul
Sarah Caul
2 years
Today we released an update on Deaths involving COVID-19 by vaccination status up to December 2022. Here is a thread on the release (1/10)
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@Sarah__Caul
Sarah Caul
2 years
Throughout the time series those unvaccinated had a higher age-standardised COVID-19 mortality rate than those who had had any vaccination and those who had had a third dose or booster at least 21 days ago. (6/10)
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@Sarah__Caul
Sarah Caul
2 years
Here is a little thread on deaths involving COVID-19 by vaccination status (1/6)
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@Sarah__Caul
Sarah Caul
1 year
Today we released Vaccine effectiveness estimated using 2021 Census variables, England: 31 March 2021 to 20 March 2022 (1/9)
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@Sarah__Caul
Sarah Caul
1 year
Today the team have released statistics on risk of death following COVID-19 or positive SARS-CoV-2 test in young people and Coronavirus (COVID-19) vaccine uptake by socio-demographic status and occupation (1/5)
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@Sarah__Caul
Sarah Caul
3 years
@IainMulady @beverleyturner For a cause to be mentioned on the death certificate it must have contributed to the death. To week ending 4 Feb 22 there were 165,871 deaths involving COVID-19 in England and Wales. The majority will have COVID listed as the underlying cause and may have pre-existing conditions
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@Sarah__Caul
Sarah Caul
2 years
A lot of new followers 👋 I'm the head of mortality analysis at ONS. I tweet about our releases and write threads to help explain the data Here to help people understand the data and answer as many Qs as I can This is on top of my work, so may be slow to respond.
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@Sarah__Caul
Sarah Caul
2 years
Using age-standardised mortality rates, which takes into account the size and age structure of the groups. Those vaccinated had a significantly lower rate of death involving COVID-19 for both males and females in April and May (4/6)
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@Sarah__Caul
Sarah Caul
3 years
There has been a lot of interest in mortality in relation to the vaccine and the difference between ONS figures and Yellow Card data. Here’s a thread explaining the differences. (1/9)
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@Sarah__Caul
Sarah Caul
2 years
In summary, the numbers are correct but do not tell the whole story. We should take into account the population of each group which tells us that those vaccinated have a lower rate of death involving COVID-19 than those unvaccinated. (5/6)
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@Sarah__Caul
Sarah Caul
1 year
Vaccine effectiveness against COVID-19 mortality was 58.7% for a first dose, 88.6% for a second dose and 93.2% for a third dose. (8/9)
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@Sarah__Caul
Sarah Caul
2 years
Such an honour to receive my MBE today and very glad I got to do it on the same day that @myer_g received his OBE
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@Sarah__Caul
Sarah Caul
3 years
This five-part Q and A thread answers questions I regularly receive on Twitter in relation to mortality and #COVID19 . If I haven’t answered a question you have please tweet it to me.
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@Sarah__Caul
Sarah Caul
2 years
There has been, understandably, a lot of interest in today's vaccine release. Hard to keep up with notifications but I'm trying my best to respond. May not be that quick a response!
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@Sarah__Caul
Sarah Caul
2 years
You may have seen this chart showing that more people vaccinated are dying with COVID mentioned on the death certificate compared to those unvaccinated. However it doesn’t show the full picture. (2/6)
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@Sarah__Caul
Sarah Caul
1 year
Between 21 Mar 2021 to 20 Mar 2022, vaccine effectiveness against hospitalisation for COVID-19 was 52.2% for a first dose, 55.7% for a second dose and 77.6% for a third dose (7/9)
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@Sarah__Caul
Sarah Caul
2 years
Thank you to the team that produces this for all their hard work and for allowing me to tweet about it (10/10)
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@Sarah__Caul
Sarah Caul
1 year
The risk of death publication can be found in the link () and the stats comment is shown in this picture (2/5)
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@Sarah__Caul
Sarah Caul
2 years
I shall do more responses tomorrow. For now the most common things I've said today: 1. Numbers do not take into account the population of the groups, please use the ASMRs 2. If you are vaccinated you are included in the vaccinated category. Even if you had the vaccine yesterday
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@Sarah__Caul
Sarah Caul
3 years
Today's release shows the number of deaths in the North East and the South West regions were below the five-year average (3.2% and 2.8% fewer deaths). This is the first time since week ending 23 October 2020 that deaths in any English region have been below the five-year average.
@ONS
Office for National Statistics (ONS)
3 years
The provisional number of deaths registered in England and Wales in the week ending 26 February 2021 (Week 8) was 12,614. This was ▪️ 1,195 fewer than Week 7 ▪️ 1,066 higher than the five-year average for Week 8 ➡️
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@Sarah__Caul
Sarah Caul
2 years
In the latter half of 2022, non-COVID mortality rates for vaccinated people and those who have had at least a third dose or booster have been more similar to those of unvaccinated people than earlier in the year, although they remain slightly higher for unvaccinated people (7/10)
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@Sarah__Caul
Sarah Caul
2 years
All information available in table 6 found here: (6/6)
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@Sarah__Caul
Sarah Caul
4 years
Hi everyone – I'm now using my account in an official capacity for @ONS as Head of Mortality Analysis. So expect to see more tweets on health analysis and life events! (Mainly deaths but I’ll try and throw in some births and baby names to cheer up the balance!)
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@Sarah__Caul
Sarah Caul
2 years
Two clarifications on the methodology. 1. ONS count someone as vaccinated from the day on which they receive a vaccination. (3/10)
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@Sarah__Caul
Sarah Caul
3 years
I would like to thank everyone for their kind words over the weekend. Still hard to believe that I've got an MBE! I'm very fortunate to receive this for a job that I absolutely love. I'm so proud of the work we've achieved, my @ONS and wider health statistics colleagues.
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@Sarah__Caul
Sarah Caul
2 years
Here is the ONS thread
@ONS
Office for National Statistics (ONS)
2 years
We've published age-standardised mortality rates for deaths involving #COVID19 by vaccination status, broken down by age group (1 April 2021 and 31 December 2022) in England. ➡️
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@Sarah__Caul
Sarah Caul
3 years
Today's release means we have a year of COVID death registrations (Week 11 2020 to Week 10 2021). In that time there have been 651,310 deaths registered in England and Wales, 120,181 above average. 135,808 (20.9%) mentioned COVID-19.
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@Sarah__Caul
Sarah Caul
1 year
A thread on 10 common Qs in relation to our analysis of mortality by vaccination status
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@Sarah__Caul
Sarah Caul
3 years
Using our ONS data for deaths registered up to June 2021, there has been 4 deaths where adverse reaction to the vaccine was mentioned on the death certificate. Of these, 0 had it as the underlying cause of death (8/9)
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@Sarah__Caul
Sarah Caul
2 years
The number and characteristics of those who are vaccinated and unvaccinated are different, are we need to take these into account when looking at the number of deaths for each group (3/6)
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@Sarah__Caul
Sarah Caul
2 years
2. the ASMRs are not equivalent to measures of vaccine effectiveness; they account for differences in age structure and population size, but there may be other differences between the groups (particularly underlying health) that affect mortality rates. (4/10)
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@Sarah__Caul
Sarah Caul
2 years
For personal reasons, I'll be unavailable on here for the foreseeable future
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@Sarah__Caul
Sarah Caul
2 years
We were planning on including information on spring and autumn boosters but we currently do not have access to the data. We therefore decided to publish rather than wait for the data (5/10)
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@Sarah__Caul
Sarah Caul
2 years
Although the methodology to calculate rates has not changed for this release there have been some changes including updating to census 2021 and the removal of period to date numbers. More information can be found in the release (2/10)
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@Sarah__Caul
Sarah Caul
3 years
@jneill @allanplaskett @wheezylouse @hartgroup_org @ONS We report the number of deaths involving adverse effects of the vaccine as part of monthly mortality analysis, as of January there were 0 deaths in England and Wales
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@Sarah__Caul
Sarah Caul
2 years
The headline release and datasets can be found here: (9/10)
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@Sarah__Caul
Sarah Caul
2 years
There are many breakdowns in the release including which dose and whether it was within 21 days or not, age group and sex. These are just the high level points. (8/10)
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@Sarah__Caul
Sarah Caul
3 years
@DavidTaylorYork @leithshorebook1 @ParkinJim @whykeepitup @SGriffin_Lab @MichaelYeadon3 Hi all - for a death certificate to mention COVID it must have contributed to the death. 'Due to' means it was the underlying cause, 'involving' means it could be the underlying or a contributory cause
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@Sarah__Caul
Sarah Caul
1 year
@USMortality We do reports on excess deaths which will look at the cause in any excess deaths. Next one is out tomorrow
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@Sarah__Caul
Sarah Caul
2 years
@truthorcorrupt @jneill @AThankless @profnfenton @d_spiegel No we didn't. We added that as extra information. It's my release, I've been doing it since before the pandemic. The only changes have been adding extra information. We still count death registrations each week
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@Sarah__Caul
Sarah Caul
1 year
There is a lot more information in the release. I'll respond to any queries but may be slow due to meetings (9/9)
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@Sarah__Caul
Sarah Caul
2 years
@UncommonSense74 The data isn't biased, we are independent. There is a possibility that your circumstances doesn't tally with that found across England
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@Sarah__Caul
Sarah Caul
3 years
Today's suicide release shows that in 2020, there were 5,224 suicides registered in England and Wales, equivalent to an age-standardised mortality rate of 10.0 deaths per 100,000 people and statistically significantly lower than the 2019 rate of 11.0 deaths per 100,000.
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@Sarah__Caul
Sarah Caul
1 year
@955196 Apologies, I'm not sure the issue is? COVID is to be mentioned where it contributed to the death - this is the same as all causes. If it's probable COVID but no test results then COVID - which to me suggest if it's evidence then put it? If they were unsure it would go to coroner.
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@Sarah__Caul
Sarah Caul
1 year
The link to the vaccination uptake publication is here: (5/5)
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@Sarah__Caul
Sarah Caul
2 years
I took some time of for personal reasons, but now I am back and ready to answer any mortality related queries you may have! If you reached out whilst I was away, you may want to tag me again if you still want an answer
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@Sarah__Caul
Sarah Caul
1 year
Vaccine effectiveness is the reduction in risk due to receiving a vaccine (4/9)
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@Sarah__Caul
Sarah Caul
1 year
@Jikkyleaks @JohnBeaudoinSr @Vnafilyan @sarahjestock Actually, all that information is available online:
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@Sarah__Caul
Sarah Caul
3 years
Hopefully this has helped explain the difference between the two sources and the benefits of both (9/9)
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@Sarah__Caul
Sarah Caul
1 year
Today’s analysis also accounts for a wide range of a wide range of socio-demographic and health-related factors and aim to estimate the effectiveness of COVID-19 vaccines (3/9)
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@Sarah__Caul
Sarah Caul
3 years
@jayne_puligan @PappeP @Emma34770971 @BottomleyFiona @GrandePois @RoxanneLJames @JuliaHadley15 @EmmaKennedy @Matthew_Wright Hi all - To May 2021, there have been 139,722 deaths involving COVID-19, of which 124,200 were due to COVID. There have been 3 deaths involving the vaccine, of which 0 were due to the vaccine. This information will be updated to include June on Friday.
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@Sarah__Caul
Sarah Caul
1 year
The age-standardised mortality rates published in our Deaths by Vaccination status release only account for differences in age between vaccinated and unvaccinated people. (2/9)
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@Sarah__Caul
Sarah Caul
1 year
It is estimated by comparing the risk in vaccinated and unvaccinated individuals, accounting for differences in each population (confounding factors) (5/9)
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@Sarah__Caul
Sarah Caul
2 years
@mugglematrix If the jabs did more harm than good then that is what we would present. What benefit would we get from lying about the jab? We are independent and we present what the data shows. I'm sorry if you don't like what we report because it doesn't support your views
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@Sarah__Caul
Sarah Caul
2 years
Well, I avoided it for over two years at least 😅
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@Sarah__Caul
Sarah Caul
1 year
A list of what we take into account can be found in section 2 of the release (6/9)
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@Sarah__Caul
Sarah Caul
1 year
@SoutarHamish It isn't fraud, we are telling you exactly what we are doing
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@Sarah__Caul
Sarah Caul
3 years
Private homes are the only place where deaths have been consistently above the five-year average (2015 to 2019) in all months from January 2020 to June 2021. 1/5
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@Sarah__Caul
Sarah Caul
3 years
As expected there has been some discussion around the change to the five-year average. I've been in meetings all day and so have not been able to reply individually. Here is a thread which should hopefully answer all the questions I have seen. Sorry, I do love a thread! (1/12)
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@Sarah__Caul
Sarah Caul
4 years
As part of todays release, we published the number of deaths coded as a result of the COVID vaccine, which was 0 in both England and Wales for registrations up to January 2021 (Table 12 - )
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@Sarah__Caul
Sarah Caul
3 years
We have also updated table 12 in monthly mortality analysis, the number of deaths where adverse reaction to the vaccine was mentioned on the death certificate is 15, of these 10 had it listed as the underlying cause (up to December 2021)
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@Sarah__Caul
Sarah Caul
3 years
Today, thanks to the amazing people I work with, we have managed to release weekly deaths, deaths registered in 2020 and COVID-19 in 2020. Alongside this we have helped in an article on births and deaths, updated our QMI and User Guide (technical information on deaths)
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@Sarah__Caul
Sarah Caul
2 years
Today we have released monthly mortality analysis for January 2023. Part of which includes the leading cause of excess deaths for the month
@ONS
Office for National Statistics (ONS)
2 years
Mortality rates for Jan 2023 were significantly higher compared with Jan 2022 in England and Wales: ▪️ 63,177 deaths were registered in England – 11.7% above the Jan five-year average ▪️ 4,230 deaths were registered in Wales, 13.6% above the average ➡
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@Sarah__Caul
Sarah Caul
1 year
Taking a break from answering some questions to ask some questions to raise money for the samaritans in memory of a close friend, Danielle Cornish
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@Sarah__Caul
Sarah Caul
2 years
@UncommonSense74 That is unfortunate that you have had 4 people die in relation to the vaccine. However, that is your experience and those around you (assuming they know the same people) and doesn't mean it necessarily is the story across England
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@Sarah__Caul
Sarah Caul
1 year
Today we have released 'Excess deaths in England and Wales: March 2020 to December 2022' (1/4)
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@Sarah__Caul
Sarah Caul
2 years
@truthorcorrupt @jneill @profnfenton @d_spiegel Hey - I lead on this work for the ONS. The number of deaths is higher for ONS because not everyone will have been tested for COVID-19. Especially at the start of the pandemic where the number of tests were limited.
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@Sarah__Caul
Sarah Caul
3 years
@john_actuary @_johnbye @ONS This is not ONS data and not groupings that we have produced.
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@Sarah__Caul
Sarah Caul
3 years
A1: ONS counts a death involving COVID-19 as a death where COVID-19 is mentioned on the death certificate. This means the medical professional believed COVID-19 had been involved in the chain of events that led to the death (1/6)
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@Sarah__Caul
Sarah Caul
3 years
Really happy that @RoyalStatSoc asked me to do this interview. Love talking about statistics and about how much I love my job!
@RoyalStatSoc
Royal Statistical Society
3 years
Our 'Statistics Are Vital' campaign looks to highlight the crucial role statisticians have played in our response to Covid For our second interview we speak to @SarahCaul_ONS who was awarded an MBE for her work on mortality statistics #VitalStats
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@Sarah__Caul
Sarah Caul
1 year
I won't be interacting with the post which claims I made another organisation stop publishing, however I will add the vaccine threads to my pinned tweets.
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@Sarah__Caul
Sarah Caul
2 years
@truthorcorrupt @AThankless @jneill @profnfenton @d_spiegel COVID would only be mentioned on the death certificate if it contributed to the death. We have cases where someone tested +ve but it was not mentioned in the death certificate
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@Sarah__Caul
Sarah Caul
1 year
Vaccine effectiveness against COVID-19 mortality was 58.7% (52.7% to 63.9%) for a first dose, 88.5% (87.5% to 89.5%) for a second dose and 93.2% (92.9% to 93.5%) for a third dose, with evidence of waning 3+ months after the second and third doses. (5/9)
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@Sarah__Caul
Sarah Caul
1 year
@CodeDissonant We have quite a few releases on long covid. Here is one which has links to others at the bottom. Hope that helps
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@Sarah__Caul
Sarah Caul
2 years
@judysimpson222 @Christo19725794 @elijah3570 @GMB The number of deaths due to the vaccine are reported monthly in table 12 (). The number is currently 43 deaths involving the vaccine, of which 37 were due to the vaccine
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@Sarah__Caul
Sarah Caul
1 year
@SenseiTodd This is based on census 21, so is fairly recent. We model so that we can take into account the differences in the population groups, however the data tables have the results not fully adjusted
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@Sarah__Caul
Sarah Caul
3 years
@jtweeter14 @Sharpe_Actuary Just because someone tests positive for COVID doesn't mean that it will be mentioned on the death certificate. The death certificate is a legal document and if you believe any doctor has been falsifying records then I suggest raising it with the doctor or coroner in question
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@Sarah__Caul
Sarah Caul
3 years
Within today's release () we've updated Table 12. This shows that for deaths registered up to June 2021 there has been 4 deaths involving adverse reaction to the vaccine, none of which were the underlying cause.
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@Sarah__Caul
Sarah Caul
3 years
A nice change from deaths today. My grandparents are celebrating their 65th wedding anniversary. One of 352,944 weddings in 1956 (.) My grandad still looks at my grandma like a love sick teenager!
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@Sarah__Caul
Sarah Caul
2 years
@ClareCraigPath @JaneHogarth84 To 1: I don't see evidence, I see an assumption based on excess deaths? You've assumed people were putting COVID instead of the actual cause. There are alternative explanations which could contribute to below mortality in some causes. Or have I missed a link to evidence?
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@Sarah__Caul
Sarah Caul
2 years
Today we published monthly mortality analysis, we have added a table (table 13 in the reference tables) on deaths involving the vaccine by age-group
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@Sarah__Caul
Sarah Caul
3 years
A1: Information provided on the death certificates take longer to collate but provide more robust figures on the number of deaths involving and due to COVID-19. (6/6)
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@Sarah__Caul
Sarah Caul
3 years
For ONS data, we look at where COVID-19 vaccines causing adverse effects is mentioned on the death certificate. Meaning the medical professional certifying the death believed, to the best of their knowledge, that the vaccine was part of the events that led to the death (5/9)
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@Sarah__Caul
Sarah Caul
3 years
The nature of Yellow Card reporting means that reported events are not always proven side effects. Some events may have happened anyway, regardless of vaccination. (4/9)
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@Sarah__Caul
Sarah Caul
3 years
A1: Also, in some cases, the person may have tested positive for COVID-19 but the medical professional believed that COVID-19 did not play a part in the death. This means COVID-19 would not appear on the death certificate. (4/6)
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@Sarah__Caul
Sarah Caul
3 years
The person certifying the deaths will have access to all the information surrounding the death and can complete a post-mortem and hold an inquest if necessary to determine the cause of death (6/9)
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@Sarah__Caul
Sarah Caul
2 years
Today, on top of the usual weekly deaths (last release until after the festive break), we have released a few publications on international comparisons of excess mortality (1/8)
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@Sarah__Caul
Sarah Caul
1 year
@955196 - COVID-19 can be placed anywhere on the certificate (which is why we have deaths due to and deaths involving COVID) - Only when it is the underlying cause - Doctors can use things other than the test to come to COVID-19 as a cause
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@Sarah__Caul
Sarah Caul
2 years
Busy today, can't keep up with all the twitter notifications. So.. 1. We will announce a date for COVID by vaccination status soon 2. The delay has been to improve data sources and noted on the website 3. I won't be commenting any further on this (it's not my work)
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@Sarah__Caul
Sarah Caul
3 years
This data takes longer to come through as it is based on death registrations and deaths that go to a coroner to be investigated tend to take longer to be registered (7/9)
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@Sarah__Caul
Sarah Caul
3 years
The Yellow Card scheme is useful because it helps monitor potential side effects of the vaccine and is timely. Any member of the public or health professional can submit suspected side effects through the Yellow Card scheme. (3/9)
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@Sarah__Caul
Sarah Caul
3 years
I’ve taken the yellow card details from their release. I’m happy to be corrected if I have misinterpreted something (2/9)
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@Sarah__Caul
Sarah Caul
3 years
@mcbride360 @localnotail @jneill @naturaltosmile All causes can be mentioned on the death certificate. If someone died of influenza, it would be mentioned on the death certificate.
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@Sarah__Caul
Sarah Caul
1 year
New favourite insult is 'knucklehead with the dyed hair'. Never thought my hair would come into it! Previously dyed red, now dyed purple. Although glad to see the description of 'red hair and glasses' continues.
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@Sarah__Caul
Sarah Caul
3 years
Today we have updated our deaths involving COVID-19 by vaccination status to include deaths occurring up to 24 September
@ONS
Office for National Statistics (ONS)
3 years
The age-adjusted risk of deaths involving #COVID19 was 32 times greater in unvaccinated people than in fully vaccinated individuals between 2 Jan and 24 Sept 2021
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