Dr Dan Goyal Profile picture
Jan 22 19 tweets 5 min read
Despite the dramatic title, Mr Snowdon raises an important point: what happens when number-crunchers neglect human factors.

I fear though, Mr Snowdon has succumbed to the very criticism he levy’s against those arguing for stronger mitigations

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This is not a criticism of the many astute and invaluable statisticians. More a challenge to basic assumptions.

Indeed, often the distance and objectivity is appreciated.
But It is a pattern that seems to be emerging from economists and statisticians, that somehow the resistance of the PM to further mitigations was in some way a success.

While the economic argument seems absent, focus on healthcare numbers seems popular and problematic.
The logic seems to be based either in the lack of understanding of what happens when healthcare capacity is compromised (the “well the NHS isn’t full” innocence). Or the focus on numbers (as is their job) versus the less tangible human consequences of such numbers.
Firstly, NHS capacity. Actually, just healthcare capacity.

Limits for safety are set at 85% bed occupancy (most of Europe use 80%).

The reason for this is the human factor…in this instance, the doctors, paramedics and nurses (and the public to some degree).
As “beds” become limited we must make more risky decisions. A person we might have admitted at 80% capacity, we might not at 90% capacity.

We, as we have always done, adjust our admission criteria based on the demands on the service. This of course leads to sub-optimal care…
And when demands far outstrip availability (last 6 months), this leads to an increased mortality.

[1/3 not Covid]
Also, Crucially, there is much higher morbidity or disability when care is sub-optimal. Delays in stroke or heart attack treatment leads to more brain or heart damage, for example.
Post-freedom day (July) Delta surged to around 6% of total medical beds. You will note (above graph) excess deaths went from normal to above 10% also. Only 70% of these were Covid.
But, note the effect on bed occupancy. 6% doesn’t sound like much, but 6% of the total, when there are only 15% available beds is around 40% of available capacity.
Combined with hospital capacity having been reduced since the pandemic started (a policy only current leadership could reconcile), we were already 4% down on available beds.

Combined, 2/3rds of our usually winter “contingency” was taken up by or due to Covid.
We started November with a bed occupancy of 94%. To my knowledge this has never happened prior to winter - more than 84% usually causes uproar (nhsproviders.org/nhs-winter-wat…)

Already, care was compromised even before Omicron took up 15% bed occupancy.
The consequences are visible somewhat in the data…
But the true extent of the healthcare rationing needed to manage Omicron following the decision not to suppress, is difficult to quantify. It will though be felt and carried forward by the public and one can only imagine how such a historic event will play out on Election Day.
Rationing healthcare should not be an acceptable strategy for managing waves of Covid infections. Certainly not in a high-income country. And the fact it continues two years on is an indictment of the bias/naivety applied to the data and the desperation for it to be over.
Whether it be this pandemic and a new variant or an entirely new pandemic, we will face this exact scenario once again. And if the infection fatality is even 1% higher, the choice for, as Chris says, society “hunkering down” may not be a political one. Life and livelihood at risk
Only the most stubborn amongst us would see investing in protections against pandemics as anything but the only logic prevailing from our experiences to date. Ventilation, quality mask availability, a functioning contact and trace, and a healthcare capacity fit for modern life.
Yes, we can argue it from an economic perspective. Healthcare capacity has been the reason for lockdowns…increasing our tolerance to pandemics would require investment in the frontline, for example.

But actually, the huge human cost and experience should be enough.
So, using bed occupancy as never reaching 100% as any form of proxy for success is naive. The PMs decision not to do more was a monumental failure.

Flattening the wave may not prevent the infections over time, but it saves many lives and much disability.

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More from @danielgoyal

Jan 16
Oh my, Johnson must be getting desperate. His tactic for holding onto power now seems to be “talking up” his success in managing the pandemic.

Some things to bear in mind as the battle for the narrative continues…
While we can get distracted by the ‘with’ or ‘from’ Covid argument, here is the excess death data…one of the good overall measures for how a nation responded to the pandemic.

Ireland, Germany and France had about half as many excess deaths as the UK.
We averaged between 500 to 1000 extra deaths at home per week, throughout the pandemic.

Note, only a fraction were Covid.
Read 11 tweets
Jan 14
Covid update from the UK frontline.

Things are looking different at the “front door”

Here’s how…
Context:
▪️Scotland
▪️Non-city
▪️High vax rate + high booster rate
▪️Respectful people: masks, distancing, isolating when needed.
▪️Care homes still protected
I compare this wave with the last delta wave July ‘21 to Nov ‘21 - so called, Delta baseline.

Just my experience of the patients I see.

Our rates have been about 3 X higher than our delta baseline.
Read 11 tweets
Jan 10
Back on the frontline the damage caused by 'letting it rip' is all too apparent. "Broken" seems to be the word of the day - both for staff and NHS.
As the battle for the Omicron narrative begins, hearing the word 'coping' now stings a bit too much...'success' a swell of anger...
Lots of Covid today. New outpatient treatments (someone has to administer them); loads of patients not well, but with some effort can be managed at home; the inpatients, and the odd escalation to Level 2 care..
It's a lot of work in the middle of our usual brutal winter caseloads
Being on the senior medical team is tough. Lots of compromising, and spreading too little way too thinly. Sleepless nights and little left to give for the family. I feel for the patients more...although many don't realise. I feel also for the juniors and med students...
Read 8 tweets
Jan 9
How will the pandemic end?

To appreciate the magnitude of lunacy behind the UK, US, and some other nations pandemic strategy, it is helpful to try and “game out” how the pandemic will “end”.

Here are some scenarios…
1. Waves of new variants with increasing immune tolerance to SARS-CoV-2.

Only someone very brave or very foolish would bet against more variants. As the population develops immunity to one variant the conditions become favourable for another to take hold.
We don’t know what such variants may look like. They may be more severe or less severe, they may cause more illness in the young or less, they may be more responsive to vaccines or less. No doubt, on this path uncertainty remains high.
Read 18 tweets
Jan 7
Here is the UK’s national ICU report. Published today.
Only one point I would like to draw your attention to:

The ICU burden of Covid in comparison to pneumonia and to Flu.

Page 23/24

icnarc.org/Our-Audit/Audi…
Firstly, pneumonia.

The orange lines are Covid ICU admissions. The grey are pneumonia (non-Covid).

Our post-freedom baseline ICU use from Covid was 2K to 3K per month [Peaked at 12k Jan ‘21.]

Pneumonia baseline 2019 was 1K to 1.7K per month. With peak at 2K.
Here is Flu (Influenza).

2019. For around 6 months there were almost no Flu admissions to ICU. Then, between 100 to 650 admissions per month.

2,600 Flu ICU admissions in 2019.
42,000 Covid ICU admissions in 2021.
Read 4 tweets
Jan 6
"Living with Covid" means different things in different countries.

Lets look at Singapore...

@chrischirp @ChrisCEOHopson @Kit_Yates_Maths @jburnmurdoch @DrGregorSmith @devisridhar @theAliceRoberts @doctor_oxford @DrEricDing @Dr2NisreenAlwan
Singapore has performed well.
About the size of Scotland (pop 5m.), they have suffered 800 deaths.
They began with a 3 month Lockdown, which they used to significantly increase care capacity.
They have 5000 additional Covid Care Beds and opened 900 Public Health Clinics (GP-led).
Apart from brief periods, routine care has continued relatively unaffected by Covid. GP's and private hospitals have been financially supported to provide routine care, while GP's and government hospitals tackled Covid.
This is reflected in their low excess mortality rate:
Read 12 tweets

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