Ilkka Rauvola Profile picture
Dec 18, 2021 10 tweets 4 min read Read on X
Denmark/Omicron 18 Dec 2021: first look at people in hospital data. Looks to me that people who are in hospital have tested positive 6-7 days earlier.
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Also it would appear that the amount of people in hospital is about 1.9-2.2 percent of people who tested positive 6-7 days earlier. That level is 79-83 percent lower than the overall level of people in hospital in Denmark before the Omicron wave (10.3-10.8%).
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How each point in this graph has been calculated:
- reliable data on new cases exists only up to 13 Dec
- first example (red circle): comparing people in hospital 15-17 Dec with new cases 11-13 Dec (=4 days earlier)
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1) people in hospital: sum of last 3 days = 52
2) new Omicron cases 4 days earlier = 5505
3) 52/5505 = 0.94 percent (data point for 17 Dec)
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Example 2: calculating all the data points on the 7 day line.
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Here are all the data points calculated on the 7 day line. Example: data point for 17 Dec = 52/2357 = 2.21 percent.
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Here is a cumulative version of the above graph. There appears to be initial convergence towards the 6-7 day range (which would mean that people are at hospital an average of 6-7 days after having tested positive with Omicron).
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Here is a quick calculation of length of hospital stay
- hospital stay appears roughly 0.85 days
- therefore: admissions to be measured at the 5-6 day point
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Therefore Omicron admissions in Denmark, measured at the 5-6 day mark, are estimated at 1.7-2.1 percent of people who tested positive 5-6 days earlier.
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Summary estimates:
- roughly 1.7-2.1 percent of people, who have tested positive 5-6 days earlier, are admitted to hospital, where they stay an average of 0.85 days
- roughly 1.9 - 2.2 percent of people who tested positive 6-7 days earlier are at hospital
10/x

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More from @jukka235

Jan 8
Good evening !
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Finland's epidemic 8 Jan 2025: deaths of 5-9 year olds are now 2.6 times higher than normal, and growing 23 percent annually (7.7 times in 10 years).
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Suomen epidemia 8.1.2025: 5-9 -vuotiaiden kuolemien määrä on noussut 2.6 kertaa normaalia korkeammalle. Kasvuvauhti on 23 prosenttia vuodessa, eli nykyisellä vauhdilla kuolemien määrä 8-kertaistuu kymmenessä vuodessa.
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Finland's epidemic 14 Dec 2024: infectious diseases are showing very strong growth. Among 5-24 year olds, infectious disease incidence (ytd) is up to 4-5 times higher than in 2023, and the year isn't over yet.
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To be clear, I have exluded the following infectious diseases from this graph:
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- influenza
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2/x Image
Suomen epidemia 14.12.2024: tartuntatautien määrät kasvavat erittäin nopeasti. Nopeinta kasvu on 5-24 -vuotiaiden ikäryhmissä, missä tartuntatautien määrät ovat jopa 4-5 -kertaistuneet vuoteen 2023 verrattuna, ja vuotta on vielä jäljellä.
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Read 31 tweets
Nov 11, 2024
Finland's epidemic 11 Nov 2024: excess deaths of 5-9 and 10-14 year olds continue to grow, while deaths of 0-4 year olds are 38 percent above normal.
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5-9 year olds: in July 2024, excess deaths reached a level five (5) times above normal. On an annual basis, deaths of 5-9 year olds are 2.5 times higher than normal. The current level of deaths has reached the same all-pandemic record level as seen in March 2024.
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Read 8 tweets
Jul 12, 2024
Finland's epidemic 12 Jul 2024: excess deaths of <60 year olds and in particular <25 year olds continue to rise.
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Suomen epidemia 12.7.2024: alle 60-vuotiaiden ja varsinkin alle 25-vuotiaiden ylikuolemien määrä on kasvussa.
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This is the total picture in terms of years of life lost. While the situation is improving for >60 year olds, the number of years lost continues to grow for <60 year olds.
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Read 40 tweets
Jun 5, 2024
Finland's epidemic 5 June 2024: excess deaths for <60 year olds continue to grow. For 5-9 year olds, excess deaths are now at 2.4 times pre-pandemic level.
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Suomen epidemia 5.6.2024: alle 60-vuotiaiden ylikuolemien määrät kasvavat edelleen. 5-9 -vuotiaita kuolee nyt noin 2.4 kertaa niin paljon kuin ennen pandemiaa.
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A major change in excess deaths is underway: in terms of years of life lost, >60 year olds peaked more than a year ago, while both 0-59 and 25-59 age groups have taken the lead.
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Read 28 tweets
Mar 30, 2024
Finland's epidemic 30 Mar 2024: wastewater data suggests that the next epidemic wave has started.
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Suomen epidemia 30.3.2024: jätevesidata: seuraava epidemia-aalto on todennäköisesti alkanut.
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In Europe, several JN.1 mutations and/or subvariants are currently showing strong growth.
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cov-spectrum.org/explore/Europe…
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Read 6 tweets

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