When the 2nd lockdown was imposed, many were skeptical, because it was less tight to begin with, and because people followed the guidelines less closely than the 1st
But it worked. In fact, the surprise was that it worked faster and cases dropped quicker than the 1st lockdown
Cases dropped 10 days after the 2nd lockdown, compared to 20 days that it took for cases to drop after the 1st lockdown
R0, the average number that each person infects, also dropped to lower levels in the 2nd lockdown
A major surprise. What explains this? We don't really know, but maybe:
1. Masks, which are only now part of the guidelines
2. Closing activities with high spreading potential, mostly schools and gatherings of all types. This was common in both lockdowns
3. Other activities that were open in the 2nd lockdown but not the 1st (e.g., workplaces without customers) probably matter less and perhaps do not even need to be part of a lockdown
The second lockdown crushed all curves: cases, mild hospitalisations, moderate+severe, and severe ones
R0 of cases was 0.65 (a 50% drop in cases every week), and R0 of hospitalisations was 0.8 (a 50% drop every two weeks)
As expected, the drop in severe hospitalisations followed the drop in cases by about a week
At this rate we expect to reach 200 daily cases within 3 weeks, though since we started to release the lockdown this rapid drop is unlikely to continue
Positivity rate dropped within 3 weeks, from 94 cities with positivity rate above 10% to only 9
Three weeks after the lockdown, daily deaths also started declining
This is all at the country level. But Israel has Orthodox, Arabs, and all others
Each had very different curves, suggesting that the pandemic does not necessarily behave the same across the country, and that differential policies across sectors may be effectively employed
In the orthodox, there were nearly no cases prior to the 1st lockdown, the rise only started afterwards, and it took 20 days for the lockdown to kick in
Before the 2nd lockdown there were many cases, it took 19 days for the lockdown to kick in, and the drop was sharper
The general population was over 80% of cases on the eve of the 1st lockdown, and it took 17 days until cases started dropping
The 2nd lockdown lowered cases within 10 days and at a similar, perhaps even faster rate of drop in cases compared to the 1st
Finally, the curve of the Arab population was unrelated to both lockdowns
On the eve of the 1st, there were nearly no cases and even afterwards very few
On the eve of the 2nd lockdown, there were many cases but the drop started a few days before the lockdown
So at least in Israel, lockdowns work, and second lockdowns work even better
But Israel went to a lockdown because it had no choice: hospitalisations reached the capacity of the healthcare system. And that's a failure
Many lessons to learn, mainly that we need to act fast, and that differential policies may work, if you can implement them
Now that exiting lockdown started, it's critical:
1. Wait two weeks between activities brought back, because that's how long it takes to see their effect
2. Assess infectivity rate R0. If it's still well below 1 (pandemic contracts) continue to the next step. Otherwise, retract
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Our new paper on using >2 million national symptom surveys to devise an algorithm for predicting the probability of an individual to test positive for COVID-19 based on answers to 9 simple questions (age, gender, and symptoms)
We validated our model on held-out individuals from Israel (auROC of 0.737) and on independently-collected dataset from the U.S., U.K. and Sweden by @timspector
We find that loss of taste and small is the most distinctive symptom for predicting a positive COVID-19 test
We find interactions between several symptoms and age, suggesting variation in the clinical manifestation of the disease in different age groups
כי אחוז הבדיקות החיוביות במגזר החרדי גבוה בהרבה משאר המגזרים וזה לכאורה עדות לתחלואה חבויה גבוהה -- הרבה נדבקים שלא אותרו
ואם יש הרבה שלא אותרו, הרי שאחוז הקשים והנפטרים מבין אלו שכן אותרו צריך להיות גבוה יותר אצל החרדים
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פתרון אחד הציע @yaircherki בכתבה שבה חשף הרבה חולים קשה חרדים שלא הולכים לבתי חולים. אבל כפי ששרקי ציין, קשה שלא לרשום את הנפטרים ולכן לפחות את התמותה זה לא מסביר
נקודה מעניינת: יש הבדל במאפייני המאומתים שמגלים כשמגפה מתפשטת לעומת כשמגפה מתכווצת
כשמגפה מתפשטת, הזמן שעבר מארוע ההדבקה (האמיתי, הלא ידוע), קצר יותר, בממוצע, במאומת שמגלים
למה? זה ענין סטטיסטי >>>
כשמגפה מתפשטת, בכל דור יש יותר נדבקים מהדור הקודם. לכן, יש הסתברות גבוהה יותר שבדגימה אקראית מתוך המאומתים נדגום מישהו שנדבק ממש לאחרונה. פשוט כי יש יותר כאלו...
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לדוגמה: נניח שדור הדבקה לוקח 4 ימים ונניח שמקדם ההדבקה הוא 2 למען הפשטות. נניח שבדור הקודם היו 1000 מאומתים. בדור הנוכחי יהיו לכן 2000. בגלל שגם הדור הקודם וגם הדור הנוכחי עדיין חיוביים לקורונה, אזי שבדגימה אקראית של 3000 המאומתים יש פי 2 יותר סיכוי שהמאומת הינו מהדור הנוכחי