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Policy and Effectiveness of Covid-19 Response

Dolgikh, S.

2021-06-01 epidemiology
10.1101/2021.05.27.21257908 medRxiv
Show abstract

A comparative analysis of selected national jurisdictions with respect to Covid-19 policy response indicated that factors such as effective communications and effective targeted intervention in the environments of higher epidemiological risk can be the key factors in the overall effectiveness of the epidemiological response minimizing both the impact of the epidemics and disruptions in the life of the society.

Matching journals

The top 3 journals account for 50% of the predicted probability mass.

1
PLOS ONE
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Top 4%
31.7%
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2
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12.1%
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3
Frontiers in Public Health
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Top 0.3%
8.0%
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50% of probability mass above
4
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Top 0.1%
7.4%
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Top 6%
3.6%
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Top 5%
2.5%
7
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○ 133 papers in training set
Top 2%
2.2%
8
Scientific Reports
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Top 48%
1.9%
9
BMC Public Health
○ 158 papers in training set
Top 3%
1.9%
10
Journal of Public Health
◐ 24 papers in training set
Top 0.5%
1.5%
11
BMC Health Services Research
○ 51 papers in training set
Top 1%
1.5%
12
Epidemics
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Top 1%
1.4%
13
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1.4%
14
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○ 36 papers in training set
Top 0.4%
1.4%
15
JMIRx Med
◐ 32 papers in training set
Top 1%
1.4%
16
BMJ Global Health
● 113 papers in training set
Top 2%
1.1%
17
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○ 32 papers in training set
Top 0.8%
0.9%
18
Sustainability
○ 10 papers in training set
Top 0.4%
0.9%
19
One Health
○ 29 papers in training set
Top 0.5%
0.9%
20
Disaster Medicine and Public Health Preparedness
◐ 16 papers in training set
Top 0.7%
0.6%
21
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Top 3%
0.6%

"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.