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The National COVID Cohort Collaborative: Clinical Characterization and Early Severity Prediction

Bennett, T. D.; Moffitt, R. A.; Hajagos, J. G.; Amor, B.; Anand, A.; Bissell, M. M.; Bradwell, K. R.; Bremer, C.; Byrd, J. B.; Denham, A.; DeWitt, P. E.; Gabriel, D.; Garibaldi, B. T.; Girvin, A. T.; Guinney, J.; Hill, E. L.; Hong, S. S.; Jimenez, H.; Kavuluru, R.; Kostka, K.; Lehmann, H. P.; Levitt, E.; Mallipattu, S. K.; Manna, A.; McMurry, J. A.; Morris, M.; Muschelli, J.; Neumann, A. J.; Palchuk, M. B.; Pfaff, E. R.; Qian, J.; Qureshi, N.; Russell, S.; Spratt, H.; Walden, A.; Williams, A. E.; Wooldridge, J. T.; Yoo, Y. J.; Zhang, X. T.; Zhu, R. L.; Austin, C. P.; Saltz, J. H.; Gersing, K.

2021-01-13 health informatics
10.1101/2021.01.12.21249511 medRxiv
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Withdrawal StatementThe authors have withdrawn this version of the manuscript to correct errors in Figure 1, Table 1, and Supplementary Table 1. Therefore, the authors do not wish this version of the work to be cited, please see version 2. If you have any questions, please contact the corresponding author.

Matching journals

The top 8 journals account for 50% of the predicted probability mass.

1
Nature Medicine
○ 125 papers in training set
Top 0.1%
12.9%
Similar papers in this journal
2
BMJ Open
● 601 papers in training set
Top 3%
7.9%
Similar papers in this journal
3
The Lancet Digital Health
○ 25 papers in training set
Top 0.1%
6.7%
Similar papers in this journal
4
npj Digital Medicine
○ 118 papers in training set
Top 0.8%
6.7%
Similar papers in this journal
5
BMJ
● 51 papers in training set
Top 0.1%
5.5%
6
JAMA Network Open
● 130 papers in training set
Top 0.6%
5.5%
Similar papers in this journal
7
PLOS ONE
● 5266 papers in training set
Top 33%
4.0%
8
eBioMedicine
○ 183 papers in training set
Top 0.7%
4.0%
50% of probability mass above
9
Annals of Neurology
○ 64 papers in training set
Top 0.6%
3.2%
10
BMC Medical Research Methodology
○ 47 papers in training set
Top 0.4%
2.8%
11
Nature Communications
○ 5641 papers in training set
Top 37%
2.7%
12
Cell Reports Medicine
○ 153 papers in training set
Top 1%
2.6%
13
Genetics in Medicine
○ 78 papers in training set
Top 0.5%
2.1%
14
Scientific Reports
○ 3612 papers in training set
Top 46%
2.1%
15
eClinicalMedicine
○ 77 papers in training set
Top 0.9%
1.7%
16
Med
○ 39 papers in training set
Top 0.2%
1.7%
17
Annals of Internal Medicine
● 28 papers in training set
Top 0.2%
1.7%
18
Critical Care
○ 15 papers in training set
Top 0.1%
1.5%
19
JAMA Pediatrics
● 10 papers in training set
Top 0.2%
1.4%
20
European Journal of Cancer
○ 11 papers in training set
Top 0.2%
1.1%
21
Epidemiology and Infection
◐ 89 papers in training set
Top 2%
1.0%
22
European Respiratory Journal
● 59 papers in training set
Top 1.0%
1.0%
23
BMC Medicine
○ 176 papers in training set
Top 4%
1.0%
24
Frontiers in Medicine
○ 120 papers in training set
Top 4%
0.8%
25
European Heart Journal
◐ 22 papers in training set
Top 1%
0.8%
26
Communications Medicine
○ 113 papers in training set
Top 4%
0.8%
27
PLOS Medicine
● 110 papers in training set
Top 3%
0.8%
28
Journal of Clinical Epidemiology
○ 31 papers in training set
Top 0.8%
0.8%
29
European Journal of Epidemiology
○ 43 papers in training set
Top 0.8%
0.8%
30
BMC Medical Informatics and Decision Making
○ 43 papers in training set
Top 2%
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.