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A restriction-free method for gene reconstitution

Huang, F.

2020-09-04 bioengineering
10.1101/2020.05.20.107631 bioRxiv
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This paper has been withdrawn by bioRxiv because its content, including the author names, was fabricated and fraudulently submitted in what may have been an attempt to game citation statistics or other metrics.

Matching journals

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

1
Nucleic Acids Research
◐ 1281 papers in training set
Top 0.4%
27.3%
Similar papers in this journal
2
eLife
● 5828 papers in training set
Top 4%
15.5%
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3
PLOS ONE
● 5266 papers in training set
Top 15%
12.2%
Similar papers in this journal
50% of probability mass above
4
Nature Communications
○ 5641 papers in training set
Top 20%
8.1%
Similar papers in this journal
5
Nature Methods
○ 385 papers in training set
Top 1%
6.9%
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6
Cell Systems
○ 201 papers in training set
Top 2%
2.5%
7
Nature Neuroscience
○ 252 papers in training set
Top 3%
2.5%
8
Science
● 477 papers in training set
Top 5%
1.8%
9
Nature
○ 645 papers in training set
Top 7%
1.7%
10
Genome Biology
○ 637 papers in training set
Top 7%
1.2%
11
Cell Reports Methods
○ 165 papers in training set
Top 2%
1.2%
12
Science Advances
● 1243 papers in training set
Top 24%
1.2%
13
PeerJ
◐ 308 papers in training set
Top 10%
1.0%
14
Communications Biology
○ 993 papers in training set
Top 28%
0.9%
15
Proceedings of the National Academy of Sciences
● 2444 papers in training set
Top 40%
0.9%
16
Scientific Reports
○ 3612 papers in training set
Top 71%
0.9%
17
ACS Synthetic Biology
● 287 papers in training set
Top 2%
0.9%
18
Trends in Biotechnology
○ 12 papers in training set
Top 0.2%
0.9%
19
Synthetic Biology
◐ 24 papers in training set
Top 0.3%
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.