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Invalid SMILES are beneficial rather than detrimental to chemical language models

Overview of attention for article published in Nature Machine Intelligence, March 2024
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About this Attention Score

  • In the top 5% of all research outputs scored by Altmetric
  • High Attention Score compared to outputs of the same age (95th percentile)
  • Above-average Attention Score compared to outputs of the same age and source (63rd percentile)

Mentioned by

blogs
1 blog
twitter
57 X users
facebook
1 Facebook page

Readers on

mendeley
40 Mendeley
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Title
Invalid SMILES are beneficial rather than detrimental to chemical language models
Published in
Nature Machine Intelligence, March 2024
DOI 10.1038/s42256-024-00821-x
Authors

Michael A. Skinnider

X Demographics

X Demographics

The data shown below were collected from the profiles of 57 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 40 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 40 100%

Demographic breakdown

Readers by professional status Count As %
Researcher 12 30%
Unspecified 5 13%
Student > Ph. D. Student 5 13%
Other 2 5%
Student > Doctoral Student 1 3%
Other 2 5%
Unknown 13 33%
Readers by discipline Count As %
Chemistry 9 23%
Unspecified 6 15%
Computer Science 4 10%
Chemical Engineering 3 8%
Biochemistry, Genetics and Molecular Biology 2 5%
Other 4 10%
Unknown 12 30%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 38. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 30 April 2024.
All research outputs
#1,108,491
of 25,920,652 outputs
Outputs from Nature Machine Intelligence
#295
of 786 outputs
Outputs of similar age
#15,742
of 321,540 outputs
Outputs of similar age from Nature Machine Intelligence
#15
of 41 outputs
Altmetric has tracked 25,920,652 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 95th percentile: it's in the top 5% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 786 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 68.3. This one has gotten more attention than average, scoring higher than 62% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 321,540 tracked outputs that were published within six weeks on either side of this one in any source. This one has done particularly well, scoring higher than 95% of its contemporaries.
We're also able to compare this research output to 41 others from the same source and published within six weeks on either side of this one. This one has gotten more attention than average, scoring higher than 63% of its contemporaries.