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Data valuation for medical imaging using Shapley value and application to a large-scale chest X-ray dataset

Overview of attention for article published in Scientific Reports, April 2021
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About this Attention Score

  • In the top 25% of all research outputs scored by Altmetric
  • High Attention Score compared to outputs of the same age (83rd percentile)
  • High Attention Score compared to outputs of the same age and source (97th percentile)

Mentioned by

twitter
17 tweeters

Citations

dimensions_citation
4 Dimensions

Readers on

mendeley
28 Mendeley
Title
Data valuation for medical imaging using Shapley value and application to a large-scale chest X-ray dataset
Published in
Scientific Reports, April 2021
DOI 10.1038/s41598-021-87762-2
Authors

Siyi Tang, Amirata Ghorbani, Rikiya Yamashita, Sameer Rehman, Jared A. Dunnmon, James Zou, Daniel L. Rubin

Twitter Demographics

The data shown below were collected from the profiles of 17 tweeters who shared this research output. Click here to find out more about how the information was compiled.

Mendeley readers

The data shown below were compiled from readership statistics for 28 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 28 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 5 18%
Professor 3 11%
Student > Master 2 7%
Researcher 2 7%
Student > Bachelor 2 7%
Other 5 18%
Unknown 9 32%
Readers by discipline Count As %
Computer Science 6 21%
Engineering 4 14%
Chemistry 2 7%
Physics and Astronomy 1 4%
Biochemistry, Genetics and Molecular Biology 1 4%
Other 5 18%
Unknown 9 32%

Attention Score in Context

This research output has an Altmetric Attention Score of 12. 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 21 April 2021.
All research outputs
#2,131,411
of 19,164,538 outputs
Outputs from Scientific Reports
#18,202
of 103,001 outputs
Outputs of similar age
#44,787
of 270,977 outputs
Outputs of similar age from Scientific Reports
#2
of 43 outputs
Altmetric has tracked 19,164,538 research outputs across all sources so far. Compared to these this one has done well and is in the 88th percentile: it's in the top 25% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 103,001 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 17.1. This one has done well, scoring higher than 82% 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 270,977 tracked outputs that were published within six weeks on either side of this one in any source. This one has done well, scoring higher than 83% of its contemporaries.
We're also able to compare this research output to 43 others from the same source and published within six weeks on either side of this one. This one has done particularly well, scoring higher than 97% of its contemporaries.