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When Deploying Predictive Algorithms, Are Summary Performance Measures Sufficient?

Overview of attention for article published in JAMA Psychiatry, May 2020
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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 (88th percentile)

Mentioned by

twitter
41 X users
facebook
3 Facebook pages

Citations

dimensions_citation
7 Dimensions

Readers on

mendeley
29 Mendeley
Title
When Deploying Predictive Algorithms, Are Summary Performance Measures Sufficient?
Published in
JAMA Psychiatry, May 2020
DOI 10.1001/jamapsychiatry.2019.4484
Pubmed ID
Authors

Dan W. Joyce, John Geddes

X Demographics

X Demographics

The data shown below were collected from the profiles of 41 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 29 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
Unknown 29 100%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 7 24%
Professor 3 10%
Researcher 3 10%
Student > Master 3 10%
Other 2 7%
Other 5 17%
Unknown 6 21%
Readers by discipline Count As %
Medicine and Dentistry 10 34%
Neuroscience 4 14%
Psychology 3 10%
Nursing and Health Professions 1 3%
Agricultural and Biological Sciences 1 3%
Other 3 10%
Unknown 7 24%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 22. 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 03 July 2023.
All research outputs
#1,699,032
of 25,387,668 outputs
Outputs from JAMA Psychiatry
#2,168
of 5,904 outputs
Outputs of similar age
#47,510
of 414,402 outputs
Outputs of similar age from JAMA Psychiatry
#44
of 59 outputs
Altmetric has tracked 25,387,668 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 93rd percentile: it's in the top 10% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 5,904 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 70.5. This one has gotten more attention than average, scoring higher than 63% 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 414,402 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 88% of its contemporaries.
We're also able to compare this research output to 59 others from the same source and published within six weeks on either side of this one. This one is in the 25th percentile – i.e., 25% of its contemporaries scored the same or lower than it.