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Contextual sensitivity in scientific reproducibility

Overview of attention for article published in Proceedings of the National Academy of Sciences of the United States of America, May 2016
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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 (99th percentile)
  • High Attention Score compared to outputs of the same age and source (91st percentile)

Mentioned by

news
9 news outlets
blogs
6 blogs
policy
1 policy source
twitter
200 X users
facebook
1 Facebook page
wikipedia
2 Wikipedia pages

Citations

dimensions_citation
288 Dimensions

Readers on

mendeley
474 Mendeley
citeulike
3 CiteULike
Title
Contextual sensitivity in scientific reproducibility
Published in
Proceedings of the National Academy of Sciences of the United States of America, May 2016
DOI 10.1073/pnas.1521897113
Pubmed ID
Authors

Jay J. Van Bavel, Peter Mende-Siedlecki, William J. Brady, Diego A. Reinero

Abstract

In recent years, scientists have paid increasing attention to reproducibility. For example, the Reproducibility Project, a large-scale replication attempt of 100 studies published in top psychology journals found that only 39% could be unambiguously reproduced. There is a growing consensus among scientists that the lack of reproducibility in psychology and other fields stems from various methodological factors, including low statistical power, researcher's degrees of freedom, and an emphasis on publishing surprising positive results. However, there is a contentious debate about the extent to which failures to reproduce certain results might also reflect contextual differences (often termed "hidden moderators") between the original research and the replication attempt. Although psychologists have found extensive evidence that contextual factors alter behavior, some have argued that context is unlikely to influence the results of direct replications precisely because these studies use the same methods as those used in the original research. To help resolve this debate, we recoded the 100 original studies from the Reproducibility Project on the extent to which the research topic of each study was contextually sensitive. Results suggested that the contextual sensitivity of the research topic was associated with replication success, even after statistically adjusting for several methodological characteristics (e.g., statistical power, effect size). The association between contextual sensitivity and replication success did not differ across psychological subdisciplines. These results suggest that researchers, replicators, and consumers should be mindful of contextual factors that might influence a psychological process. We offer several guidelines for dealing with contextual sensitivity in reproducibility.

X Demographics

X Demographics

The data shown below were collected from the profiles of 200 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 474 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United States 7 1%
Germany 2 <1%
Switzerland 1 <1%
France 1 <1%
Brazil 1 <1%
Australia 1 <1%
Spain 1 <1%
Taiwan 1 <1%
Unknown 459 97%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 107 23%
Student > Master 48 10%
Student > Bachelor 48 10%
Researcher 44 9%
Student > Doctoral Student 29 6%
Other 98 21%
Unknown 100 21%
Readers by discipline Count As %
Psychology 188 40%
Social Sciences 28 6%
Business, Management and Accounting 21 4%
Agricultural and Biological Sciences 17 4%
Medicine and Dentistry 15 3%
Other 77 16%
Unknown 128 27%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 221. 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 01 December 2023.
All research outputs
#175,035
of 25,508,813 outputs
Outputs from Proceedings of the National Academy of Sciences of the United States of America
#3,410
of 103,250 outputs
Outputs of similar age
#3,358
of 348,842 outputs
Outputs of similar age from Proceedings of the National Academy of Sciences of the United States of America
#75
of 857 outputs
Altmetric has tracked 25,508,813 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 99th percentile: it's in the top 5% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 103,250 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 39.5. This one has done particularly well, scoring higher than 96% 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 348,842 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 99% of its contemporaries.
We're also able to compare this research output to 857 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 91% of its contemporaries.