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ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2026
License: CC BY
Data sources: Datacite
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Claim

Data gaps and outliers distort critical slowing down-based resilience indicators

Research datakeyboard_double_arrow_right Dataset 13 Mar 2025Publisher:Zenodo
Authors: Liu, Teng; Morr, Andreas; Bathiany, Sebastian; Blaschke, Lana; Qian, Zhen; Diao, Chan; Smith, Taylor; +1 Authors

doi: 10.5281/zenodo.19048884 , 10.5281/zenodo.18492397 , 10.5281/zenodo.18487424 , 10.5281/zenodo.18492399

Data gaps and outliers distort critical slowing down-based resilience indicators

Abstract

Additional data and code for the publication: Liu T. et al. Data gaps and outliers distort critical slowing down-based resilience indicators. Sci. Adv. (2026). URL: https://www.science.org/doi/10.1126/sciadv.aee1916 In v2, the missing dependency file (common_func.py) from the previous version have been added.

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    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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Powered by OpenAIRE graph
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average