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ZENODO
Software . 2026
License: CC BY
Data sources: ZENODO
ZENODO
Software . 2026
License: CC BY
Data sources: Datacite
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SocialPulse: On-Device Detection of Social Interactions in Naturalistic Settings Using Smartwatch Sensing

SocialPulse: On-Device Detection of Social Interactions in Naturalistic Settings Using Smartwatch Sensing

Abstract

root_social_interaction.ipynb: Contains the complete pipeline, including preprocessing, in-the-wild study analysis, and model development for 15-second window-level prediction. custom_yamnet.zip: Contains the implementation of a customized YAMNet model used within root_social_interaction.ipynb. FSD.zip: Contains the codes used to develop the foreground speech detection (FSD) model. [Note added on May 7]: "FSD_DL_Code.ipynb contains code regarding the deep learning model (check functions related to DL model), while the other notebook of that zip file contains code regarding the meta-learner (check functions related to meta-learner). Note: in the FSD_DL_Code.ipynb, line containing keras_yamnet_model.layers[:-1] is a legacy line of code and does not add layers."

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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
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Average
    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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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