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ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
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2020-2022 Health-related GDELT news classified using ICD9-CM taxonomy

Zero-shot ICD9-CM classification of health news using MPNet transformer
Research datakeyboard_double_arrow_right Dataset 11 Jul 2025 English Publisher:Zenodo
Authors: De Luca, Sara; Márquez Villacís, Juan José; Medoro, Carla Maria; RIZZO, GIUSEPPE;

doi: 10.5281/zenodo.15864133 , 10.5281/zenodo.15864132

2020-2022 Health-related GDELT news classified using ICD9-CM taxonomy

Abstract

This dataset contains health-related news data from GDELT project with ICD9-CM annotations, covering January 2020 to December 2022. Each CSV file represents one month of data with the following fields: country_code: country code where news originated news_datetime: Timestamp of news publication json_col: A json object containing additional metadata from GDELT in JSON format, including the field "quotes" icd9_code: list of top 3 ICD9-CM code obtained with zero-shot classification of the field "quotes" icd9_annotation: description associated to the ICD9-CM codes in the field icd9_code Files are named using YYYY_MM format (e.g., 2020_01.csv for January 2020).

Related Organizations
Keywords

GDELT, medical annotations, ICD9-CM, news, time series

  • BIP!
    Impact byBIP!
    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).
    		 0
    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).
    		 Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    		 Average
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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