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ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2024
License: CC BY
Data sources: Datacite
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Invasion Biology WikiProject Scientific Papers: Text Data Mining and LLM-based Information Extraction of Species, Locations, Habitats, and Ecosystems

Authors: D'Souza, Jennifer;

Invasion Biology WikiProject Scientific Papers: Text Data Mining and LLM-based Information Extraction of Species, Locations, Habitats, and Ecosystems

Abstract

This dataset contains the abstract and full-text for publication DOIs from the Invasion Biology WikiProject (DOI: 10.5281/zenodo.12518036). The data was retrieved using the ask.orkg.org API. For the script used to obtain the data, refer to the accompanying GitHub repository: https://github.com/jd-coderepos/invasion-biology-IE/. The resulting CSV file includes the following fields: "ASK ID", "DOI", "Title", "Abstract", and "Full-text". Of the 49,438 queried DOIs, the ASK database provided: Total DOIs processed: 12,636 DOIs with neither abstract nor full-text: 36 (abstract token count was less than 10) DOIs with abstracts but no full-text: 12,636 DOIs with both abstract and full-text: 2,834 The second part of the dataset contains structured information extracted from the publications using the GPT-4o Large Language Model. This structured data is included in the zipped folder structured-publications.zip. The accompanying GitHub repository provides access to the code and scripts used at various stages of the information extraction (IE) process. Theme of the Study:"Mining for Species, Locations, Habitats, and Ecosystems from Scientific Papers in Invasion Biology: A Large-Scale Exploratory Study with Large Language Models."

Keywords

relation extraction, text data mining, named entity recognition, dataset, corpus, large language models, information extraction, invasion biology, silver-standard corpus

  • 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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Found an issue? Give us feedback
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