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nasa-gesdisc/es-publications-researchareas

Dataset Card for Publications Citing NASA GES-DISC Datasets with Applied Research Areas Dataset Description Dataset Summary This dataset includes a curated collection of scientific publications that cite datasets from NASA's Goddard Earth Sciences Data and Information Services Center (GES-DISC). The dataset is designed to provide insights into the impact and reach of NASA's data products, particularly in supporting Earth science research. Each… See the full description on the dataset page: https://huggingface.co/datasets/nasa-gesdisc/es-publications-researchareas.

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Dataset Card

Dataset Card for Publications Citing NASA GES-DISC Datasets with Applied Research Areas

Dataset Description

Dataset Summary

This dataset includes a curated collection of scientific publications that cite datasets from NASA's Goddard Earth Sciences Data and Information Services Center (GES-DISC). The dataset is designed to provide insights into the impact and reach of NASA's data products, particularly in supporting Earth science research. Each publication is annotated with applied research areas, and multiple areas can be associated with a single publication.

The process of collecting these publications is detailed in Gerasimov et al. (2024). Example use cases include dataset discovery, knowledge discovery, and fine-tuning large language models for domain-specific applications.

Supported Tasks and Leaderboards

—Multi-label classification: The dataset can be used to train models that predict multiple research areas for a given publication.
—Domain adaptation: Researchers can fine-tune large language models for specific domains in Earth science using this dataset.

Languages

The dataset primarily contains text in English.

Dataset Structure

Class Distribution

Label ID	Label Name	Count
0	Agriculture	117
1	Air Quality	284
2	Atmospheric/Ocean Indicators	267
3	Cryospheric Indicators	114
4	Droughts	88
5	Earthquakes	100
6	Ecosystems	280
7	Energy Production/Use	133
8	Environmental Impacts	154
9	Floods	91
10	Greenhouse Gases	113
11	Habitat Conversion/Fragmentation	173
12	Heat	93
13	Land Surface/Agriculture Indicators	205
14	Public Health	109
15	Severe Storms	97
16	Sun-Earth Interactions	95
17	Validation	222
18	Volcanic Eruptions	92
19	Water Quality	71
20	Wildfires	105

Data Fields

—doi: Digital Object Identifier for the publication.
—year: The year the publication was published.
—title: The title of the publication.
—abstract: The abstract of the publication.
—labels: A list of applied research areas associated with the publication. Each publication may have more than one applied research area, with each area having an id and name.

Data Splits

The dataset is not split into training/validation/test sets. It is a single collection of publications.

Usage

Example Use Cases

—Dataset Discovery: Identifying relevant datasets for specific research areas.
—Knowledge Discovery: Exploring how NASA's datasets are cited across various research domains.
—Fine-tuning: Using this dataset to fine-tune language models for domain-specific tasks in Earth science.

Citation

Please cite the dataset as follows:

NASA Goddard Earth Sciences Data and Information Services Center (GES-DISC). (2024). Publications Citing NASA GES-DISC Datasets with Applied Research Areas (Version 1.0) [Data set]. DOI: 10.57967/hf/2914

Reference for Collection Process

For details on the process of collecting these publications, please refer to:

Gerasimov, I., Savtchenko, A., Alfred, J., Acker, J., Wei, J., & KC, B. (2024). Bridging the Gap: Enhancing Prominence and Provenance of NASA Datasets in Research Publications. Data Science Journal, 23(1). https://doi.org/10.5334/dsj-2024-001