cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14726428
title: CropLayer: a 2-meter resolution cropland mapping dataset for China in 2020

description: Accurate and detailed cropland maps are essential for food security, yet existing products for China exhibit substantial discrepancies. This study presents CropLayer, a 2 m resolution cropland map of China for 2020, developed from Mapbox and Google satellite imagery. The framework comprises three key stages: (1) image quality assessment (IQA) using a ResNet model to compensate for missing acquisition metadata; (2) cropland extraction via an active learning strategy guided by a Mask2Former segmentation model and XGBoost-based semantic correctness evaluation; and (3) integration of Mapbox and Google results through an XGBoost model informed by four feature groups: Geography, IQA, Regional Property, and Consistency. A three-level validation scheme (pixel, block, and region) ensures robust and interpretable accuracy across spatial scales. CropLayer achieves a pixel-level accuracy of 88.73 %, a block-level semantic correctness of 96.5 %, and provincial-level consistency, with 30 out of 32 provinces showing area estimates within ±10 % of official statistics. In comparison, only 1–9 provinces meet this criterion across eight existing datasets. CropLayer provides a reliable, high-resolution baseline for agricultural structure analysis, yield estimation, and land use planning in China.

This dataset is formally linked to an article published at Earth System Science Data (ESSD):How to cite. Jiang, H., Ku, M., Zhou, X., Zheng, Q., Liu, Y., Xu, J., Li, D., Wang, C., Wei, J., Zhang, J., Chen, S., and Huang, J.: CropLayer: a 2 m resolution cropland map of China for 2020 from Mapbox and Google satellite imagery, Earth Syst. Sci. Data, 17, 6703–6729, https://doi.org/10.5194/essd-17-6703-2025, 2025

Access the full paper via:



DOI: https://doi.org/10.5194/essd-17-6703-2025

Link: https://essd.copernicus.org/articles/17/6703/2025/
DOI: 10.5281/zenodo.14726427
title: CropLayer: a 2-meter resolution cropland mapping dataset for China in 2020

description: Accurate and detailed cropland maps are essential for food security, yet existing products for China exhibit substantial discrepancies. This study presents CropLayer, a 2 m resolution cropland map of China for 2020, developed from Mapbox and Google satellite imagery. The framework comprises three key stages: (1) image quality assessment (IQA) using a ResNet model to compensate for missing acquisition metadata; (2) cropland extraction via an active learning strategy guided by a Mask2Former segmentation model and XGBoost-based semantic correctness evaluation; and (3) integration of Mapbox and Google results through an XGBoost model informed by four feature groups: Geography, IQA, Regional Property, and Consistency. A three-level validation scheme (pixel, block, and region) ensures robust and interpretable accuracy across spatial scales. CropLayer achieves a pixel-level accuracy of 88.73 %, a block-level semantic correctness of 96.5 %, and provincial-level consistency, with 30 out of 32 provinces showing area estimates within ±10 % of official statistics. In comparison, only 1–9 provinces meet this criterion across eight existing datasets. CropLayer provides a reliable, high-resolution baseline for agricultural structure analysis, yield estimation, and land use planning in China.

This dataset is formally linked to an article published at Earth System Science Data (ESSD):How to cite. Jiang, H., Ku, M., Zhou, X., Zheng, Q., Liu, Y., Xu, J., Li, D., Wang, C., Wei, J., Zhang, J., Chen, S., and Huang, J.: CropLayer: a 2 m resolution cropland map of China for 2020 from Mapbox and Google satellite imagery, Earth Syst. Sci. Data, 17, 6703–6729, https://doi.org/10.5194/essd-17-6703-2025, 2025

Access the full paper via:



DOI: https://doi.org/10.5194/essd-17-6703-2025

Link: https://essd.copernicus.org/articles/17/6703/2025/
DOI: 10.3886/e233082v5-192830
title: Digital Inclusion, Access, and Literacy

description: Digital health tools (e.g., patient portals, telehealth, mobile health applications) are increasingly essential to meaningful engagement in healthcare. These tools facilitate access (e.g., patient-provider communication, remote visits) and self-management (e.g., engagement with health information) and are associated with greater patient satisfaction, better chronic disease and behavioral health outcomes, and reduced acute care utilization. Providing personalized support may increase engagement among patients who face challenges to using digital health tools, but it is difficult to identify patients who require assistance with digital health due to the dearth of validated screening measure that are usable in a clinical setting, particularly screening tools tailored for use among patients in safety net settings at greater risk for facing digital exclusion (e.g., older adults).<br><br>The purpose of this study was to identify a brief set of measures to efficiently and accurately measure digital skills to identify and tailor approaches to support patients requiring assistance to effectively use digital health tools. The objectives were to: (1) Develop a short self-report measure (Skills Measurement and Readiness Training for Digital Health [SMART Digital Health] Scale) of digital skills needed to use digital health tools, and (2) validate the SMART Digital Health Scale in relation to observed performance completing digital health tasks among a diverse sample of patients receiving care from safety net healthcare settings.
DOI: 10.15468/dl.2cznt9
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Specimen, Living Specimen, Occurrence evidence)",
 "Geometry POLYGON((7.62323 43.18655,9.93587 43.16921,9.84796 44.44711,7.71121 44.46848,7.62323 43.18655))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (December, November, October, August, September, July, June, May, April, March, February, January)",
 "OccurrenceStatus is Present",
 "TaxonKey is Ziphius cavirostris"
 ]
}

 The dataset includes 147 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042772-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c25rxw
title: Occurrence Download

description: A dataset containing 501 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nephtys picta",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 501 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042773-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.82r8dh
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhytachne gracilis",
 "Continent is Africa"
 ]
}

 The dataset includes 165 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042774-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/uznyri
title: PAN-00177586 - composite shoe buckle

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00177586&lt;/p&gt;
description: Modified: 2025-08-05T13:57:32+02:00
DOI: 10.5281/zenodo.17873519
title: electron acceleration at the Earth's bow shock
DOI: 10.5281/zenodo.17873520
title: electron acceleration at the Earth's bow shock
DOI: 10.15468/dl.4fcuer
title: Occurrence Download

description: A dataset containing 1744 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((19.185208 -32.460508, 19.178412 -32.409203, 19.112506 -32.409203, 19.119278 -32.460508, 19.185208 -32.460508))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 1744 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042775-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/30842837
title: Steam Marketing Data – Store Page Text from 1,000 Popular Games

description: This dataset contains Steam store page marketing text and associated metadata from 1,000 distinct games, ordered by organic visibility / relevance at the time of collection – December 6th 2023. The dataset includes the core public-facing marketing sections used to describe and promote games on Steam, supporting research on platform discourse, player-oriented value claims, and how temporal expectations are communicated in contemporary game advertising.<b>Included fields:</b><br>steam_appid; name; short_description; about_the_game; detailed_description; reviews (store page section); supported_languages; developers; publishers; genres; categories; release_date; is_free; required_age; price_overview (where available); header_image; platforms; recommendations; achievements (where available).<br>This dataset provides a broader sampling frame for examining how developers and publishers communicate value, commitment, and expected time investment through platform marketing. It is suitable for qualitative coding, descriptive analysis of platform-facing metadata, and computational text analysis of store page language.<br><br><b>Relationship to associated publication:</b><br>The DiGRA ’25 paper <i>Selling Time: Time-Centric Language in Video Game Marketing on Steam</i> used this dataset to examine how developers and publishers frame player time through store page marketing – that is, how temporal language is used to communicate value, session expectations, ongoing support, and anticipated longevity. The study drew on three primary store page sections represented in this repository: the Short Description, Reviews, and About the Game text.<br>Using an abductive, multi-phase process, the paper developed a time-centric keyword filter and applied it to organise the marketing text for thematic analysis. Manual review was then used to retain only instances that explicitly communicated an impact on player time or playtime. The analysis resulted in six themes that categorised time-centric marketing across the dataset: Value Proposition, Temporal Highlights, Active Support, Structured Sessions, Anticipated Play, and Legacy Engagement.This larger repository is designed to complement that study by providing the underlying 1,000-game marketing data for replication or extension in future qualitative and mixed-method work on how time is positioned as a commercial and experiential promise in platform-based game promotion.
DOI: 10.26188/30842837.v1
title: Steam Marketing Data – Store Page Text from 1,000 Popular Games

description: This dataset contains Steam store page marketing text and associated metadata from 1,000 distinct games, ordered by organic visibility / relevance at the time of collection – December 6th 2023. The dataset includes the core public-facing marketing sections used to describe and promote games on Steam, supporting research on platform discourse, player-oriented value claims, and how temporal expectations are communicated in contemporary game advertising.<b>Included fields:</b><br>steam_appid; name; short_description; about_the_game; detailed_description; reviews (store page section); supported_languages; developers; publishers; genres; categories; release_date; is_free; required_age; price_overview (where available); header_image; platforms; recommendations; achievements (where available).<br>This dataset provides a broader sampling frame for examining how developers and publishers communicate value, commitment, and expected time investment through platform marketing. It is suitable for qualitative coding, descriptive analysis of platform-facing metadata, and computational text analysis of store page language.<br><br><b>Relationship to associated publication:</b><br>The DiGRA ’25 paper <i>Selling Time: Time-Centric Language in Video Game Marketing on Steam</i> used this dataset to examine how developers and publishers frame player time through store page marketing – that is, how temporal language is used to communicate value, session expectations, ongoing support, and anticipated longevity. The study drew on three primary store page sections represented in this repository: the Short Description, Reviews, and About the Game text.<br>Using an abductive, multi-phase process, the paper developed a time-centric keyword filter and applied it to organise the marketing text for thematic analysis. Manual review was then used to retain only instances that explicitly communicated an impact on player time or playtime. The analysis resulted in six themes that categorised time-centric marketing across the dataset: Value Proposition, Temporal Highlights, Active Support, Structured Sessions, Anticipated Play, and Legacy Engagement.This larger repository is designed to complement that study by providing the underlying 1,000-game marketing data for replication or extension in future qualitative and mixed-method work on how time is positioned as a commercial and experiential promise in platform-based game promotion.
DOI: 10.15468/dl.cgq3jr
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nereiphylla fragilis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 303 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042776-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.svqx9d
title: Occurrence Download

description: A dataset containing 840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhytachne rottboellioides",
 "Continent is Africa"
 ]
}

 The dataset includes 840 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042777-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17873399
title: Systematic Review of Collective Emotions

description: This dataset contains full-text articles retrieved from four academic databases, focusing on themes within the sociology of emotions. It serves as the foundational evidence base for a systematic review article currently being prepared by the authors.
DOI: 10.5281/zenodo.17873398
title: Systematic Review of Collective Emotions

description: This dataset contains full-text articles retrieved from four academic databases, focusing on themes within the sociology of emotions. It serves as the foundational evidence base for a systematic review article currently being prepared by the authors.
DOI: 10.17026/ar/uyzrrk
title: PAN-00022053 - copper alloy chain (no jewellery)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00022053&lt;/p&gt;
description: Modified: 2025-05-09T13:25:31+02:00
DOI: 10.15468/dl.7x5hun
title: Occurrence Download

description: A dataset containing 26210 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-129.52209 68.50457,-155.60588 70.07859,-168.53534 58.27345,-133.90688 27.4676,-107.71066 26.68056,-100.62756 36.9117,-109.05981 52.87679,-129.52209 68.50457))",
 "TaxonKey is Tsuga"
 ]
}

 The dataset includes 26210 records from 130 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042778-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7wzfpd
title: Occurrence Download

description: A dataset containing 168 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((18.747860 -32.536153, 18.741538 -32.487453, 18.678964 -32.487453, 18.685265 -32.536153, 18.747860 -32.536153))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 168 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042779-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxm5vw
title: Occurrence Download

description: A dataset listing the 2 species recorded in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX.31_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Catharanthus roseus",
 "Year 1985-2025"
 ]
}

 The dataset's 2 records were derived from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042767-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gkud2c
title: Occurrence Download

description: A dataset containing 331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nereis grayi",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 331 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042781-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4c4ava
title: Occurrence Download

description: A dataset containing 633 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhytachne triaristata",
 "Continent is Africa"
 ]
}

 The dataset includes 633 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042782-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive7329.20240916.9.1
title: Gulosibacter molinativorax Manaia et al. 2004

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7330.20240916.9.1
title: Gulosibacter chungangensis Park et al. 2012

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7331.20240510.9
title: Klugiella xanthotipulae Cook et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7332.20240916.9.1
title: Klugiella xanthotipulae Cook et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7333.20240510.9
title: Klugiella xanthotipulae Cook et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7334.20240510.9
title: Klugiella xanthotipulae Cook et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7335.20240510.9
title: Klugiella xanthotipulae Cook et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7336.20240510.9
title: Klugiella xanthotipulae Cook et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7337.20240510.9
title: Klugiella xanthotipulae Cook et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7338.20240916.9.1
title: Leifsonia xyli subsp. cynodontis (Davis et al. 1984) Evtushenko et al. 2000

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7339.20240916.9.1
title: Leifsonia aquatica (ex Leifson 1962) Evtushenko et al. 2000

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7340.20240916.9.1
title: Leifsonia shinshuensis Suzuki et al. 2000

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7341.20240916.9.1
title: Leifsonia naganoensis Suzuki et al. 2000

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7342.20240510.9
title: Leifsonia poae Evtushenko et al. 2000

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7343.20240510.9
title: Leifsonia bigeumensis Dastager et al. 2008

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7345.20240510.9
title: Pseudolysinimonas kribbensis Heo et al. 2019

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7346.20240916.9.1
title: Leifsonia soli Madhaiyan et al. 2010

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.suwndu
title: Occurrence Download

description: A dataset containing 8627 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lutjanus kasmira (Forsskål, 1775)"
 ]
}

 The dataset includes 8627 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059365-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13145/bacdive7347.20240510.9
title: Leifsonia psychrotolerans Ganzert et al. 2011 emend. Cai et al. 2018

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7348.20240916.9.1
title: Leucobacter komagatae Takeuchi et al. 1996

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7349.20240510.9
title: Leucobacter albus Lin et al. 2004

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.13145/bacdive7350.20240916.9.1
title: Leucobacter aridicollis Morais et al. 2005

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.