cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/lgh-xl0-29q
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lsf-4rl-b1e
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5gy-1f5-apt
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qqe-k0v-qre
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t4z-h2s-s56
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v9b-rlt-yf5
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0yh-lmn-zk4
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/89p-cfb-6hl
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/61x-pq2-grg
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zwb-pxq-c04
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3q7-0jc-yzc
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/15b-nf5-vd2
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gwk-jdg-q11
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/17k-fnv-9ge
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tvn-72j-vl4
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x6y-krs-b9p
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1xy-lls-tpf
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/z5h-cjb-aeh
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v35-tte-eb1
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x57-67b-sbt
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.jbw929
title: Occurrence Download

description: A dataset containing 9124 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , Cenchrus echinatus, , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , Cenchrus echinatus, Cenchrus echinatus, , , , , , , , , , , Cenchrus echinatus, Cenchrus echinatus, Cenchrus echinatus, , , , , Cenchrus echinatus, , , , , , , , , , Geomys personatus, , , , Cenchrus lechleri, Cenchrus hillebrandianus, , , , , , , , , , Cenchrus insularis, , , , , , , Cenchrus macrocarpus, , , , , , , , , , , Cenchrus macrocarpus, , , , , , Cenchrus insularis, , , , , , , , Cenchrus cavanillesii, Panicastrella muricata, , , Cenchrus lechleri, Cenchrus pungens, , , , , , , , , , , , , Cenchrus brevisetus, Cenchrus brevisetus, , , , , , , , , , , , , , Cenchrus crinitus, , , , , , , , , , )",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9124 records from 387 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002416-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ge25m
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heliotrygon rosai"
 ]
}

 The dataset includes 16 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002417-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p13kts2b
title: Luminescence data for: Reconstructing the Quaternary depositional history using geologic mapping and a 3D model of the subsurface in the vicinity of Fort Morgan, Eastern Colorado

description: Centered on Fort Morgan, Colorado, this study is intended to build from previous work by adding a three-dimensional (3D) view of the subsurface to better understand the depositional history of Quaternary deposits. A 1:100,000 scale geologic map was made by combining previous geologic maps, regional soil maps, and recent field investigations. In addition to the geologic mapping, drill hole lithologic data from water wells and oil and gas exploration were compiled and lithologic units simplified to best represent the stratigraphy of the Quaternary deposits. From these subsurface data, a 3D subsurface model was constructed, trimmed at the surface by a digital elevation model, and a bedrock surface foundation gridded from drill hole data was added. The surface of the 3D model was then compared visually to the surficial geologic map. Cross sections were constructed from the 3D model and compared to site-specific drilling that was done as part of this project. Finally, the model was examined in detail to reconstruct the depositional history of the subsurface alluvial and eolian units. Alluvial and fluvial drainage basins exposed in the subsurface have a greater areal extent than the present-day narrow drainages. Older eolian sand in the subsurface tends to be interbedded with loess indicating coeval deposition. Holocene sand, both eroded from bedrock exposed at the surface north of the study area and reworked from the South Platte River, buries most of the interbedded older sand and loess.
DOI: 10.5281/zenodo.17889404
title: DNA isolation in bark beetles (Coleoptera: Curculionidae): reliability of extraction methods and application in downstream molecular procedures

description: This deposit includes all data, scripts, and statistical outputs used in the analyses for the associated manuscript. It provides a fully reproducible workflow in R, including data preprocessing, modelling, diagnostics, figure generation and supplementary material.
DOI: 10.5281/zenodo.18804236
title: DNA isolation in bark beetles (Coleoptera: Curculionidae): reliability of extraction methods and application in downstream molecular procedures

description: This deposit includes all data, scripts, and statistical outputs used in the analyses for the associated manuscript. It provides a fully reproducible workflow in R, including data preprocessing, modelling, diagnostics, figure generation and supplementary material.
DOI: 10.15468/dl.33df7e
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Lytorhynchus paradoxus",
 "Year 1998-2026"
 ]
}

 The dataset includes 9 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002418-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sxb7fj
title: Occurrence Download

description: A dataset containing 39 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Coral Reef Evaluation and Monitoring Project Dry Tortugas 2010",
 "TaxonKey is Porites astreoides"
 ]
}

 The dataset includes 39 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002419-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/p9aq72fb
title: Digital drillhole lithologic data and a radiocarbon age -- data supporting interpretation of Quaternary depositional history in the vicinity of Fort Morgan, Eastern Colorado

description: This data release contains digital location and downhole lithologic data for 3,564 drillholes from along a portion of the South Platte River in eastern Colorado. The drillholes are located within the east half of the Greeley and the west half of the Fort Morgan USGS 1:100,000 scale maps. Subsurface lithologic data is intended to extend the results of surficial geologic mapping to the subsurface to reconstruct the depositional history of the Quaternary sediments in the study area. Well locations are provided as point data in a geospatial shapefile; location and the lithologic data from downhole intervals in each borehole are tabulated in spreadsheet form. Also included is a single radiocarbon date from collagen taken from a bone sample in a core acquired by the USGS for this study. The spatial data are accompanied by a Data Dictionary that duplicates the Entity and Attribute information contained in the metadata file.
DOI: 10.5281/zenodo.18702491
title: The direct democracy paradox: Microtargeting and issue ownership in Swiss online political ads

description: This dataset contains the raw and annotated data supporting the findings of the research paper: "The direct democracy paradox: Microtargeting and issue ownership in Swiss online political ads."

Switzerland's system of direct democracy, with its frequent popular referenda, offers a unique context for studying online political advertising. This study presents a large-scale analysis of approximately 40,000 political ads published on Facebook and Instagram in Switzerland between 2021 and 2025. The research examines demographic microtargeting, partisan strategies in referenda and. federal elections.

Data Files

The repository includes the following four files:



ads.zip: A compressed archive containing the raw text and metadata of the collected advertisements. The data is organized into three sub-folders by language: German (DE), French (FR), and Italian (IT).

federal_elections_authors_annotation.csv: A manually curated list of authors who published at least one ad in the 30 days preceding the 2023 Swiss federal elections. Each author is labeled with: 



Political affiliation.

Relevance to the federal election.

Entity type (Party, NGO, Newspaper, Committee, Union, or Association).

Specific linkage to a political party or individual politician.



federal_gpt_answ.json: Results of an automated annotation process using GPT-4o for ads published within the 30-day window of the federal election. It identifies whether an ad is election-relevant and provides up to three thematic keywords describing the ad's topic.

referendum_gpt_answ.json: Annotated data for ads published within 30 days of the 42 referenda held during the study period. This file identifies the ad's relevance to a specific referendum and its stance ("Yes", "No", or "Neutral") as determined by GPT-4o.

referendums_topic.json: Official dataset containing the title, date, and description for each referendum.

refimp_with_results_and_participation.csv: Official dataset detailing the results and voter turnout for each referendum.

topic_mapping.json: A classification of referendums into 12 primary categories, clustered using GPT-4o.


 

The data collection was initiated via the Meta Ad Library API using election-related keywords in three national languages. For full transparency, manual label verification on a random sample of 100 ads confirmed a 100% accuracy rate for referendum stance and 96% for federal election topic related keywords.

Terms of Use & Attribution If you use this dataset or the associated code for your research or data projects, you are required to cite the following paper:



Capozzi, A. (2025). The direct democracy paradox: Microtargeting and issue ownership in Swiss online political ads. arXiv preprint arXiv:2512.14564.


Additionally, please cite this Zenodo repository using the DOI provided on this page.
DOI: 10.5281/zenodo.18256329
title: The direct democracy paradox: Microtargeting and issue ownership in Swiss online political ads

description: This dataset contains the raw and annotated data supporting the findings of the research paper: "The direct democracy paradox: Microtargeting and issue ownership in Swiss online political ads."

Switzerland's system of direct democracy, with its frequent popular referenda, offers a unique context for studying online political advertising. This study presents a large-scale analysis of approximately 40,000 political ads published on Facebook and Instagram in Switzerland between 2021 and 2025. The research examines demographic microtargeting, partisan strategies in referenda and. federal elections.

Data Files

The repository includes the following four files:



ads.zip: A compressed archive containing the raw text and metadata of the collected advertisements. The data is organized into three sub-folders by language: German (DE), French (FR), and Italian (IT).

federal_elections_authors_annotation.csv: A manually curated list of authors who published at least one ad in the 30 days preceding the 2023 Swiss federal elections. Each author is labeled with: 



Political affiliation.

Relevance to the federal election.

Entity type (Party, NGO, Newspaper, Committee, Union, or Association).

Specific linkage to a political party or individual politician.



federal_gpt_answ.json: Results of an automated annotation process using GPT-4o for ads published within the 30-day window of the federal election. It identifies whether an ad is election-relevant and provides up to three thematic keywords describing the ad's topic.

referendum_gpt_answ.json: Annotated data for ads published within 30 days of the 42 referenda held during the study period. This file identifies the ad's relevance to a specific referendum and its stance ("Yes", "No", or "Neutral") as determined by GPT-4o.

referendums_topic.json: Official dataset containing the title, date, and description for each referendum.

refimp_with_results_and_participation.csv: Official dataset detailing the results and voter turnout for each referendum.

topic_mapping.json: A classification of referendums into 12 primary categories, clustered using GPT-4o.


 

The data collection was initiated via the Meta Ad Library API using election-related keywords in three national languages. For full transparency, manual label verification on a random sample of 100 ads confirmed a 100% accuracy rate for referendum stance and 96% for federal election topic related keywords.

Terms of Use & Attribution If you use this dataset or the associated code for your research or data projects, you are required to cite the following paper:



Capozzi, A. (2025). The direct democracy paradox: Microtargeting and issue ownership in Swiss online political ads. arXiv preprint arXiv:2512.14564.


Additionally, please cite this Zenodo repository using the DOI provided on this page.
DOI: 10.15468/duayfn
title: New morphological aspects and taxonomical potential of the furca in the ostracod genus Neonesidea (Podocopida: Bairdioidea)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Asaba, Reina, Asaba, Erika, Tsukagoshi, Akira (2025): New morphological aspects and taxonomical potential of the furca in the ostracod genus Neonesidea (Podocopida: Bairdioidea). Zootaxa 5653 (3): 396-410, DOI: 10.11646/zootaxa.5653.3.6, URL: https://doi.org/10.11646/zootaxa.5653.3.6AbstractThe chaetotaxy and microstructure of the furca were examined in three interstitial and one epifaunal species of the ostracod genus Neonesidea (Podocopida: Bairdioidea). Of the seven setae found on the furcae of the examined species, the thick and curved first to third setae from the distal end were relatively long and had two rows of serrations. The fourth and fifth setae, with intermediate lengths, were covered by numerous setulae of varying lengths and orientations. The sixth and seventh setae were shortest, with setulae and openings at the tips. These morphological variations suggest functional differences, that is the furca does not only have a mechanoreceptor function, but also a chemoreceptor function according to the direction of the setulae and the openings at the tips. Specific and sexual differences were observed when comparing the relative lengths of the seven setae on the furca. In contrast, there were no noticeable furcal characteristics that distinguished the three interstitials from the epiphytic species examined here.
DOI: 10.48580/dgwrs.v1
title: Nomenclatural notes to the original description of the subgenus Hyporhoe Beljaev & Gorbunov, 2025 of the genus Catarhoe Herbulot, 1951 (Lepidoptera: Geometridae)
DOI: 10.15468/fmj4at
title: University of South Carolina, A. C. Moore Herbarium Vascular Plant Collection

description: The A. C. Moore Herbarium is an important part of the Department of Biological Sciences at the University of South Carolina (Columbia Campus). Founded in 1907 by Dr. Andrew Charles Moore, the original collection of dried plant specimens is now part of an ever-growing collection. Total holdings are just over 130,000 specimens, making the A. C. Moore Herbarium the largest in the state of South Carolina. Researchers and visitors will find a diverse collection of vascular and nonvascular plant material primarily from the Southeastern United States and more specifically from South Carolina. Now over 100 years old, the A. C. Moore Herbarium continues to be an indispensable resource for botanical knowledge. Note to users: Some data fields contain HTML formatting. Please contact us for assistance if this presents an issue with its use.
DOI: 10.5281/zenodo.18804294
title: EFFECTIVENESS OF USING DIGITAL TECHNOLOGIES IN PHYSICAL EDUCATION LESSONS

description:  This article examines the effectiveness of using digital technologies (mobile applications, fitness trackers, video analysis tools) in physical education lessons at general secondary schools. The study was conducted during the 2024–2025 academic year with the participation of 120 students in grades 9–10. It was found that the physical fitness indicators of the experimental group students improved to a statistically significant degree compared to the control group. The results showed that the integration of digital technologies increases students’ interest in lessons, their level of physical activity, and their self-monitoring skills.
DOI: 10.5281/zenodo.18804293
title: EFFECTIVENESS OF USING DIGITAL TECHNOLOGIES IN PHYSICAL EDUCATION LESSONS

description:  This article examines the effectiveness of using digital technologies (mobile applications, fitness trackers, video analysis tools) in physical education lessons at general secondary schools. The study was conducted during the 2024–2025 academic year with the participation of 120 students in grades 9–10. It was found that the physical fitness indicators of the experimental group students improved to a statistically significant degree compared to the control group. The results showed that the integration of digital technologies increases students’ interest in lessons, their level of physical activity, and their self-monitoring skills.
DOI: 10.13140/rg.2.2.22472.99849
title: Appendix A Group of DRTs analyzed
DOI: 10.15468/dl.xb9kfp
title: Occurrence Download

description: A dataset containing 544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Python molurus",
 "Year 2001-2026"
 ]
}

 The dataset includes 544 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002420-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.k4qwhj
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "Geometry POLYGON ((105.610544 14.999999, 179.999961 14.999999, 179.999961 65.08290100000001, 105.610544 65.08290100000001, 105.610544 14.999999))",
 "TaxonKey is Melamphaes hubbsi"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002421-260226173443078/datasets/export for details.
DOI: 10.15468/dl.fpm3zd
title: Occurrence Download

description: A dataset containing 1356 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Eleutherodactylus johnstonei"
 ]
}

 The dataset includes 1356 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002422-260226173443078/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5522/04/31343044
title: <b>Ferritin as a companion biomarker of myeloid-driven inflammation in an RNP/Sm co-positive, treatment-resistant lupus endotype</b>

description: Systemic lupus erythematosus (SLE) is immunologically heterogeneous, yet current clinical classifications poorly predict therapeutic responses. Although autoantibodies are central to diagnosis, whether specific combinations define mechanistically distinct and therapeutically informative subsets remains unclear. Here, we demonstrate that anti-RNP/anti-Sm co-positivity (RNP⁺Sm⁺) identifies a clinically aggressive, myeloid-dominant endotype disproportionately affecting Black patients where disease activity is marked by hyperferritinemia. Multi-omic integration revealed expansion of intermediate monocytes with enhanced TLR4 expression, IFNA10-biased interferon signalling, and metabolic reprogramming. Clinically, RNP⁺Sm⁺ patients exhibit nephritis, vasculitis, higher flare rates, and resistance to first-line immunosuppression. This endotype shows poor response to conventional immunosuppressants and B-cell-depleting therapies, leading to prolonged glucocorticoid dependence and accelerated organ damage. Establishing RNP⁺Sm⁺ as a serologic classifier together with ferritin as a companion biomarker of disease activity enables both precision stratification and clinical monitoring using routinely available assays. Together, these findings position the RNP⁺Sm⁺ signature as a clinically actionable framework that can support earlier recognition of high‑risk patients and more tailored therapeutic decision-making.Highlights:· Anti-RNP/Sm co-positivity defines a high-risk, flare-prone, myeloid-dominant SLE endotype· RNP⁺Sm⁺ patients, especially Black patients, show marked refractoriness to first-line and B-cell depletion therapies· An increase in TLR4 expressing intermediate monocytes and IFNA10-biased interferon signalling· Hyperferritinaemia correlates with disease activity selectively in RNP⁺Sm⁺ patients<br>BEAT-lupus (ISRCTN 47873003). CALIBRATE trial (NCT02260934)<br>