cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.qgrwjx
title: Occurrence Download

description: A dataset containing 29555 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.22109 46.77908,2.21509 46.77579,2.17586 46.7629,2.16666 46.72944,2.20548 46.71298,2.26792 46.70557,2.30394 46.72752,2.31555 46.75742,2.28954 46.77387,2.22109 46.77908))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 1985-2026"
 ]
}

 The dataset includes 29555 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007179-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5878/001934
title: The Regional Western Sweden SOM Survey 2012
title: Den västsvenska SOM-undersökningen 2012
title: Väst-SOM 2012

description: Western SOM has been conducted yearly since 1992, but was initially limited to residents of Gothenburg and its surrounding municipalities. In 1998, the survey was extended to include the entire Västra Götaland County plus the municipality of Kungsbacka. 

The purpose of the regional surveys is to enable SOM researchers to study attitudes and behaviour linked to local and regional issues. They emphasise public services and media, although many of the questions are identical with those used in National SOM in order to make the answers comparable both between the regions and with Sweden at large.

Purpose:

Study attitudes and behaviors that are linked to local and regional issues and phenomena.
description: Väst-SOM har genomförts varje höst sedan 1992. Fram till 1997 omfattade studien Göteborg med kranskommuner, undersökningen utökades sedan till att omfatta hela Västra Götalands län samt Kungsbacka kommun. 

Undersökningen syftar till att studera attityder och beteenden som är knutna till lokala och regionala frågor och företeelser. Tonvikten ligger på offentlig service och medier. Många av frågorna är identiska med frågor i Riks-SOM och Syd-SOM. Dessa studier är därmed jämförbara med varandra, både mellan de bägge regionerna och med Sverige som helhet.

Syfte:

Studera attityder och beteenden som är knutna till lokala och regionala frågor och företeelser.
DOI: 10.5878/001903
title: The Regional Western Sweden SOM Survey 2012
title: Den västsvenska SOM-undersökningen 2012
title: Väst-SOM 2012

description: Western SOM has been conducted yearly since 1992, but was initially limited to residents of Gothenburg and its surrounding municipalities. In 1998, the survey was extended to include the entire Västra Götaland County plus the municipality of Kungsbacka. 

The purpose of the regional surveys is to enable SOM researchers to study attitudes and behaviour linked to local and regional issues. They emphasise public services and media, although many of the questions are identical with those used in National SOM in order to make the answers comparable both between the regions and with Sweden at large.

Purpose:

Study attitudes and behaviors that are linked to local and regional issues and phenomena.
description: Väst-SOM har genomförts varje höst sedan 1992. Fram till 1997 omfattade studien Göteborg med kranskommuner, undersökningen utökades sedan till att omfatta hela Västra Götalands län samt Kungsbacka kommun. 

Undersökningen syftar till att studera attityder och beteenden som är knutna till lokala och regionala frågor och företeelser. Tonvikten ligger på offentlig service och medier. Många av frågorna är identiska med frågor i Riks-SOM och Syd-SOM. Dessa studier är därmed jämförbara med varandra, både mellan de bägge regionerna och med Sverige som helhet.

Syfte:

Studera attityder och beteenden som är knutna till lokala och regionala frågor och företeelser.
DOI: 10.15468/dl.8x2tfu
title: Occurrence Download

description: A dataset containing 11531 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Alytes dickhilleni, Rana iberica, Discoglossus galganoi, Discoglossus jeanneae)",
 "OccurrenceStatus is one of (Present)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 },
 "Year is greater than or equal to 1970"
 ]
}

 The dataset includes 11531 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007180-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18459058
title: Data for the article "Cognitive individual differences are key in the network of trait covariance"
DOI: 10.15468/dl.ndxrsu
title: Occurrence Download

description: A dataset containing 6047 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Aedes species distribution in Ghana"
 ]
}

 The dataset includes 6047 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007181-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18459138
title: A Comparative Benchmark of ChatGPT and Gemini in Literature Reviews

description: This dataset contains 60 peer reviewed literature reviews curated for use in ZONEDO. Each record is generated using two generative agents. GA1 corresponds to ChatGPT. GA2 corresponds to Gemini. The dataset is structured using a numeric identifier system. The final digit of each identifier encodes the academic domain of the source article.

Identifiers ending in 1 or 2 represent the management domain. Identifiers ending in 4 through 8 represent the food domain. Identifiers ending in 9 through 12 represent the computer science domain. This encoding enables rapid filtering, traceability, and domain specific analysis across agents and disciplines.

The dataset supports comparative evaluation of large language model outputs across domains. It is suitable for studies on content quality, reasoning patterns, and domain sensitivity in generative AI systems. Using two state of the art models strengthens internal validity and allows controlled cross model comparison, which is a standard approach in recent AI evaluation research.
DOI: 10.5281/zenodo.18459140
title: A Comparative Benchmark of ChatGPT and Gemini in Literature Reviews

description: This dataset contains 60 peer reviewed literature reviews curated for use in ZONEDO. Each record is generated using two generative agents. GA1 corresponds to ChatGPT. GA2 corresponds to Gemini. The dataset is structured using a numeric identifier system. The final digit of each identifier encodes the academic domain of the source article.

Identifiers ending in 1 or 2 represent the management domain. Identifiers ending in 4 through 8 represent the food domain. Identifiers ending in 9 through 12 represent the computer science domain. This encoding enables rapid filtering, traceability, and domain specific analysis across agents and disciplines.

The dataset supports comparative evaluation of large language model outputs across domains. It is suitable for studies on content quality, reasoning patterns, and domain sensitivity in generative AI systems. Using two state of the art models strengthens internal validity and allows controlled cross model comparison, which is a standard approach in recent AI evaluation research.
DOI: 10.5281/zenodo.18459182
title: Augmented DziriFake

description: This is an augmented version of the DziriFake dataset available at https://zenodo.org/records/14586449
DOI: 10.5281/zenodo.18459181
title: Augmented DziriFake

description: This is an augmented version of the DziriFake dataset available at https://zenodo.org/records/14586449
DOI: 10.15468/dl.5efquu
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingCountry is South Africa",
 "TaxonKey is one of (Cassipourea malosana [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 176 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007183-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.82503/aqora.2602.f6bfx
title: Alice and Bob Wigner Challenge
title: Eth25 hackathon Alice & Bob challenge data
DOI: 10.15468/dl.j4gtk4
title: Occurrence Download

description: A dataset containing 176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "PublishingCountry is South Africa",
 "TaxonKey is one of (Cassipourea malosana [GBIF Backbone Taxonomy])"
 ]
}

 The dataset includes 176 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007182-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vp87dx
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tristira triptera",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007184-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2xv5u
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bondarzewia kirkii"
 ]
}

 The dataset includes 161 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007185-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17455454
title: Supplementary Information to "Life Cycle Assessment of Carbonated Recycled Concrete Aggregates: a Critical Review and Recommendations"

description: Excel file with compiled data from literature and results regarding the Life Cycle Assessment of carbonated recycled concrete aggregates
DOI: 10.5281/zenodo.18459299
title: Supplementary Information to "Life Cycle Assessment of Carbonated Recycled Concrete Aggregates: a Critical Review and Recommendations"

description: Excel file with compiled data from literature and results regarding the Life Cycle Assessment of carbonated recycled concrete aggregates
DOI: 10.15468/dl.zk8drn
title: Occurrence Download

description: A dataset containing 984120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa",
 "Continent is Europe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 984120 records from 2916 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007103-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6jgtj
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Poecilia kykesis)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025089-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.6869963.v1
title: Fig 3C and S4 Fig data.xls

description: Primary data supporting Fig 3C and S4 Fig
DOI: 10.6084/m9.figshare.12991559.v2
title: Supplementary_Material.pdf

description: <b>The relationship between female lung cancer risk and sex steroid </b><b>hormone</b><b>s</b>
DOI: 10.6084/m9.figshare.5212747.v1
title: Table S4. Abundance and biomass data of the total ciliate assemblage and the relative contribution(%) of heterotrophs and mixotrophs from Oceanic protists with different forms of acquired phototrophy display contrasting biogeographies and abundance

description: Results from the bibliographic survey. Abundance and biomass data of the total ciliate assemblage and the relative contribution (%) of heterotrophs and mixotrophs (GNCMs and red-pigmented Mesodinium spp.). Period of the year (season), sampling depth (punctual or range), and type of study (fm – fluorescence microscopy or lm – light microscopy) are also given.
DOI: 10.6084/m9.figshare.25534777.v1
title: Code for data from “Enhancing coastal habitat in the Gulf of Mexico by identifying best practices in mangrove restoration for multiple ecosystem services”: United States Environmental Protection Agency assistance agreement [MX 00D680 –18/6207] to New College of Florida, as well as complementary projects on Florida woody plant allometry and germination.

description: Code for data from “Enhancing coastal habitat in the Gulf of Mexico by identifying best practices in mangrove restoration for multiple ecosystem services”: United States Environmental Protection Agency assistance agreement [MX 00D680 –18/6207] to New College of Florida, as well as complementary projects on Florida woody plant allometry and germination.For description of relations refer to README.txt
DOI: 10.6084/m9.figshare.1300155.v1
title: IR

description: This a pdf wireframe
DOI: 10.6084/m9.figshare.15139286.v1
title: Additional file 1 of Chronic kidney disease diagnosis using decision tree algorithms

description: Additional file 1.
DOI: 10.6084/m9.figshare.21946100.v1
title: Deep-profiling of phospholipidome via rapid orthogonal separations and isomer-resolving mass spectrometry

description: Liquid chromatography (LC) hyphenated with tandem mass spectrometry (MS/MS) is routinely used for analyzing lipidomes encompassing thousands of lipid species. However, even after most extensive LC separations, there is still a large fraction of unresolved isomeric and isobaric lipids, adding uncertainties to lipid identification and quantitation by subsequent MS/MS. Herein, by integrating the orthogonal separation capabilities of hydrophilic interaction liquid chromatography and trapped ion mobility spectrometry as well as isomer-resolving MS/MS, a lipidomic analysis system has been developed for fast (5 min per LC run), sensitive (detection limit at nM), and structurally informative analysis of a wide variety of phospholipids. The analytical performance of this workflow is manifested by identifying more than 1500 distinct lipid molecules from bovine liver and RAW 264.7 macrophages.We believe the system developed herein provides a relative complete solution to lipidomic profiling where isomer analysis becomes increasingly important and necessary for studying lipid metabolism, phenotyping, and other biomedical applications. <br> <br>
DOI: 10.6084/m9.figshare.21152077.v1
title: Gene database of Helicobacter pylori

description: Helicobacter pylori is a causative agent for many incidences of peptic ulcer in the stomach. A bacterium-based infection able to be resolved by a course of antibiotics, untreated stomach ulcers could nevertheless progress to form stomach cancers. More importantly, there has been increasing prevalence of H. pylori infections observed clinically. This work sought to provide foundational information of the genetic repertoire of H. pylori by parsing its annotated genome sequence downloaded from Genbank. Comprising gene name, gene function, and gene sequence, the resource should be a good initiator for further studies aiming to understand the molecular underpinnings of H. pylori pathogenesis.
DOI: 10.6084/m9.figshare.7593071.v1
title: Supplementary Material for: Comparison of SureSelect and Nextera Exome Capture Performance in Single-Cell Sequencing

description: <b><i>Background:</i></b> Advances in single-cell sequencing provide unprecedented opportunities for clinical examination of circulating tumor cells, cancer stem cells, and other rare cells responsible for disease progression and drug resistance. On the genomic level, single-cell whole exome sequencing (scWES) started to gain popularity with its unique potentials in characterizing mutational landscapes at a single-cell level. Currently, there is little known about the performance of different exome capture kits in scWES. Nextera rapid capture (NXT; Illumina, Inc.) has been the only exome capture kit recommended for scWES by Fluidigm C1, a widely accessed system in single-cell preparation. <b><i>Results:</i></b> In this study, we compared the performance of NXT following Fluidigm’s protocol with Agilent SureSelectXT Target Enrichment System (AGL), another exome capture kit widely used for bulk sequencing. We created DNA libraries of 192 single cells isolated from spheres grown from a melanoma specimen using Fluidigm C1. Twelve high-yield cells were selected to perform dual-exome capture and sequencing using AGL and NXT in parallel. After mapping and coverage analysis, AGL outperformed NXT in coverage uniformity, mapping rates of reads, exome capture rates, and low PCR duplicate rates. For germline variant calling, AGL achieved better performance in overlap with known variants in dbSNP and transition-transversion ratios. Using calls from high coverage bulk sequencing from blood DNA as the golden standard, AGL-based scWES demonstrated high positive predictive values, and medium to high sensitivity. Lastly, we evaluated somatic mutation calling by comparing single-cell data with the matched blood sequence as control. On average, 300 mutations were identified in each cell. In 10 of 12 cells, higher numbers of mutations were identified using AGL than NXT, probably caused by coverage depth. When mutations are adequately covered in both AGL and NXT data, the two methods showed very high concordance (93–100% per cell). <b><i>Conclusions:</i></b> Our results suggest that AGL can also be used for scWES when there is sufficient DNA, and it yields better data quality than the current Fluidigm’s protocol using NXT.
DOI: 10.6084/m9.figshare.12644033.v5
title: Loughborough University Multimodal Emotion Dataset-2

description: Loughborough University Multimodal Emotion Database-2 (LUMED-2) is a new multimodal emotion dataset that was created by the researchers of Loughborough University, UK, and Hacettepe University, Turkey, by collecting simultaneous multimodal data from 13 participants (6 females and 7 males) by showing audio-visual stimuli. The total duration of all stimuli is 8 minutes and 50 seconds, which consist of short video clips selected from the web to elicit specific emotions. Between each video clip, in order to let the participants have a rest, a 20-second grey screen was showed. Although it is anticipated that each video clip elicits a distinct emotional state and thus can determine the label of the resulting emotion, in reality the same content might trigger differing emotions for different participants. Therefore, after each session, the participants were additionally asked to label the clips with the felt emotional state while watching them. Three different emotions were resulted from labelling: "sad", "neutral" and "happy". The facial expressions of the participants were captured using a webcam at a resolution of 640x480 and at 30 fps. Participants’ EEG data was captured using an ENOBIO 8-channels wireless EEG device, which has a temporal resolution of 500 Hz. We filtered EEG data for the frequency range [0, 75Hz] and applied baseline subtraction for each window. As for the peripheral physiological data, an EMPATICA E4 Wristband, powered by Bluetooth, was used to record participants’ GSR.<br>This multimodal emotion database is produced and should be used for research purposes only.<br>For any questions related to the data contained in this database, contact Dr Yucel Cimtay (yucel.cimtay@gmail.com)
DOI: 10.6084/m9.figshare.16530735.v2
title: Supplementary information of: Phylogenomics and loci dropout patterns of deeply diverged Zodarion ant-eating spiders suggest a high potential of RAD-seq for genus-level spider phylogenetics

description: Supplementary information of paper:<br>Phylogenomics and loci dropout patterns of deeply diverged Zodarion ant-eating spiders suggest a high potential of RAD-seq for genus-level spider phylogenetics<br>
DOI: 10.6084/m9.figshare.19723423.v2
title: The link between agriculture and rural food security in the ecoregions of Mexico: path diagrams and underlying datasets.

description: The data presented here is a nationwide Geographic Information System (GIS) layer (shape format) comprising georeferenced features of the agricultural production units and food security indices of the corresponding rural population. This nationwide dataset is disaggregated at the rural neighbourhood level ("área de control" in Spanish, the smallest spatial unit of the agricultural census in Mexico) and yields 68323 data units (number of observations = 68323). <br> The variables include 15 features of the agricultural production units, 4 food security indices and one ecoregion label (a total of 20 fields of information). <br> The meaning of each variable is described in the following url: http://seguralimentariamex.igg.unam.mx/layers/geonode_data:geonode:fsIndAndInd0 (check the "attributes" tab). <br> The variables were derived from: https://doi.org/10.1016/j.agsy.2021.103091 <br> A selection of the variables were mapped and made available online in the following Geonode spatial data infrastructure: http://seguralimentariamex.igg.unam.mx/maps/?limit=5&offset=0 <br>
DOI: 10.6084/m9.figshare.5930575.v1
title: Triage_Data_Redemption_Jan_2015.xlsx

description: During the 2014-2016 Ebola outbreak in Liberia health services collapsed due to chronic under-investment and the scale of the emergency. Healthcare facilities eventually re-opened upon improvement of infection prevention and control practices (IPC) to prevent Ebola Virus Disease (EVD) transmission within their doors. This data set was gathered shortly after the opening of one hospital in Monrovia in January 2015 while the outbreak was still in progres. The data was gathered to assess effectiveness of initial screening for EVD during triage to identify possible EVD cases. The data includes results from initial screening with results from re-screens after a patient was admitted.
DOI: 10.6084/m9.figshare.26074663.v1
title: HiGTS_2001s4

description: HiGTS is a high temporal resolution global gridded dataset of human thermal stress metrics. Derived using climate variables from ERA5-Land and ERA5, the HiGTS consists of hourly gridded maps of Universal Thermal Climate Index (UTCI), Universal Thermal Stress (UTS), and daily Thermal Stress Duration (TSD) at 0.1° × 0.1° spatial resolution over the global land surface from January 1, 2000 to December 31, 2023.HiGTS_2001s4 contains the data from October 1, 2001 to December 31, 2001.
DOI: 10.6084/m9.figshare.3408442.v1
title: OM4_025-grid-data

description: Input grid files for the OM4_025 ocean model
DOI: 10.6084/m9.figshare.17701196.v1
title: EEG Dataset for RSVP and P300 Speller Brain-Computer Interfaces

description: EEG dataset for subject 37