cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25375/uct.29178665.v1
title: Qualitative study with subject experts on the causes and consequences of antibiotic shortages through a PESTELI (political, economic, sociological, technological, ecological, legal, industry) lens

description: Lack of access to antibiotics has been identified as a major contributor to the emergence of antibiotic resistance. The drivers for antibiotic shortages are complex. We conducted interviews with key stakeholders involved in national and global antibiotic supply chain management, to explore the main drivers for current shortages and existing solutions to manage antibiotic shortages in different regions of the world. Participants were interviewed using a semi-structured interview guide developed using the PESTELI (political, economic, sociological, ecological, technological, legal, industry) framework. Political engagement on antibiotic shortages was reported to facilitate effective strategies. Legal measures have also been used; for example, pharmacists in the UK given rights to use alternative agents without referring to the prescriber. Pharmaceutical companies need to provide greater transparency on manufacturing issues that cause shortages. Economic incentives are required at all levels and are currently missing, as are technological solutions to predict antibiotic shortages. Sociological elements include adopting appropriate communication to not cause panic buying and hoarding of antibiotics by healthcare systems when there is an impending shortage. Understanding context specific factors contributing to antibiotic shortages can aid in the development and adoption of strategies and tools for forecasting shortages and their optimised management.
DOI: 10.15468/dl.67vsnd
title: Occurrence Download

description: A dataset containing 749015 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Specimen, Occurrence evidence)",
 "Geometry POLYGON((103.2697 -2.77277,121.08697 -2.77277,121.08697 24.88416,103.2697 24.88416,103.2697 -2.77277))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 749015 records from 697 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064505-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vq536v
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cladophora Kützing, 1843",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((31.8862 -21.3285,30.5701 -20.3186,30.5701 -24.0715,35.5909 -24.0715,35.6007 -24.0157,35.6007 -23.8125,35.4969 -23.7035,35.6007 -23.165,35.6007 -22.9702,35.227 -22.2482,34.6862 -21.6944,34.013 -21.3095,33.5 -21.1593,32.9675 -21.1092,32.4352 -21.1612,31.8862 -21.3285))"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064511-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15699696
title: Microplastic uptake by earthworms across European agricultural soils

description: Dataset and metadata on the abundance of earthworm species and microplastic contents in earthworms, sampled from agricultural soils across Europe. This data is part of PAPILLONS European spatial survey. Microplastic analyses were conducted at Norwegian Institute for Water Research (NIVA) and earthworm community analyses at Vrije Universiteit Amsterdam (VU), Finnish Environment Institute (Syke) and Univeristy of Jyväskylä. Several institutes across Europe were involved in the samplings and acknowledged as contributors. The data on microplastics and plastic additives in soil samples are found in: https://zenodo.org/records/15540049
DOI: 10.5281/zenodo.15699697
title: Microplastic uptake by earthworms across European agricultural soils

description: Dataset and metadata on the abundance of earthworm species and microplastic contents in earthworms, sampled from agricultural soils across Europe. This data is part of PAPILLONS European spatial survey. Microplastic analyses were conducted at Norwegian Institute for Water Research (NIVA) and earthworm community analyses at Vrije Universiteit Amsterdam (VU), Finnish Environment Institute (Syke) and Univeristy of Jyväskylä. Several institutes across Europe were involved in the samplings and acknowledged as contributors. The data on microplastics and plastic additives in soil samples are found in: https://zenodo.org/records/15540049
DOI: 10.15468/dl.keby9x
title: Occurrence Download

description: A dataset containing 4687790 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Kenya"
 ]
}

 The dataset includes 4687790 records from 1446 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0064500-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7fnatu
title: Occurrence Download

description: A dataset containing 614 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria gazensis Rendle",
 "Continent is Africa"
 ]
}

 The dataset includes 614 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017690-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtqq8q
title: Occurrence Download

description: A dataset containing 113 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)",
 "Country is Sri Lanka",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 113 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017689-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ma7vw4
title: Occurrence Download

description: A dataset containing 2081 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria longiflora (Retz.) Pers.",
 "Continent is Africa"
 ]
}

 The dataset includes 2081 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017691-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jmdkdp
title: Occurrence Download

description: A dataset containing 15223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)",
 "Country is Mexico",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 15223 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017692-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gzsq3c
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zea perennis (Hitchc.) Reeves & Mangelsd."
 ]
}

 The dataset's 3 records were derived from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017674-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/9aiy3v
title: Data for the DaNuMa 2024 summer school 'machine learning in animal science'

description: This repository contains data associated with the DaNuMa 2024 summer school 'machine learning in animal science'. Apart from data of our own research group, the repository contains data from previous publications [1, 2] that has been modified for teaching purposes. References [1] Bergamini, L., Pini, S., Simoni, A., Vezzani, R., Calderara, S., Eath, R. B., & Fisher, R. B. (2021). Extracting accurate long-term behavior changes from a large pig dataset. In 16th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, VISIGRAPP 2021 (pp. 524-533). SciTePress. [2] Psota, E. T., Mittek, M., Pérez, L. C., Schmidt, T., & Mote, B. (2019). Multi-pig part detection and association with a fully-convolutional network. Sensors, 19(4), 852.
DOI: 10.25625/9aiy3v/3qvfjt
title: 3_mlp.zip

description: :unav
DOI: 10.25625/9aiy3v/3zfuwq
title: 1_introduction.zip

description: :unav
DOI: 10.25625/9aiy3v/6znsyz
title: 6_keypoint_detection.zip

description: :unav
DOI: 10.25625/9aiy3v/ary2xr
title: 5_weight_regression.zip

description: :unav
DOI: 10.25625/9aiy3v/bxerkf
title: 1_introduction.zip

description: :unav
DOI: 10.25625/9aiy3v/gheb4j
title: 7_instance_segmentation.zip

description: :unav
DOI: 10.25625/9aiy3v/gsulqy
title: 9_tracking.zip

description: :unav
DOI: 10.25625/9aiy3v/mwfjn8
title: 8_natural_language_inference.zip

description: :unav
DOI: 10.25625/9aiy3v/vw2fql
title: 5_weight_regression.zip

description: :unav
DOI: 10.15468/dl.ak4sjc
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria maniculata Stapf",
 "Continent is Africa"
 ]
}

 The dataset includes 44 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017693-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.23729/6ad31974-8511-4f3c-9487-58b8c3e23457
title: Data for the article: “Identification and control of hydrothermal carbonisation process with energy consumption assessment”

description: This data set contains raw data for the article: “Identification and control of hydrothermal carbonisation process with energy consumption assessment”
DOI: 10.5281/zenodo.14025497
title: Amplifying Customer's Motivation Through Marketing Activities to Increase Purchase Intention in Social Commerce

description: As information technology keeps evolving, social commerce has become a common alternative for Indonesians to purchase products online. Social commerce successfully facilitates social interactions between customers and business actors on one platform, combining the idea of social network sites and electronic commerce (e-commerce). The problem is that social commerce provides users with an effortless way to compare one product to another, leading to another challenge for businesses to compete with competitors. Hence, this research aims to identify how to amplify customers’ motivation when they see any product marketing activities in social commerce and how that motivation can increase their purchase intention towards the product. The method used in this study is Structural Equation Modeling (SEM) PLS with the purposive sampling method for primary data collection. The data were taken from social commerce users who have seen any product marketing labeled content. The primary data of 169 respondents were collected from April to September 2024 from the people who live in Indonesia. The result shows that all of the seven hypotheses are accepted.
DOI: 10.5281/zenodo.14025498
title: Amplifying Customer's Motivation Through Marketing Activities to Increase Purchase Intention in Social Commerce

description: As information technology keeps evolving, social commerce has become a common alternative for Indonesians to purchase products online. Social commerce successfully facilitates social interactions between customers and business actors on one platform, combining the idea of social network sites and electronic commerce (e-commerce). The problem is that social commerce provides users with an effortless way to compare one product to another, leading to another challenge for businesses to compete with competitors. Hence, this research aims to identify how to amplify customers’ motivation when they see any product marketing activities in social commerce and how that motivation can increase their purchase intention towards the product. The method used in this study is Structural Equation Modeling (SEM) PLS with the purposive sampling method for primary data collection. The data were taken from social commerce users who have seen any product marketing labeled content. The primary data of 169 respondents were collected from April to September 2024 from the people who live in Indonesia. The result shows that all of the seven hypotheses are accepted.
DOI: 10.15468/dl.mvcfk5
title: Occurrence Download

description: A dataset containing 7475 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)",
 "Country is Brazil",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 7475 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017694-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bf5m62
title: Occurrence Download

description: A dataset containing 1621 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria milanjiana (Rendle) Stapf",
 "Continent is Africa"
 ]
}

 The dataset includes 1621 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017695-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14025503
title: Data supporting: A Paradigm Shift to Assembly-like Finite Element Model Updating
DOI: 10.5281/zenodo.14025504
title: Data supporting: A Paradigm Shift to Assembly-like Finite Element Model Updating
DOI: 10.15468/dl.3ktbe9
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is BRA.14.49_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017696-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14025074
title: Data to reproduce bioinformatics analysis of "Morphoregulatory ADD3 underlies glioblastoma growth and formation of tumor-tumor connections"
DOI: 10.5281/zenodo.14025075
title: Data to reproduce bioinformatics analysis of "Morphoregulatory ADD3 underlies glioblastoma growth and formation of tumor-tumor connections"
DOI: 10.5281/zenodo.14025440
title: Data to reproduce bioinformatics analysis of "Morphoregulatory ADD3 underlies glioblastoma growth and formation of tumor-tumor connections"
DOI: 10.15468/dl.8uun2x
title: Occurrence Download

description: A dataset containing 319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria monodactyla (Nees) Stapf",
 "Continent is Africa"
 ]
}

 The dataset includes 319 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017697-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8vaka
title: Occurrence Download

description: A dataset containing 7372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Papilionidae"
 ]
}

 The dataset includes 7372 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017698-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bpwdc6
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria nitens Rendle",
 "Continent is Africa"
 ]
}

 The dataset includes 86 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017699-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5eyxvf
title: Occurrence Download

description: A dataset containing 263 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria pearsonii Stapf",
 "Continent is Africa"
 ]
}

 The dataset includes 263 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017700-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8j8b7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria pellita Stapf",
 "Continent is Africa"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017701-241024112534372/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.27461988
title: Rem1 Project AHA data.xlsx

description: Evaluation of mouse cardiac function after over-expressing a calcium handling protein
DOI: 10.6084/m9.figshare.27461988.v1
title: Rem1 Project AHA data.xlsx

description: Evaluation of mouse cardiac function after over-expressing a calcium handling protein
DOI: 10.15468/dl.h3tbqp
title: Occurrence Download

description: A dataset containing 175 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aedes aegypti (Linnaeus, 1762)",
 "Country is Cuba",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 175 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017702-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbtwx2
title: Occurrence Download

description: A dataset containing 435 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria perrottetii (Kunth) Stapf",
 "Continent is Africa"
 ]
}

 The dataset includes 435 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017703-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.htfbq8
title: Occurrence Download

description: A dataset containing 421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Chloropsis aurifrons (Temminck, 1829)",
 "Year 2003-2023"
 ]
}

 The dataset includes 421 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017705-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aqry9y
title: Occurrence Download

description: A dataset containing 4723 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is A georeferenced database of the edaphic biota currently available for Argentina",
 "Geometry POLYGON((-118.97244 -68.07716,18.97244 -68.07716,18.97244 -12.92284,-118.97244 -12.92284,-118.97244 -68.07716))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 4723 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017706-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ffh2uw
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria phaeotricha (Chiov.) Robyns",
 "Continent is Africa"
 ]
}

 The dataset includes 37 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017707-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7p4v28
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria redheadii (C.E.Hubb.) Clayton",
 "Continent is Africa"
 ]
}

 The dataset includes 25 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017708-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.chvmt5
title: Occurrence Download

description: A dataset containing 375928 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Continent is South America",
 "TaxonKey is Malvales"
 ]
}

 The dataset includes 375928 records from 527 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017666-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zcuhan
title: Occurrence Download

description: A dataset containing 130 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Digitaria seriata Stapf",
 "Continent is Africa"
 ]
}

 The dataset includes 130 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017709-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ucpymw
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "GadmGid is BRA.14.49_2",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017710-241024112534372/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5518/952
title: Modeling the Mechanical Stiffness of Pancreatic Ductal Adenocarcinoma: dataset

description: The dataset are of raw images and collated data. The raw images are of bright field images and confocal images of the PDAC spheroid cultures with and without TGF-β supplement.The collated data are of the size of the cultures, the oscillatory shear rheology data of the mechanical stiffness assessment of the cultures, and results of efficacy of gemicitabine on the mechanically stiff PDAC cultures.