cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15522196
title: Source Data for the manuscript: (SuperSalt: Equivariant Neural Network Force Fields for Multicomponent Molten Salts System)
DOI: 10.15468/dl.226qyp
title: Occurrence Download

description: A dataset containing 621449 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cosmia pyralina (Denis & Schiffermüller), 1775, Jodis lactearia (Linnaeus, 1758), Coleophora sacramenta Heinrich, 1914, Acleris variegana (Denis & Schiffermüller), 1775, Enarmonia formosana (Scopoli, 1763), Acronicta clarescens Guenée, 1852, Pasiphila rectangulata (Linnaeus, 1758), Bohemannia pulverosella (Stainton, 1849) van Nieukerken, 1982, Marmara elotella (Busck, 1909), Cerura vinula Linnaeus, 1758, Lyonetia prunifoliella (Hübner, 1796), Pachysphinx modesta Harris, 1839, Coleophora multipulvella Chambers, 1878, Lycia ypsilon (Forbes, 1885), Campaea margaritaria (Linnaeus, 1761), Descoreba simplex Butler, 1878, Ditula angustiorana (Haworth, 1811), Diaspiniphagus murtfeldtae (Howard, 1894), Sympiesis jeolikotensis Khan, Agnihotri & Sushil, 2005, Pteromalus phycidis (Ashmead, 1898), Alaptus extremus Soyka, 1939, Hyssopus aegyptiacus Tawfik & Ramadan, Trichogramma itsybitsi Pinto & Stouthamer, 2002, Macromesus harithus Narendran, 2001, Eupelmus kashmiricus Narendran, 2001, Eupelmus valsus Narendran, 2001, Eupelmus vindex Erdös, 1955, Baryscapus talitzkii (Kostjukov, 1978), Anagrus avalae Soyka, 1956, Trichogramma daumalae Dugast & Voegelé, 1984, Thinodytes cyzicopsis Heydon, 1995, Pteromalus varians (Spinola, 1808), Vrestovia brevior Boucek, 1993, Teleterebratus perversus Compere & Zinna, 1955, Achrysocharoides mali Kamijo, 1991, Cirrospilus ringoniellae Kamijo, 1987, Brachyplatycerus minutum De Santis, 1972, Trichogramma pelovi Kostadinov, 1986, Trichogramma stampae Vincent, 1986, Aphytis testaceus Chumakova, 1961, Aphytis paramaculicornis DeBach & Rosen, 1976, Trichogramma funiculatum Carver, 1978, Cirrospilus americanus (Girault, 1916), Aphytis vandenboschi DeBach & Rosen, 1976, Achrysocharoides gahani (Miller, 1962), Ablerus celsus (Walker, 1839), Trigonoderus filatus Walker, 1836, Closterocerus lyonetiae (Ferriere, 1952), Sympiesis laevifrons Kamijo, 1965, Sympiesis ringoniellae Kamijo, 1965)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 621449 records from 824 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002357-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/9b5-4fh-m26
title: Phyllolepidum Trinajstic

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bys-0td-xh0
title: Phyllolepidum Trinajstic

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dhj-2g8-5q6
title: Hystrix Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e35-asr-mk2
title: Muntiacus muntjak (Zimmermann, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/639-lq0-bek
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2nm-y6z-57r
title: Muntiacus muntjak (Zimmermann, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/95y-s43-9jm
title: Muntiacus muntjak (Zimmermann, 1780)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kd3-3tv-qx3
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b9s-pz7-p0l
title: Cervidae Goldfuss, 1820

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kje-ae6-nda
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m6w-407-64v
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mt1-w5k-svz
title: Batagur

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c7b-477-l6y
title: Acrocodia indica (Desmarest, 1819)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/81g-55x-twm
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dpw-aj9-5b3
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gs4-dzy-pth
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/re9-2ca-61q
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pjx-bkv-tsv
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v3z-ql3-qwf
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/d07-wjj-zj7
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ntf-blv-n54
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m5m-llx-35n
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7nz-szt-sy8
title: Elephas Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kbr-tqp-5dc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.5281/zenodo.15206349
title: Kigali PM2.5 Dataset OpenSeneca September 2021

description: Processed dataset of PM2.5 concentrations collected in Kigali, Rwanda, in September 2021, using low-cost sensors from OpenSeneca.
DOI: 10.5281/zenodo.15206350
title: Kigali PM2.5 Dataset OpenSeneca September 2021

description: Processed dataset of PM2.5 concentrations collected in Kigali, Rwanda, in September 2021, using low-cost sensors from OpenSeneca.
DOI: 10.3535/229-xw2-vm8
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c11-lqd-psv
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/grh-t9v-t2x
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/673-5gw-v9l
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/88s-ejh-7kr
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3vj-0xm-lwn
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p2d-8a5-0xs
title: Bovidae Gray, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vcv-xs7-3r1
title: Maianthemum F.H.Wigg.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/lr7-mnt-x96
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wpa-lks-ar4
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1em-ha7-3ah
title: Rhinoceros Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ax8-092-e1q
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mby-357-4sy
title: Maianthemum F.H.Wigg.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/q5r-hk4-8zk
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9h2-wc5-55a
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ezf-9fv-cza
title: Quercus L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ae3-r72-82t
title: Magnoliopsida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/fnh-pnq-3mp
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qs9-z3z-en2
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/g6g-8tz-rqn
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/y73-t2p-99b
title: Plantae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.jwy55p
title: Occurrence Download

description: A dataset containing 70975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Moraceae"
 ]
}

 The dataset includes 70975 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007155-250415084134356/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.n5rbwq
title: Occurrence Download

description: A dataset containing 5710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pelecanoides urinatrix",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2020",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 5710 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018613-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.exjvje
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa",
 "Country is Saint Kitts and Nevis",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018614-250711103210423/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.29447605.v1
title: Barriers to implementing evidence-based guidance for fatigue risk mitigation in the prehospital setting

description: The primary aim of this research study was to capture knowledge and awareness, beliefs and behaviors related to, and perceived barriers to adopting, implementing, and maintaining evidence-based guidance as outlined in the 2018 emergency medical services (EMS) evidence-based guidelines (EBG) for fatigue risk management and the American Academy of Sleep Medicine/Sleep Research Society’s (AASM/SRS) Guiding Principles for determining shift duration. We used a mixed methods study design with in-depth interviews based on the Theoretical Domains Framework (TDF) for behavior change. Sampling was nationwide and stratified by rural/urban status with goal enrollment of 40 EMS agency administrators (employers) and 100 frontline EMS clinicians (employees). We used deductive coding to code participant statements linked to established domains and constructs of the TDF. Thirty-six employer and 100 employee in-depth interviews were completed. Most employers represented a fire-based or third-service agency (64%), employed all-paid personnel (58%), and provided mostly ground-based services (92%). Most employees were paramedic, firefighter-paramedic, or firefighter emergency medical technician certified (85%) with 3.8 median years of experience (IQR 2, 7). Most employers (61%) and employees (85%) reported no awareness of the existence of EBGs focused on fatigue. Once informed of the guidance, most employers (78%) and most employees (65%) responded that they “very much want to “or „somewhat want to” adopt some or all the guidance and recommendations. Most employers (67%) and employees (61%) reported they “very much needed to” or “somewhat needed to” adopt and implement the existing guidance. Participants identified common barriers to adoption of fatigue guidance as: lack of awareness and knowledge, a perceived misalignment of some recommendations with expectations, fear of negative emotional reactions in response to changing shift schedules, costs associated with adoption, and fear of disrupting the status quo. While most EMS employers and employees reported the need to adopt EBGs for fatigue mitigation, barriers identified in this study impede adoption and implementation. Overcoming these impediments should include increasing awareness of fatigue EBGs and related guidance. Increasing awareness alone, however, may not result in a meaningful increase in adoption and implementation. Novel strategies targeting the unique barriers identified in this study are needed.
DOI: 10.15468/dl.qaydcv
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018616-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ww5njx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Festuca ovina alpina, Festuca ovina angustifolia, Festuca ovina centroapenninica, Festuca ovina chiisanensis, Festuca ovina chosenica, Festuca ovina coreana, Festuca ovina coreensis, Festuca ovina elata, Festuca ovina exilior, Festuca ovina firmulacea)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen, Machine Observation)"
 ]
 }
 },
 "Continent is Europe",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2024"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018617-250711103210423/datasets/export for details.
DOI: 10.15468/dl.3vs8se
title: Occurrence Download

description: A dataset containing 317 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carduus pycnocephalus albidus"
 ]
}

 The dataset includes 317 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018618-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uh7mbd
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Napaeozapus insignis"
 ]
}

 The dataset includes 179 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018619-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ub6v65
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Caecomastacembelus goro"
 ]
}

 The dataset includes 21 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018620-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2mzsw9
title: CCDC 2442672: Experimental Crystal Structure Determination

description: Related Article: Constantin G. Daniliuc, Ke-Yin Ye, Gerhard Erker
|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.zh9vj2
title: Occurrence Download

description: A dataset containing 93 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia abyssinica",
 "HasCoordinate is true",
 "Geometry POLYGON ((-17.66889 -35.11691, 51.34702 -35.11691, 51.34702 37.62, -17.66889 37.62, -17.66889 -35.11691))"
 ]
}

 The dataset includes 93 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018621-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2mzvq6
title: CCDC 2442729: Experimental Crystal Structure Determination

description: Related Article: Constantin G. Daniliuc, Raul Adler Yanez Gerhard Erker
|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.15928442
title: Direct MRI of Collagen

description: This repository contains the matlab code & data associated with the document:    Direct MRI of Collagen. ETH Zurich 2024, Jason van Schoor.

The code provides examples of how to read in FID data as well as images.
DOI: 10.15468/dl.28nkke
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sus scrofa",
 "Country is Tuvalu",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018622-250711103210423/datasets/export for details.
DOI: 10.15468/dl.4zckbk
title: Occurrence Download

description: A dataset containing 28 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cardamine verna"
 ]
}

 The dataset includes 28 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018625-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15926600
title: Artificial dataset generated to train C4TUNE

description: This dataset was created to train a neural network to predict the parameters of a kinetic model of C<sub>4</sub> photosynthesis (Wang et al. 2021, doi: 10.1111/tpj.15365).

In essence, parameters of the kinetic models were sampled from a multivariate log-normal distribution, and for each sample, response curves of the net CO<sub>2</sub> assimilation rate, A<sub>net</sub>, to varying ambient CO<sub>2</sub> partial pressures (Ca) and light intensities (Q) were simulated using the ODE model.

The simulated curves and associated parameterizations were filtered by technical and biological criteria as described in the publication.

This dataset contains the following files:




File name
Description


params.csv
parameter samples


a_co2.csv
simulated A/Ca curves


a_light.csv
simulated A/Q curves


co2_a_light.txt
constant Ca for A/Q curves


light_a_co2.txt
constant Q for A/Ca curves


train_idx_c4tune.npy
indices of the training set for C4TUNE (numpy)


train_idx_c4tune.txt
indices of the training set for C4TUNE (text file)


train_idx_surrogate.npy
indices of the training set for the surrogate model (numpy)


train_idx_surrogate.txt
indices of the training set for the surrogate model (text file)


test_idx_c4tune.npy
indices of the test set for C4TUNE (numpy)


test_idx_c4tune.txt
indices of the test set for C4TUNE (text file)


test_idx_surrogate.npy
indices of the test set for the surrogate model (numpy)


test_idx_surrogate.txt
indices of the training set for the surrogate model (text file)


L_train.csv
Cholesky decomposition of the parameter covariance matrix, based on the training set


L_test.csv
Cholesky decomposition of the parameter covariance matrix, based on the test set
DOI: 10.5281/zenodo.15926601
title: Artificial dataset generated to train C4TUNE

description: This dataset was created to train a neural network to predict the parameters of a kinetic model of C<sub>4</sub> photosynthesis (Wang et al. 2021, doi: 10.1111/tpj.15365).

In essence, parameters of the kinetic models were sampled from a multivariate log-normal distribution, and for each sample, response curves of the net CO<sub>2</sub> assimilation rate, A<sub>net</sub>, to varying ambient CO<sub>2</sub> partial pressures (Ca) and light intensities (Q) were simulated using the ODE model.

The simulated curves and associated parameterizations were filtered by technical and biological criteria as described in the publication.

This dataset contains the following files:




File name
Description


params.csv
parameter samples


a_co2.csv
simulated A/Ca curves


a_light.csv
simulated A/Q curves


co2_a_light.txt
constant Ca for A/Q curves


light_a_co2.txt
constant Q for A/Ca curves


train_idx_c4tune.npy
indices of the training set for C4TUNE (numpy)


train_idx_c4tune.txt
indices of the training set for C4TUNE (text file)


train_idx_surrogate.npy
indices of the training set for the surrogate model (numpy)


train_idx_surrogate.txt
indices of the training set for the surrogate model (text file)


test_idx_c4tune.npy
indices of the test set for C4TUNE (numpy)


test_idx_c4tune.txt
indices of the test set for C4TUNE (text file)


test_idx_surrogate.npy
indices of the test set for the surrogate model (numpy)


test_idx_surrogate.txt
indices of the training set for the surrogate model (text file)


L_train.csv
Cholesky decomposition of the parameter covariance matrix, based on the training set


L_test.csv
Cholesky decomposition of the parameter covariance matrix, based on the test set