cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.cj9ffp
title: Occurrence Download

description: A dataset containing 927 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Styela clava",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 927 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008840-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7vu2uw
title: Occurrence Download

description: A dataset containing 1135 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Heuchera grossulariifolia"
 ]
}

 The dataset includes 1135 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008841-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.26188/29554820
title: Effect of Baricitinib on Insulin Production in Type 1 Diabetes

description: The BANDIT trial is a clinical study designed to evaluate whether the drug baricitinib can slow the progressive loss of insulin-producing beta cells in individuals recently diagnosed with type 1 diabetes (T1D). The study aims to recruit 83 participants aged 12 to 30 years, randomly assigning two-thirds to receive baricitinib and one-third to receive a placebo. The primary goal is to determine if baricitinib can reduce the decline in meal-stimulated plasma C-peptide levels, which serve as a key indicator of beta-cell function and the body's ability to produce insulin. Preserving this natural insulin production in recent-onset T1D is associated with better glucose control and a reduced risk of long-term complications and mortality. The total sample size of 83 was selected based on previous estimates of 2-hour AUC mean C-peptide values and standard statistical power calculations. Specifically, 50 baricitinib-treated and 25 placebo-treated participants with complete data are required to achieve 80% power to detect a 45% increase in mean log(C-peptide +1) (from 0.306 to 0.445 with a standard deviation of 0.2) using a two-sample T-test at a 0.05 significance level (two-sided).
description: HeSANDA 1.0.0
DOI: 10.26188/29554820.v1
title: Effect of Baricitinib on Insulin Production in Type 1 Diabetes

description: The BANDIT trial is a clinical study designed to evaluate whether the drug baricitinib can slow the progressive loss of insulin-producing beta cells in individuals recently diagnosed with type 1 diabetes (T1D). The study aims to recruit 83 participants aged 12 to 30 years, randomly assigning two-thirds to receive baricitinib and one-third to receive a placebo. The primary goal is to determine if baricitinib can reduce the decline in meal-stimulated plasma C-peptide levels, which serve as a key indicator of beta-cell function and the body's ability to produce insulin. Preserving this natural insulin production in recent-onset T1D is associated with better glucose control and a reduced risk of long-term complications and mortality. The total sample size of 83 was selected based on previous estimates of 2-hour AUC mean C-peptide values and standard statistical power calculations. Specifically, 50 baricitinib-treated and 25 placebo-treated participants with complete data are required to achieve 80% power to detect a 45% increase in mean log(C-peptide +1) (from 0.306 to 0.445 with a standard deviation of 0.2) using a two-sample T-test at a 0.05 significance level (two-sided).
description: HeSANDA 1.0.0
DOI: 10.15468/dl.z52n3u
title: Occurrence Download

description: A dataset containing 1380 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Gambusia yucatana"
 ]
}

 The dataset includes 1380 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008842-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhcved
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Panama",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Mauria heterophylla"
 ]
}

 The dataset includes 59 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008844-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9vpwb7
title: Occurrence Download

description: A dataset containing 1064 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dreissena bugensis",
 "Country is Canada",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1064 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008846-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z52zt3
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pteropus medius",
 "Year 1970-2000"
 ]
}

 The dataset includes 25 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008845-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xehrx8
title: Occurrence Download

description: A dataset containing 68822 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bunias orientalis"
 ]
}

 The dataset includes 68822 records from 596 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008800-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tya4dh
title: Occurrence Download

description: A dataset containing 742068 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-75.90846 10.07387,-75.87366 9.00427,-75.09645 7.9315,-74.34245 8.52849,-74.54545 9.60526,-75.11385 10.18235,-75.90846 10.07387))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 742068 records from 462 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008832-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.at6pjx
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is BOLD:AAA4520"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008847-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6m8vyv
title: Occurrence Download

description: A dataset containing 762 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cakile arabica"
 ]
}

 The dataset includes 762 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008850-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfhwas
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is (Table 1) Proportion of Toxoplasma gondii seropositive arctic foxes (Alopex lagopus) by age group and geographic area"
 ]
}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002578-160803222355964/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.opo5vj
title: Occurrence Download

description: A dataset containing 981441242 species occurrences available in GBIF matching the query:
{ }

 The dataset includes 981441242 records from 19482 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002334-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/jl4-pxp-rqd
title: Rumex cyprius Murb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/x80-g0n-l76
title: Mollinedia repanda Ruiz & Pav.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ze1-z56-jcr
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zjj-qh0-l6q
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0k8-wxh-vcx
title: Echinophora scabra Gilli

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8h4-86k-vff
title: Achillea millefolium subsp. millefolium

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ve1-chl-g09
title: Mollinedia Ruiz & Pav.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/142-awf-xby
title: Rumex acetosa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tr4-kv4-xq4
title: Lamiaceae

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5q3-dtb-jpg
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/302-2s0-cmz
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/y5s-81f-86y
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/mpw-sts-m41
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/s19-0t1-fha
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/82j-4tc-p97
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xy6-fjs-laa
title: Dianthus deltoides L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/409-ng0-6rn
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vnm-ehs-ltx
title: Arenaria peloponnesiaca Rech. fil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nht-wyl-4js
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r94-9v7-99b
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/dx1-7mv-hy8
title: Rumex hydrolapathum (Scop.) Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/wrx-616-p23
title: Mollinedia triflora (Spreng.) Tul.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/saa-rb9-h86
title: Rumex L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/79z-5wf-4xb
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sjk-z1s-7jg
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/etp-gst-b1t
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rbc-sj5-4qv
title: Rumex hydrolapathum (Scop.) Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0kh-7g7-hfm
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7cn-1fn-stk
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ddk-7ar-4g5
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/nlz-7ll-za7
title: Senecio integrifolius (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/2v5-r8a-4ca
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/aln-g3w-7nh
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0rd-9cs-b6q
title: Senecio integrifolius (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1n1-4pa-z2b
title: Crambe tataria Sebeök

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t5f-f7v-res
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.vp9mfw
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Martynia annua",
 "Country is Burkina Faso",
 "HasCoordinate is true"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061112-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/3e6-912-glx
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ma0-wy1-myz
title: Mollinedia boracensis Peixoto

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/53d-vcp-72m
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/c7l-w4c-sen
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1x4-fld-les
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/agp-r9w-dec
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/elc-7rl-bal
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1t8-bb9-lrh
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rpp-ndv-d2a
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tvw-ngx-qps
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0vg-dnc-y2j
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ke0-4fy-l61
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/na5-vhq-t5n
title: Rumex hydrolapathum (Scop.) Huds.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/jxw-hje-2t2
title: Jacobaea racemosa subsp. racemosa

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vaf-79v-wm0
title: Leontodon saxatilis Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4p8-wq9-1b3
title: Leontodon saxatilis Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/9f3-m48-5gy
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/t9r-htp-08z
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zxc-kl4-4lg
title: Salix fragilis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.14261153
title: Data for: Mapping the global distribution of lead and its isotopes in seawater with explainable machine learning

description: This repository contains the data for the article 'Mapping the global distribution of lead and its isotopes in seawater with explainable machine learning' by Olivelli et al., submitted to Earth System Science Data (https://doi.org/10.5194/essd-2025-17). 

The files included are as follows: 



Pb_climatology.nc and Pb_climatology.csv include the climatologies of Pb concentration, 206Pb/207Pb and 208Pb/207Pb in netcdf and csv format. The climatologies are obtained from the models developed and carefully described in the article and are gridded according to the World Ocean Database (WOD) 2018 grid. 

WOD_Pb_dataset-cleanedSOPbconc.csv is the dataset used for the development of the Pb concentration, 206Pb/207Pb and 208Pb/207Pb models.

Ensemble_Pb-conc.csv, Ensemble_67Pb.csv and Ensemble_87Pb.csv contain all the predictions of the 100 model ensemble members for the Pb concentration, 206Pb/207Pb and 208Pb/207Pb models, respectively. They also include the coefficient of variations of each cell in the WOD grid calculated from the 100 individual ensemble predictions. 

Global-prediction_masked-df_no-coords.csv is the prediction dataset and is used to predict all values of Pb concentration, 206Pb/207Pb and 208Pb/207Pb. 


The associated code repository can be found at: https://github.com/OlivelliAri/Pb-ML_GEOTRACES.

---

Version v2 includes changes in the structure of the 'Pb_climatology.nc' file to facilitate data visualization and processing. 

Version v3 includes the 'Global-prediction_masked-df_no-coords.csv' file.
DOI: 10.5281/zenodo.16534521
title: Data for: Mapping the global distribution of lead and its isotopes in seawater with explainable machine learning

description: This repository contains the data for the article 'Mapping the global distribution of lead and its isotopes in seawater with explainable machine learning' by Olivelli et al., submitted to Earth System Science Data (https://doi.org/10.5194/essd-2025-17). 

The files included are as follows: 



Pb_climatology.nc and Pb_climatology.csv include the climatologies of Pb concentration, 206Pb/207Pb and 208Pb/207Pb in netcdf and csv format. The climatologies are obtained from the models developed and carefully described in the article and are gridded according to the World Ocean Database (WOD) 2018 grid. 

WOD_Pb_dataset-cleanedSOPbconc.csv is the dataset used for the development of the Pb concentration, 206Pb/207Pb and 208Pb/207Pb models.

Ensemble_Pb-conc.csv, Ensemble_67Pb.csv and Ensemble_87Pb.csv contain all the predictions of the 100 model ensemble members for the Pb concentration, 206Pb/207Pb and 208Pb/207Pb models, respectively. They also include the coefficient of variations of each cell in the WOD grid calculated from the 100 individual ensemble predictions. 

Global-prediction_masked-df_no-coords.csv is the prediction dataset and is used to predict all values of Pb concentration, 206Pb/207Pb and 208Pb/207Pb. 


The associated code repository can be found at: https://github.com/OlivelliAri/Pb-ML_GEOTRACES.

---

Version v2 includes changes in the structure of the 'Pb_climatology.nc' file to facilitate data visualization and processing. 

Version v3 includes the 'Global-prediction_masked-df_no-coords.csv' file.
DOI: 10.3535/374-d6y-29y
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3ak-k65-mn3
title: Salix fragilis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/00b-z8g-xmr
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/6hn-xvj-xdk
title: Senecio integrifolius (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/yd4-nbh-5re
title: Rosa persica Michx. ex J. F. Gmel.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gfa-c0e-9e0
title: Jacobaea racemosa subsp. racemosa

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hte-rd4-1z6
title: Leontodon saxatilis Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hjp-m6n-m9a
title: Leontodon saxatilis Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rg9-mtm-qy6
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/xcz-8gs-t9v
title: Arenaria peloponnesiaca Rech. fil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zfa-e5q-c7w
title: Jacobaea othonnae subsp. othonnae

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bjq-1mn-6fw
title: Senecio vernalis Waldst. & Kit.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/elv-g3k-dn6
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.5281/zenodo.15973934
title: Analytical code and data used for analyses and results in Efrat R. et al. 2025, Current Biology

description: R codes and data used in the analyses for the paper Efrat et al. 2025, Age-dependent response to anthropogenic habitat during migration of an endangered raptor, Current Biology
DOI: 10.5281/zenodo.15973935
title: Analytical code and data used for analyses and results in Efrat R. et al. 2025, Current Biology

description: R codes and data used in the analyses for the paper Efrat et al. 2025, Age-dependent response to anthropogenic habitat during migration of an endangered raptor, Current Biology
DOI: 10.3535/6gn-bxm-29w
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bay-zcd-6dk
title: Senecio integrifolius (L.) Clairv.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.94uke6
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Martynia annua",
 "Country is Cuba",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061113-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/dcc-fp3-3sy
title: Salix reticulata L.

description: Digital Specimen for the physical specimen hosted at University of Graz.