cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.novqh0
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Narcissus hedraeanthus subsp. hedraeanthus",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 118 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012533-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.trvcp8
title: Occurrence Download

description: A dataset containing 1237 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ornithogalum arabicum L."
 ]
}

 The dataset includes 1237 records from 112 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033318-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m2azgt
title: Occurrence Download

description: A dataset containing 128076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Axylia putris Linnaeus, 1761, Aythya nyroca (Güldenstädt, 1770))",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 128076 records from 365 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0312282-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bokyj3
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Sorghum ×drummondii (Nees ex Steud.) Millsp. & Chase",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 260 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041438-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z3jruu
title: Occurrence Download

description: A dataset containing 4944 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Continent is Europe",
 "Year is greater than 1978",
 "Year is less than 2014",
 "HasGeospatialIssue is false",
 "TaxonKey is Dryopteris aemula (Aiton) Kuntze"
 ]
}

 The dataset includes 4944 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0106806-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7np94z
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "GadmGid is CHN.6.4_1",
 "TaxonKey is Callosciurus erythraeus (Pallas, 1779)"
 ]
}

 The dataset includes 25 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029814-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m4jxf6
title: Occurrence Download

description: A dataset containing 4732 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is Australia",
 "OccurrenceStatus is Present",
 "TaxonKey is Acacia saligna (Labill.) H.L.Wendl.",
 "Year 1900-2025"
 ]
}

 The dataset includes 4732 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029815-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qnkdyu
title: Occurrence Download

description: A dataset containing 4512 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Etrumeus sadina (Mitchill, 1814)"
 ]
}

 The dataset includes 4512 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059902-241126133413365/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.27304233.v1
title: Perfiles de las personas entrevistadas en estudio exploratorio sobre situación del "lobbying" en España

description: Lista de características de las 19 personas consultadas, para extraer las notas medias que otorgan a una serie de variables condicionantes de la capacidad de influencia de un grupo de interés.
DOI: 10.15468/dl.mcubrj
title: Occurrence Download

description: A dataset containing 87 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "DatasetKey is one of (Camera-trapping: wild and domestic species occurrences in three Pyrenean pastures, Répartition historique du loup en France métropolitaine, Swiss National Mammal Databank: Larger Carnivores Monitoring Program (KORA), iNaturalist Research-grade Observations, Skandobs, naturgucker, INC PAS The Atlas of Mammals of Poland, Ministerio de Medio Ambiente, y Medio Rural y Marino. Dirección General de Medio Natural y Política Forestal. Inventario Nacional de Biodiversidad 2007, Mamíferos, MUNTJAC_ANTWERP - Camera trap observations of Chinese muntjac in forested areas near Antwerp (Belgium), Inventario Español de Especies Terrestres (MAGRAMA), MnhnL various project records, Recorder-Lux database, Naturalis Biodiversity Center (NL) - Mammalia, Mammals housed at MHNG, Geneva, Observation.org, Nature data from around the World, NMNH Extant Specimen Records (USNM, US), Records of birds and mammals from nature reserve \"Koncha-Zaspa\" in literature resources authored by Mykola Charlemagne, Order Carnivora, Museum of Comparative Zoology, Harvard University, Natural History Museum (London) Collection Specimens, Collection Mammalogie - ZSRO)",
 "OccurrenceStatus is Present",
 "TaxonKey is Canis lupus lupus",
 "Year is greater than or equal to 2000"
 ]
}

 The dataset includes 87 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0059903-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57967/hf/3987
title: RelatLogic
DOI: 10.3886/e112937
title: Replication data for: The Next Generation of the Penn World Table

description: We describe the theory and practice of real GDP comparisons across countries and over time. Version 8 of the Penn World Table expands on previous versions in three respects. First, in addition to comparisons of living standards using components of real GDP on the expenditure side, we provide a measure of productive capacity, called real GDP on the output side. Second, growth rates are benchmarked to multiple years of cross-country price data so they are less sensitive to new benchmark data. Third, data on capital stocks and productivity are (re)introduced. Applications including the Balassa-Samuelson effect and development accounting are discussed. (JEL C43, C82, E01, E23, I31, O47)
DOI: 10.3886/e112937v1-163281
title: Replication data for: The Next Generation of the Penn World Table

description: We describe the theory and practice of real GDP comparisons across countries and over time. Version 8 of the Penn World Table expands on previous versions in three respects. First, in addition to comparisons of living standards using components of real GDP on the expenditure side, we provide a measure of productive capacity, called real GDP on the output side. Second, growth rates are benchmarked to multiple years of cross-country price data so they are less sensitive to new benchmark data. Third, data on capital stocks and productivity are (re)introduced. Applications including the Balassa-Samuelson effect and development accounting are discussed. (JEL C43, C82, E01, E23, I31, O47)
DOI: 10.15468/dl.7qpbh6
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siboglinoides caribbeanus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046340-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f5wfnz
title: Occurrence Download

description: A dataset containing 7330628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Haemorhous mexicanus)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 7330628 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046330-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7zte6j
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siboglinoides dibrachia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046341-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phq5ky
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siphonobrachia ilyophora",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046342-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25919/j9kz-0b89
title: JEV sylvatic co-occurrence probability in Australia under climate change

description: This collection includes the input data, outputs and python code base for the publication version of JEV sylvatic co-occurrence probability. This data was originally developed as part of the Australian Climate Services National Climate Risk Assessment second pass report, to investigate how the risk of JEV across Australia may change under future climate change projections. The original outputs from that report were published previously (https://doi.org/10.25919/feye-9073). 


Data consists of:
- Historic (1981 - 2010), baseline (1986 - 2005) and climate projections for 2025(2016 - 2045), 2050(2036 - 2066) and 2090(2075 - 2105) of 16 bioclimatic variables, at an 0.05 decimal degree grid across all of continental Australia. Bioclimatic variables are stored as geotiffs. 
- Presence/absence data for 16 species are provided in pickled python objects (geopandas dataframes), which include observation locations and background bioclimatic data used in model building. Presence/absence data were sourced from the Australian Living Atlas and VectorMap project for the period 1950 - 2024. 
- A geotiff of the scaled distance to nearest city used for bias correction is also provided.

Code:
Python codes and batch files are stored in the code folder. The primary files are analysis.py and summary.py. analysis.py handles the data and model building steps. summary.py handles the calculation of jev co-occurrence, summary statistics and model skill as well as figure generation.
Outputs:
The outputs folder contains the intermediary files and some summary tables. These can be used within summary.py, so that the models and data don't have to be regenerated. Most output files are identified by the species, model settings and data that the model has been applied to. _set.pbz2 files contain the data used to train and cross-validate the models. _best_set.pbz2 files contain the hyperparameter settings of the models.
DOI: 10.25903/mwn3-6t96
title: Neodymium isotope fractionation in minerals

description: The record contains data of computed isotope fractioantion factors for the 15 Nd phases: NdO, NdCl2, Monazite, Nd2O3, Basntasite, Allanite, Diopside, Xenotime, Zircon, Titanite, Perovskite, Fluorapatite, Enstatite, <p>Anorthite, Forsterite, and Oldhamite. The isotope fractionation factors can be used to understand the fractionation of Nd isotopes in geological systems. The dataset contains 1 excel sheet that provides the fitting parameters required to calculate isotope fractionation factors for Nd minerals at desired temperatures. The data was produced using the codes CRYSTAL and Abinit on High Performance Computing resources at the Pawsey Supercomputing Centre, Perth, WA. The atomic coordinates and cell parameters of the Nd bearing minerals are also given.</p>

<p>Software/equipment used to create/collect the data: Supercomputers at Pawsey Supercomputer Centre and James Cook University.</p>
DOI: 10.15468/dl.mm6dtc
title: Occurrence Download

description: A dataset containing 533 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Folioceros"
 ]
}

 The dataset includes 533 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046344-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/kimslg
title: Creating Misinformation Can Counter Its Spread, Sometimes

description: This repository and all the datasets and files associated with it are for the purpose of data availability and replication.
DOI: 10.15468/dl.z4qs2v
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siphonobrachia lauensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 8 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046346-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17891488
title: SEM Withered Plant (BSE, 2025-12-11 · Set02) — Kikoh Matsuura (Art–Science Archive)

description: SEM Withered Plant (BSE, 2025-12-11 · Set02) is a child dataset within the series SEM Withered Plant (BSE Series) by Kikoh Matsuura.

It contains raw, uncompressed BMP images (without embedded scale bars) and JPG preview images (with overlaid scale bars), acquired on 2025-12-11 with a personally owned TECHNEX TinySEM M3-i using the BSE detector under high-vacuum conditions.

This dataset constitutes the primary observation data underlying the art–science work Withered Plant.The images capture the hidden microstructures of a dried plant fragment, prepared with an Au sputter coating and observed at an accelerating voltage of 15 kV with a label magnification of 80×.

By preserving both raw scientific evidence and its artistic context, this record stands as a unique trace at the boundary between art and science.

It links to the parent series record via the “Related works” field (IsPartOf) and contributes to the long-term archival of observation as both scientific evidence and a cultural record.
DOI: 10.5281/zenodo.17891489
title: SEM Withered Plant (BSE, 2025-12-11 · Set02) — Kikoh Matsuura (Art–Science Archive)

description: SEM Withered Plant (BSE, 2025-12-11 · Set02) is a child dataset within the series SEM Withered Plant (BSE Series) by Kikoh Matsuura.

It contains raw, uncompressed BMP images (without embedded scale bars) and JPG preview images (with overlaid scale bars), acquired on 2025-12-11 with a personally owned TECHNEX TinySEM M3-i using the BSE detector under high-vacuum conditions.

This dataset constitutes the primary observation data underlying the art–science work Withered Plant.The images capture the hidden microstructures of a dried plant fragment, prepared with an Au sputter coating and observed at an accelerating voltage of 15 kV with a label magnification of 80×.

By preserving both raw scientific evidence and its artistic context, this record stands as a unique trace at the boundary between art and science.

It links to the parent series record via the “Related works” field (IsPartOf) and contributes to the long-term archival of observation as both scientific evidence and a cultural record.
DOI: 10.34740/kaggle/dsv/14102332
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.6084/m9.figshare.30856490
title: Supplementary Material for: Clinical Guideline for Treating Acute Respiratory Insufficiency with Invasive Ventilation and Extracorporeal Membrane Oxygenation: Updated Evidence- Based Recommendations for Choosing Modes and Setting Parameters of Mechanical Ventilation

description: Invasive mechanical ventilation remains a cornerstone in the treatment of critically ill patients suffering from acute respiratory failure, providing life-sustaining gas exchange while necessitating careful selection of modes and settings to maximize benefit and minimize harm. This guideline-derived review synthesizes updated, critically appraised and evidence-based recommendations on choosing ventilatory modes and setting key parameters in adults with acute respiratory insufficiency. Building on a systematic GRADE process and presented digitally in the MAGICapp, the 2025 guideline for the German, Austrian and Swiss healthcare context retains a pragmatic taxonomy of ventilatory modes and updates several clinical recommendations. In invasively ventilated patients with moderate-to-severe ARDS, early neuromuscular blockade is no longer favoured; instead, early assisted strategies that allow spontaneous breathing are suggested when clinically appropriate. Pressure-controlled, minute ventilation-supporting modes that enable spontaneous breathing during both inspiration and expiration may be considered in hypoxemic respiratory failure, acknowledging very low certainty of evidence and notable heterogeneity across trials. For the first time, our guideline issues recommendations on adaptive ventilation modes. Some adaptive modes (e.g. ASV/INTELLiVENT-ASV) and neurally adjusted ventilatory assist (NAVA) may be considered on a case-by-case basis, whereas flow- and volume-proportional assist ventilation (e.g. PAV/PAV+) is not recommended given low-certainty evidence and frequent intolerance. Parameter recommendations emphasize lung-protective ventilation with VT ≈6 mL/kg predicted body weight (range 4-8 mL/kg), a plateau pressure ≤30 cmH₂O, and a driving pressure ≤14 cmH₂O. PEEP should be higher in moderate/severe ARDS and individualized using bedside physiology, while oxygen targets of SaO₂/SpO₂ 92-96% or PaO₂ 70-90 mmHg balance hypoxemia and hyperoxia risks. Continuous cardiorespiratory monitoring and capnography for tube placement confirmation and trend assessment are endorsed. Collectively, these recommendations aim to support safe, effective, and implementable ventilatory care while transparently conveying where certainty of evidence remains limited.
DOI: 10.6084/m9.figshare.30856490.v1
title: Supplementary Material for: Clinical Guideline for Treating Acute Respiratory Insufficiency with Invasive Ventilation and Extracorporeal Membrane Oxygenation: Updated Evidence- Based Recommendations for Choosing Modes and Setting Parameters of Mechanical Ventilation

description: Invasive mechanical ventilation remains a cornerstone in the treatment of critically ill patients suffering from acute respiratory failure, providing life-sustaining gas exchange while necessitating careful selection of modes and settings to maximize benefit and minimize harm. This guideline-derived review synthesizes updated, critically appraised and evidence-based recommendations on choosing ventilatory modes and setting key parameters in adults with acute respiratory insufficiency. Building on a systematic GRADE process and presented digitally in the MAGICapp, the 2025 guideline for the German, Austrian and Swiss healthcare context retains a pragmatic taxonomy of ventilatory modes and updates several clinical recommendations. In invasively ventilated patients with moderate-to-severe ARDS, early neuromuscular blockade is no longer favoured; instead, early assisted strategies that allow spontaneous breathing are suggested when clinically appropriate. Pressure-controlled, minute ventilation-supporting modes that enable spontaneous breathing during both inspiration and expiration may be considered in hypoxemic respiratory failure, acknowledging very low certainty of evidence and notable heterogeneity across trials. For the first time, our guideline issues recommendations on adaptive ventilation modes. Some adaptive modes (e.g. ASV/INTELLiVENT-ASV) and neurally adjusted ventilatory assist (NAVA) may be considered on a case-by-case basis, whereas flow- and volume-proportional assist ventilation (e.g. PAV/PAV+) is not recommended given low-certainty evidence and frequent intolerance. Parameter recommendations emphasize lung-protective ventilation with VT ≈6 mL/kg predicted body weight (range 4-8 mL/kg), a plateau pressure ≤30 cmH₂O, and a driving pressure ≤14 cmH₂O. PEEP should be higher in moderate/severe ARDS and individualized using bedside physiology, while oxygen targets of SaO₂/SpO₂ 92-96% or PaO₂ 70-90 mmHg balance hypoxemia and hyperoxia risks. Continuous cardiorespiratory monitoring and capnography for tube placement confirmation and trend assessment are endorsed. Collectively, these recommendations aim to support safe, effective, and implementable ventilatory care while transparently conveying where certainty of evidence remains limited.
DOI: 10.15468/dl.jqdc2m
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Spirobrachia grandis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046347-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.