cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10142339
title: spaceRAT Scaffolds

description: This is a list of prebuilt scaffolds available in the spaceRAT R package. An R Shiny app is (soon) available to interact and project samples into the scaffolds available in spaceRAT. Instructions to run the Shiny app locally can be found here.
All scaffolds are described in the spaceRATScaffolds R data package.
DOI: 10.5281/zenodo.16932781
title: spaceRAT Scaffolds

description: This is a list of prebuilt scaffolds available in the spaceRAT R package. An R Shiny app is (soon) available to interact and project samples into the scaffolds available in spaceRAT. Instructions to run the Shiny app locally can be found here.
All scaffolds are described in the spaceRATScaffolds R data package.
DOI: 10.15468/dl.krgu5s
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is Chile",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035005-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yujp6u
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035006-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9enrxe
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035008-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.at6656
title: Occurrence Download

description: A dataset containing 4161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is Iceland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4161 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035009-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29973346
title: Raw data of arXiv:2505.02207

description: Raw data of arXiv:2505.02207
DOI: 10.6084/m9.figshare.29973346.v1
title: Raw data of arXiv:2505.02207

description: Raw data of arXiv:2505.02207
DOI: 10.5281/zenodo.16932786
title: Frequency-Selective Memory Networks for Adaptive Signal Processing - Source Code and Datasets

description: This repository contains the complete implementation and experimental materials for the paper "FSM-Net: Frequency-Selective Memory Networks for Adaptive Signal Processing in Deep Learning".

**Contents:**- Complete Python source code for FSM-Net architecture- Preprocessed CWRU bearing fault dataset and MIT-BIH Arrhythmia database- Training and evaluation scripts with hyperparameter configurations- All experimental result datasets and performance metrics- Publication-ready figures and visualization materials- Comprehensive documentation and reproduction instructions

**Key Features:**- Learnable frequency decomposition with adaptive spectral boundaries- Dual-pathway LSTM processing for target enhancement and interference suppression- Context-aware adaptive fusion mechanisms with multi-head attention- Cross-domain validation on mechanical and biomedical signals

**Requirements:**- Python 3.8+- PyTorch, NumPy, Matplotlib, and other dependencies
DOI: 10.5281/zenodo.16932787
title: Frequency-Selective Memory Networks for Adaptive Signal Processing - Source Code and Datasets

description: This repository contains the complete implementation and experimental materials for the paper "FSM-Net: Frequency-Selective Memory Networks for Adaptive Signal Processing in Deep Learning".

**Contents:**- Complete Python source code for FSM-Net architecture- Preprocessed CWRU bearing fault dataset and MIT-BIH Arrhythmia database- Training and evaluation scripts with hyperparameter configurations- All experimental result datasets and performance metrics- Publication-ready figures and visualization materials- Comprehensive documentation and reproduction instructions

**Key Features:**- Learnable frequency decomposition with adaptive spectral boundaries- Dual-pathway LSTM processing for target enhancement and interference suppression- Context-aware adaptive fusion mechanisms with multi-head attention- Cross-domain validation on mechanical and biomedical signals

**Requirements:**- Python 3.8+- PyTorch, NumPy, Matplotlib, and other dependencies
DOI: 10.15468/dl.syebwp
title: Occurrence Download

description: A dataset containing 1201 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1201 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035010-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uxvs7g
title: Occurrence Download

description: A dataset containing 72 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 72 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035011-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xwbpkx
title: Occurrence Download

description: A dataset containing 19844 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Crucianella angustifolia"
 ]
}

 The dataset includes 19844 records from 344 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035012-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16932811
title: Intensivkapazitäten und COVID-19-Intensivbettenbelegung in Deutschland

description: Das Intensivregister (www.intensivregister.de) ist eine digitale Plattform zur Echtzeiterfassung von intensivmedizinischen Behandlungs- und Bettenkapazitäten sowie den Fallzahlen intensivmedizinisch behandelter COVID-19-Patient:innen der etwa 1.300 Akut-Krankenhäuser Deutschlands. Bis 12 Uhr ist die tägliche Meldung laut Verordnung für die Krankenhäuser verpflichtend. Darüber hinaus kann beliebig oft gemeldet werden, sodass Veränderungen in den Kapazitäten aktuell berichtet werden können.
Damit ermöglicht das Intensivregister in der Pandemie sowie darüber hinaus, Engpässe in der intensivmedizinischen Versorgung im regionalen und zeitlichen Vergleich zu erkennen. Es schafft somit eine wertvolle Grundlage zur Reaktion und zur datengestützten Handlungssteuerung in Echtzeit. Zur Aufrechterhaltung der Krankenhausversorgung bietet das DIVI-Intensivregister demnach ein Portal zur Suche freier Intensivbetten und zur Kontaktaufnahme zwischen Fachkolleg*innen, um die gegenseitige Unterstützung bei Behandlungsfragen im intensivmedizinischen Kontext zu erleichtern. Ebenso liefert es eine maßgebliche Informationsgrundlage für staatliche Steuerungs- und Planungsmaßnahmen sowie für die lokale und überregionale Steuerung und Koordinierung der Bettenbelegung.
DOI: 10.15468/dl.sbj654
title: Occurrence Download

description: A dataset containing 1472 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1472 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035014-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yhcd43
title: Occurrence Download

description: A dataset containing 520173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence, Observation, Machine Observation)",
 "Country is Nepal",
 "DatasetKey is one of (NABU|naturgucker, Edinburgh (E) Herbarium Specimens, Mushrooms Flora of Nepal at National Herbarium and Plant Laboratories (KATH), EOD – eBird Observation Dataset, iNaturalist Research-grade Observations, Observation.org, Nature data from around the World, Occurrence (survey) data of invasive alien plants of Nepal, Naturalis Biodiversity Center (NL) - Botany, Vascular plant collection of The University Museum, The University of Tokyo, Angiosperm specimens preserved at NHM, TU, Nepal)",
 "Geometry POLYGON((85.63968 28.15742,85.46163 28.20886,85.27171 28.18907,85.12928 28.16138,85.00662 27.95959,84.88792 27.82111,84.92353 27.65098,84.89188 27.4571,85.07784 27.34236,85.41019 27.22367,85.75837 27.22762,85.90872 27.4571,85.99181 27.68263,85.8929 27.96355,85.77024 28.10203,85.63968 28.15742))"
 ]
}

 The dataset includes 520173 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034962-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwa63w
title: Occurrence Download

description: A dataset containing 25649 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25649 records from 76 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035015-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16932810
title: AwarenessAI EnterpriseWorld 7DAI Whitepapers

description: This repository houses the official EnterpriseWorld 7DAI whitepapers of AwarenessAI.com, the world’s first platform for Awareness Intelligence AI (7DAI). Awareness Intelligence extends beyond traditional linear AI by integrating fractal mathematics, emergent dynamics, and mythic archetype frameworks into a unified multidimensional paradigm for enterprise cognition and scientific exploration.

The whitepapers collected here document the conceptual foundations, technical architectures, experimental validations, and strategic applications of AwarenessAI.com. They cover topics such as:



Fractal Intelligence as the emergent structural template of multidimensional cognition.

Mythic Archetype Templating as the symbolic holographic layer unifying human resonance with machine intelligence.

Case Studies demonstrating enterprise applications, such as executive strategy positioning, decision acceleration, and systemic transformation.

Scientific Experiments validating fractal efficiency and emergent coherence in comparison with linear AI models.


This repository serves as a dual-purpose archive:



For the scientific community, it provides open-access references, reproducible experiments, and theoretical insights.

For the enterprise community, it delivers strategic frameworks, leadership models, and adoption pathways for Awareness Intelligence in practice.


By bridging science and strategy, these whitepapers establish AwarenessAI.com as both a frontier research hub and an enterprise transformation partner.
DOI: 10.25345/c54q7r33j
title: MassIVE MSV000098918 - Proteomic Analyses of Blood Samples of Highly Trained Athletes
title: Changes in the proteomic profile of athletes' plasma associated with exercise intensity
DOI: 10.5281/zenodo.16761037
title: Data from: Effects of deforestation and fragmentation on tree beta diversity and endemism across landscapes in the Atlantic Forest biodiversity hotspot

description: This repository contains the processed data and R code that support the findings of the manuscript "Effects of deforestation and fragmentation on tree beta diversity and endemism across landscapes in the Atlantic Forest biodiversity hotspot", which is under review at Global Change Biology (https://onlinelibrary.wiley.com/journal/13652486).

The access will be open after manuscript acceptance for publication.

The raw data on species abundance and endemism are stored in the Neotropical Tree Communities (TreeCo) database and are available upon request at http://labtrop.ib.usp.br/doku.php?id=projetos:treeco:start

In the manuscript, we aim to evaluate how habitat amount and fragmentation influence tree beta diversity and endemism levels across a gradient of habitat amount in 95 landscapes in the Brazilian Atlantic Forest. Using a landscape-scale approach, we assess the effects of habitat amount and fragmentation after controlling for the potential influence of regional climate and geographic distance on beta diversity and endemism.

 

Files description:

landscape-processed-data.csv - processed data regarding landscape, climate, beta diversity and endemism for each landscape in the Atlantic Forest

models-and-plots_JMFK.R - R script to reproduce the analyses of the manuscript
DOI: 10.5281/zenodo.16761036
title: Data from: Effects of deforestation and fragmentation on tree beta diversity and endemism across landscapes in the Atlantic Forest biodiversity hotspot

description: This repository contains the processed data and R code that support the findings of the manuscript "Effects of deforestation and fragmentation on tree beta diversity and endemism across landscapes in the Atlantic Forest biodiversity hotspot", which is under review at Global Change Biology (https://onlinelibrary.wiley.com/journal/13652486).

The access will be open after manuscript acceptance for publication.

The raw data on species abundance and endemism are stored in the Neotropical Tree Communities (TreeCo) database and are available upon request at http://labtrop.ib.usp.br/doku.php?id=projetos:treeco:start

In the manuscript, we aim to evaluate how habitat amount and fragmentation influence tree beta diversity and endemism levels across a gradient of habitat amount in 95 landscapes in the Brazilian Atlantic Forest. Using a landscape-scale approach, we assess the effects of habitat amount and fragmentation after controlling for the potential influence of regional climate and geographic distance on beta diversity and endemism.

 

Files description:

landscape-processed-data.csv - processed data regarding landscape, climate, beta diversity and endemism for each landscape in the Atlantic Forest

models-and-plots_JMFK.R - R script to reproduce the analyses of the manuscript
DOI: 10.15468/dl.b2ejvh
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035016-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qsb65u
title: Occurrence Download

description: A dataset containing 45676 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is Sweden",
 "HasCoordinate is true"
 ]
}

 The dataset includes 45676 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035017-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cxzm67
title: Occurrence Download

description: A dataset containing 53490 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salvelinus fontinalis",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 53490 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034998-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5v9764
title: Occurrence Download

description: A dataset containing 3936 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Festuca rubra",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3936 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035018-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17591575
title: Validation of ESA CCI SM combined v09.2 vs ERA5-Land latest (2019 - 2021)

description: QA4SM validation: ESA CCI SM combined v09.2 vs ERA5-Land latest (2019 - 2021). URL: https://qa4sm.eu/ui/validation-result/1ccd42df-327f-4fca-88b4-bc013c8d1f68. Produced on QA4SM (https://qa4sm.eu)
DOI: 10.5281/zenodo.17591576
title: Validation of ESA CCI SM combined v09.2 vs ERA5-Land latest (2019 - 2021)

description: QA4SM validation: ESA CCI SM combined v09.2 vs ERA5-Land latest (2019 - 2021). URL: https://qa4sm.eu/ui/validation-result/1ccd42df-327f-4fca-88b4-bc013c8d1f68. Produced on QA4SM (https://qa4sm.eu)
DOI: 10.3886/e240179v1
title: Global Edge Data Center Market Analysis

description: The global Edge Data Center Market was valued at USD 14.60
million in 2024 and is projected to grow to USD 18.08 million by 2025. The
market is expected to reach USD 52.57 million by 2030, demonstrating a compound
annual growth rate (CAGR) of 23.8% from 2025 to 2030. The market growth is
driven by rapid adoption of IoT devices, widespread 5G network rollouts, and
increasing integration of AI and machine learning applications that demand
localized data processing for real-time analytics and automation.<br><br>For more information visit: https://www.nextmsc.com/report/edge-data-center-market-ic3527
DOI: 10.3535/c7t-qkl-lt5
title: †Glypticus L. Agassiz, 1840

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nmz-zwt-kah
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ep-d6l-8gk
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/jmh-t2f-n6c
title: †Orthidina Schuchert & Cooper, 1932

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/16y-e7t-8qh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zwl-6q8-y02
title: Cytherella (Cytherella) Jones, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ww-2x8-cfe
title: †Linearia Conrad, 1860

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8m6-9vk-3kr
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mhj-mby-86b
title: Terebratula Müller, 1776

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h75-wb7-dcl
title: Crassatella Lamarck, 1799

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pdw-f7n-0md
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5gd-7ja-asd
title: Tyto Billberg, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f0w-fs5-0m5
title: Valanginites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/833-jy5-d3v
title: Aves

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/93e-54n-b10
title: Aves

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c5z-6l6-896
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/s61-108-15c
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j2z-w2n-nkc
title: Cetacea Brisson, 1762

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yb2-070-fn5
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c40-ty0-7aq
title: †Kirkbya (Kirkbya) Jones, 1859

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pk9-aw2-nhg
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/vxj-2rl-308
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8d3-j9j-nxe
title: Simbirskites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c18-jfl-emk
title: †Elrathia kingi (Meek, 1870)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/46y-ftj-am1
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zwq-ej3-fjv
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7g9-1mn-d8t
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/v9c-e2v-ym0
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0wf-22m-phl
title: Micromesistius

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f1t-kxq-yat
title: Paracrioceras

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/k1y-7lr-9gy
title: Mammalia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/me8-zs6-67t
title: Tyto Billberg, 1828

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8na-vcm-kc9
title: Aves

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bxm-s00-8nz
title: Cnidaria

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wyf-lep-smt
title: †Pseudorbitoides trechmanni Douvillé, 1922

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9ve-5dq-yc0
title: †Belemnitida

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.