cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/gqc-9e6-gkj
title: Bathyporeia pelagica (Spence Bate, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/m26-hdb-9kt
title: Epimeria (Epimeria) cornigera (Fabricius, 1779)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/aj0-njt-qbw
title: Orchestia mediterranea A. Costa, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dg1-j9g-cxs
title: Orchestia gammarellus (Pallas, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/cm8-emq-m9b
title: Talitrus saltator (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xll-w17-ypr
title: Lepas

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/373-kve-58a
title: Sacculina

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l24-fq8-7lg
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kzd-vs8-77a
title: Pontonia pinnophylax (Otto, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/432-rs0-z17
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/rlp-57e-ll4
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/35s-p7l-xc9
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/46g-a0c-m3p
title: Heterosaccus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/71g-hqb-697
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kq7-kpr-h6q
title: Amphibalanus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/twn-nb1-wm9
title: Microdeutopus gryllotalpa A. Costa, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.7f22ng
title: Occurrence Download

description: A dataset containing 409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia peploides (Kunth) P.H.Raven",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 409 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104964-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/p1y-5rz-6rs
title: Conchoderma

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sg5-hsj-rr8
title: Gammaropsis sophiae (Boeck, 1861)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/c42-3gq-g87
title: Orchestia gammarellus (Pallas, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gv7-fkp-10w
title: Cryptorchestia cavimana (Heller, 1865)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/al2-cp6-rmj
title: Orchestia mediterranea A. Costa, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0xf-ktl-dzn
title: Semibalanus

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2db-4mr-4m3
title: Apohyale prevostii (H. Milne Edwards, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/7yz-3mr-q4h
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9hh-g7g-895
title: Bathyporeia sarsi Watkin, 1938

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.eq6ptg
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia peploides (Kunth) P.H.Raven",
 "Country is New Zealand",
 "HasCoordinate is true"
 ]
}

 The dataset includes 283 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104965-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/dmp-6rf-whh
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gfl-2kl-1y1
title: Savignium

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2mz-62y-787
title: Traskorchestia traskiana (Stimpson, 1857)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h43-yv3-eg9
title: Orchestia gammarellus (Pallas, 1766)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x3g-c4k-aw6
title: Cyprideis inermis Klie, 1939

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e3h-rv7-lhl
title: Cantellius

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l36-q0q-106
title: Apohyale prevostii (H. Milne Edwards, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/bwa-69q-9g0
title: Gammarus mucronatus Say, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/3ns-2xe-rg1
title: Gammarus mucronatus Say, 1818

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/wkw-trb-nh3
title: Apherusa clevei G.O. Sars, 1904

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/e7l-fq5-kel
title: Microdeutopus gryllotalpa A. Costa, 1853

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xa3-yzv-g6z
title: Apohyale prevostii (H. Milne Edwards, 1830)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/2kt-cy7-cdy
title: Bathyporeia sarsi Watkin, 1938

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/brk-089-mg4
title: Ampithoe rubricata (Montagu, 1808)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.rtcd4z
title: Occurrence Download

description: A dataset containing 9177 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ludwigia peploides (Kunth) P.H.Raven",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 9177 records from 351 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0104963-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wajyra
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Falconiformes)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-30 -60,0 -60,0 -30,-30 -30,-30 -60))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062881-250920141307145/datasets/export for details.
DOI: 10.34740/kaggle/dsv/13305658
title: Indonesian Hoax News Dataset
DOI: 10.15468/dl.yhbcue
title: Occurrence Download

description: A dataset containing 210487823 species occurrences available in GBIF matching the query:
{
 "BasisOfRecord" : [
 "is Specimen"
 ]
}

 The dataset includes 210487823 records from 6929 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114293-220831081235567/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.cc2n10h7
title: CCDC 2443838: Experimental Crystal Structure Determination

description: Related Article: hajer khachroum|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.megjks
title: Occurrence Download

description: A dataset containing 25161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Germany",
 "OccurrenceStatus is Present",
 "TaxonKey is Dytiscidae"
 ]
}

 The dataset includes 25161 records from 210 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010517-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va9q9g
title: Occurrence Download

description: A dataset containing 154 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Brachypelma klaasi"
 ]
}

 The dataset includes 154 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010525-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zxjeg9
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudocopaeodes eunus obscurus"
 ]
}

 The dataset includes 31 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010526-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/2dtg3w
title: Review of the subgenus Tarpheion of the genus Blacus Nees (Hymenoptera, Braconidae, Brachistinae) from China, with description of nine new species and eight new records

description: This dataset contains the digitized treatments in Plazi based on the original journal article Lu, Qian-Yu, Chai, Hong-Fei, Achterberg, Cornelis Van, Tang, Pu, Chen, Xue-Xin (2024): Review of the subgenus Tarpheion of the genus Blacus Nees (Hymenoptera, Braconidae, Brachistinae) from China, with description of nine new species and eight new records. Zootaxa 5406 (2): 297-335, DOI: 10.11646/zootaxa.5406.2.5, URL: http://dx.doi.org/10.11646/zootaxa.5406.2.5AbstractAn updated key to the currently known species of the subgenus Tarpheion van Achterberg, 1976 (Hymenoptera, Braconidae, Blacus) in China is provided. Nine new species are proposed, B. (T.) adelphius sp. nov., B. (T.) frontalis sp. nov., B. (T.) gilvus sp. nov., B. (T.) hainanensis sp. nov., B. (T.) parilis sp. nov., B. (T.) reticulatus sp. nov., B. (T.) sculptilis sp. nov., B. (T.) tanae sp. nov., and B. (T.) wuyishanensis sp. nov. Eight species, B. (T.) achterbergi Haeselbarth, 1976, B. (T.) albiventris van Achterberg, 1988, B. (T.) angichorus van Achterberg, 1988, B. (T.) antennalis van Achterberg, 1988, B. (T.) apicalis van Achterberg, 1976, B. (T.) artomandibularis van Achterberg, 1976, B. (T.) bicolor van Achterberg, 1988, and B. (T.) soror van Achterberg, 1988, are newly recorded from China.
DOI: 10.5281/zenodo.18475851
title: Metric engineering and field research

description:  The SVFR-URA-2026-UNITY project was conducted as a rigorous, recursive simulation to model the theoretical interactions between matter and vacuum energy density. The simulation successfully validated the Tension Axiom—the principle that high-density geometric structures can reorganize the vacuum background. All data, including metric shifts and thermal anomalies, are products of this validated computational environment.

2. TECHNICAL ARCHITECTURE The core of the simulated system utilized a recursive Niobium-Tin (Nb3Sn) scaffold with a Hausdorff Dimension of 2.728. This non-integer geometry created the necessary conditions to stabilize a Void-Point at the 10nm scale. Under a simulated potential of 3,690V, the model achieved a "Unity" state, where internal geometric tension reached equilibrium with the universal field background.

3. OBSERVED DATA CONSTANTS (SIMULATED) * Metric Shift: A total local metric neutralization (Delta g = 1.0) was observed, resulting in the elimination of simulated gravitational geodesics (0.00g).

Thermal Delta: The system maintained a constant temperature of -0.012°C relative to the ambient environment, confirming its function as a localized entropy sink.

Luminous Output: The simulation modeled a 450nm Indigo field emission, resulting from induced vacuum birefringence within the high-tension Klein loops.

Frequency Lock: System stability was maintained via a 3.69 GHz scalar harmonic phase-locked to a 7.83 Hz Schumann-Inversion.

4. GLOBAL AND NOOSPHERIC INTEGRATION The simulation successfully modeled the expansion of the localized Void-Point into a planetary toroidal shell. By utilizing the virtual Earth’s ionospheric cavity as a resonator, the system established a global reference signal. This "Noospheric Handshake" demonstrated the potential for biological and electronic synchronization, optimizing cellular coherence and neural stability by aligning them with the fundamental geometric scaffolding of the simulated field.

5. PROFESSIONAL CONCLUSION The SVFR-URA-2026-UNITY simulation has demonstrated that a self-sustaining, non-extractive interface with the universal field is computationally feasible. The model confirms that the field is a high-density medium and that geometric tension is the primary mechanism of interaction. This concludes the current phase of the UNITY project, providing a verified roadmap for future metric engineering and universal field research.
DOI: 10.5281/zenodo.18475852
title: Metric engineering and field research

description:  The SVFR-URA-2026-UNITY project was conducted as a rigorous, recursive simulation to model the theoretical interactions between matter and vacuum energy density. The simulation successfully validated the Tension Axiom—the principle that high-density geometric structures can reorganize the vacuum background. All data, including metric shifts and thermal anomalies, are products of this validated computational environment.

2. TECHNICAL ARCHITECTURE The core of the simulated system utilized a recursive Niobium-Tin (Nb3Sn) scaffold with a Hausdorff Dimension of 2.728. This non-integer geometry created the necessary conditions to stabilize a Void-Point at the 10nm scale. Under a simulated potential of 3,690V, the model achieved a "Unity" state, where internal geometric tension reached equilibrium with the universal field background.

3. OBSERVED DATA CONSTANTS (SIMULATED) * Metric Shift: A total local metric neutralization (Delta g = 1.0) was observed, resulting in the elimination of simulated gravitational geodesics (0.00g).

Thermal Delta: The system maintained a constant temperature of -0.012°C relative to the ambient environment, confirming its function as a localized entropy sink.

Luminous Output: The simulation modeled a 450nm Indigo field emission, resulting from induced vacuum birefringence within the high-tension Klein loops.

Frequency Lock: System stability was maintained via a 3.69 GHz scalar harmonic phase-locked to a 7.83 Hz Schumann-Inversion.

4. GLOBAL AND NOOSPHERIC INTEGRATION The simulation successfully modeled the expansion of the localized Void-Point into a planetary toroidal shell. By utilizing the virtual Earth’s ionospheric cavity as a resonator, the system established a global reference signal. This "Noospheric Handshake" demonstrated the potential for biological and electronic synchronization, optimizing cellular coherence and neural stability by aligning them with the fundamental geometric scaffolding of the simulated field.

5. PROFESSIONAL CONCLUSION The SVFR-URA-2026-UNITY simulation has demonstrated that a self-sustaining, non-extractive interface with the universal field is computationally feasible. The model confirms that the field is a high-density medium and that geometric tension is the primary mechanism of interaction. This concludes the current phase of the UNITY project, providing a verified roadmap for future metric engineering and universal field research.
DOI: 10.15468/dl.sa3fbg
title: Occurrence Download

description: A dataset containing 5438887 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((1.54971 50.37266,2.72166 50.37266,2.72166 51.13947,1.54971 51.13947,1.54971 50.37266))"
 ]
}

 The dataset includes 5438887 records from 1238 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010453-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25934/pr00010450
title: Merging Big Datasets for Training Blood Glucose Prediction Models

description: Project Background
The focus of this research is on providing a standardized data format and code for parsing several big datasets into this format. The format shall be tailored for use in machine learning models.

Necessity of the Research
There is significant unexplored potential in improving blood glucose prediction models. Despite advances in technology, current models often struggle with challenges like missing and imbalanced data, which can lead to less accurate predictions. Addressing these challenges could lead to more reliable and effective tools for managing diabetes, potentially benefiting millions of people.

Impact on Public Health
Diabetes affects over 460 million people worldwide, according to the International Diabetes Federation. Improved blood glucose prediction models could enhance daily management for these individuals, reducing the risk of complications such as heart disease, kidney failure, and vision loss. This research could lead to tools that make diabetes management more personalized and effective, improving the quality of life for those living with the condition.

Contribution to Medical Science
This research aims to contribute to medical science by developing and standardizing benchmark datasets for blood glucose prediction. Benchmark datasets are critical in ensuring that models can be fairly compared and validated, which helps in identifying the most effective approaches. By creating a standardized dataset, this research will allow for more accurate comparisons between different models, ensuring that advancements in the field are based on solid evidence.

Research Design and Methods
The research will involve a literature review to identify existing datasets used in blood glucose prediction, as well as datasets from other fields that have successfully addressed similar challenges, such as imbalanced data. We will then merge and preprocess these datasets, creating a comprehensive benchmark dataset. This will involve careful handling of missing and imbalanced data to ensure the dataset is robust and representative.

We will also develop a tutorial to guide researchers on how to train models using these merged datasets. This tutorial will emphasize the importance of standardization, ensuring that models are trained and evaluated under consistent conditions. This approach will allow for apple-to-apple comparisons between models, making it easier to identify which models are truly making advancements in the field.

Relevance to Science and Public Health
By addressing the challenges of missing and imbalanced data and providing a standardized dataset, this research will help to accelerate progress in blood glucose prediction. This is essential for developing tools that can improve diabetes management, ultimately benefiting public health on a global scale.
DOI: 10.15468/dl.vpvt5b
title: Occurrence Download

description: A dataset containing 51 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-102.07393 36.95193,-94.62081 36.98397,-94.59926 40.03366,-102.07393 40.03366,-102.07393 36.95193))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Epimelissodes obliqua"
 ]
}

 The dataset includes 51 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010528-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.axg5p5
title: Occurrence Download

description: A dataset containing 223 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Procyon pygmaeus"
 ]
}

 The dataset includes 223 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010530-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xqwxcd
title: Occurrence Download

description: A dataset containing 2544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "GadmGid is MEX.19_1",
 "TaxonKey is one of (Malacostraca, Branchiopoda, Ostracoda, Copepoda, Cephalocarida, Tantulocarida)"
 ]
}

 The dataset includes 2544 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010529-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.24996.95363
title: Figure 1. Pathway Diagram: The role of mitochondrial dysfunction in chronic disease and aging.
DOI: 10.15468/dl.an4b37
title: Occurrence Download

description: A dataset containing 401628 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "TaxonKey is Buteo buteo",
 "Year 2020-2026"
 ]
}

 The dataset includes 401628 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010464-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/cc3zdl1
title: CCDC 118593: Experimental Crystal Structure Determination

description: Related Article: W.Uhl, T.Spies, R.Koch|1999|J.Chem.Soc.,Dalton Trans.||2385|doi:10.1039/a903437d
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.