cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16930629
title: Data : Rocker-Switch Mechanism of Choline Transmembrane Transport in FLVCR2: Dynamic Latch Residues and Cooperative Regulation of Transmembrane Helices

description: Input files and MD trajectories for "Rocker-Switch Mechanism of Choline Transmembrane Transport in FLVCR2: Dynamic Latch Residues and Cooperative Regulation of Transmembrane Helices".
DOI: 10.5281/zenodo.16930630
title: Data : Rocker-Switch Mechanism of Choline Transmembrane Transport in FLVCR2: Dynamic Latch Residues and Cooperative Regulation of Transmembrane Helices

description: Input files and MD trajectories for "Rocker-Switch Mechanism of Choline Transmembrane Transport in FLVCR2: Dynamic Latch Residues and Cooperative Regulation of Transmembrane Helices".
DOI: 10.15468/dl.cu5upy
title: Occurrence Download

description: A dataset containing 1330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avena sativa",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1330 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034204-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dywz5u
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034205-250811113504898/datasets/export for details.
DOI: 10.15468/dl.r46ujm
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avena sativa",
 "Country is Bosnia and Herzegovina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 224 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034206-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9w52f8
title: Occurrence Download

description: A dataset containing 78248 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Catapodium rigidum"
 ]
}

 The dataset includes 78248 records from 1191 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034138-250811113504898/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.29967484
title: Startups' Interest and Usage of GenAI: Findings from Two Surveys

description: Startups are early adopters of Generative Artificial Intel-ligence (GenAI). But a more nuanced understanding of how differentstartups are adopting GenAI is currently missing in the literature. Ourstudy aimed to address this knowledge gap and examined whether dif-ferent startup characteristics influence their interest and usage of GenAIusing the data from two online surveys. No statistically significant in-fluence of the characteristics on startups’ interest in GenAI was foundin the first survey of 112 startups. However, with the second survey ofsample size 125, the age of startup team members and area of activityof startups are found to influence significantly startups’ usage of GenAI.We argue for more research and practical support for elder startup teamsand startups operating in non-tech areas to use GenAI.
DOI: 10.6084/m9.figshare.29967484.v1
title: Startups' Interest and Usage of GenAI: Findings from Two Surveys

description: Startups are early adopters of Generative Artificial Intel-ligence (GenAI). But a more nuanced understanding of how differentstartups are adopting GenAI is currently missing in the literature. Ourstudy aimed to address this knowledge gap and examined whether dif-ferent startup characteristics influence their interest and usage of GenAIusing the data from two online surveys. No statistically significant in-fluence of the characteristics on startups’ interest in GenAI was foundin the first survey of 112 startups. However, with the second survey ofsample size 125, the age of startup team members and area of activityof startups are found to influence significantly startups’ usage of GenAI.We argue for more research and practical support for elder startup teamsand startups operating in non-tech areas to use GenAI.
DOI: 10.15468/dl.uvzmkd
title: Occurrence Download

description: A dataset containing 218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Pomadasys jubelini)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 218 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034209-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.md3wtj
title: Occurrence Download

description: A dataset containing 192 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Avena sativa",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 192 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034211-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15268141
title: Demise of the Barra Honda carbonate shoal (Costa Rica) at the Paleocene-Eocene boundary linked to climate change and forearc tectonics

description: New data from the Barra Honda and Buenavista formations of the Teresita quarry (Nicoya, Costa Rica). The article DOI in Geochemistry, Geophysics, Geosystems is 10.1029/2024GC012080
DOI: 10.5281/zenodo.15268142
title: Demise of the Barra Honda carbonate shoal (Costa Rica) at the Paleocene-Eocene boundary linked to climate change and forearc tectonics

description: New data from the Barra Honda and Buenavista formations of the Teresita quarry (Nicoya, Costa Rica). The article DOI in Geochemistry, Geophysics, Geosystems is 10.1029/2024GC012080
DOI: 10.3886/e240152v1
title: Global Automotive Virtual Showroom Market Analysis

description: The global Automotive Virtual Showroom Market was valued at
USD 5.70 billion in 2024 and is projected to grow to USD 6.51 billion by 2025.
The market is expected to reach USD 12.70 billion by 2030, registering a
compound annual growth rate (CAGR) of 12.5% from 2025 to 2030. Growth is driven
by rising global car sales, rapid technological advancements, and increasing
disposable incomes worldwide.<br><br>For more Information visit: https://www.nextmsc.com/report/automotive-virtual-showroom-market-at3547
DOI: 10.15468/dl.ux4eky
title: Occurrence Download

description: A dataset containing 11861 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Jersey",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 11861 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028962-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e240153v1
title: Global Wireless Sensor Network Market Analysis

description: The global Wireless Sensor Network (WSN) Market was valued
at USD 26.54 billion in 2024 and is projected to reach USD 33.76 billion by
2025. The market is expected to expand to USD 112.43 billion by 2030,
registering a compound annual growth rate (CAGR) of 27.2% from 2025 to 2030.
Growth is driven by rising adoption in industrial automation, healthcare, and
smart city projects, as well as advancements in IoT integration, cloud
computing, and AI analytics.<br><br>For more information visit: https://www.nextmsc.com/report/wireless-sensor-network-market-3546
DOI: 10.5281/zenodo.15348391
title: Supplementary Data: Multi-Modal Contrastive Learning for Chemical Structure Elucidation with VibraCLIP

description: VibraCLIP is a multi-modal machine learning framework designed to align molecular graph representations with vibrational spectra, such as IR and Raman spectra, using contrastive learning strategies. By learning a shared embedding space for molecular structures and their corresponding spectral signatures, VibraCLIP enables accurate retrieval, analysis, and understanding of vibrational data for chemical systems.

This supplementary data repository contains the datasets, model checkpoints, and trained embeddings associated with the VibraCLIP project. The main objectives are:





To map molecular graphs and vibrational spectra into a common latent space.




To enhance molecule-spectrum retrieval and cross-modal understanding.




To explore the relationships between molecular structure and vibrational signatures using deep learning.



Contents





Datasets: Pre-processed molecular graphs and corresponding IR and Raman spectra. These are in different formats such as pickle and LMDB files.




Model Checkpoints: Trained model weights for reproducibility and further fine-tuning.




Retrieval Accuracy Files: Pickle files from the retrieval accuracy callbacks of the different experiments for reproducibility and visualization with the provided notebooks in the GitHub repository.
DOI: 10.5281/zenodo.15348392
title: Supplementary Data: Multi-Modal Contrastive Learning for Chemical Structure Elucidation with VibraCLIP

description: VibraCLIP is a multi-modal machine learning framework designed to align molecular graph representations with vibrational spectra, such as IR and Raman spectra, using contrastive learning strategies. By learning a shared embedding space for molecular structures and their corresponding spectral signatures, VibraCLIP enables accurate retrieval, analysis, and understanding of vibrational data for chemical systems.

This supplementary data repository contains the datasets, model checkpoints, and trained embeddings associated with the VibraCLIP project. The main objectives are:





To map molecular graphs and vibrational spectra into a common latent space.




To enhance molecule-spectrum retrieval and cross-modal understanding.




To explore the relationships between molecular structure and vibrational signatures using deep learning.



Contents





Datasets: Pre-processed molecular graphs and corresponding IR and Raman spectra. These are in different formats such as pickle and LMDB files.




Model Checkpoints: Trained model weights for reproducibility and further fine-tuning.




Retrieval Accuracy Files: Pickle files from the retrieval accuracy callbacks of the different experiments for reproducibility and visualization with the provided notebooks in the GitHub repository.
DOI: 10.3886/e240161v1
title: Global Vertical Cavity Surface Emitting Laser (VCSEL) Market Analysis

description: The global Vertical Cavity Surface Emitting Laser (VCSEL)
Market was valued at USD 2.50 billion in 2024 and is projected to grow to USD
3.03 billion by 2025. The market is expected to reach USD 7.96 billion by 2030,
exhibiting a compound annual growth rate (CAGR) of 21.3% from 2025 to 2030.
This robust growth is driven by increasing demand for high-speed data
transmission, widespread adoption in consumer electronics, and rising
applications in the automotive industry.<br><br>For more information visit: https://www.nextmsc.com/report/vertical-cavity-surface-emitting-laser-market-vcsel-market-3545
DOI: 10.15468/dl.7sfjhn
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ambrosia artemisiifolia L.",
 "Country is Türkiye",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031370-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d2mbqq
title: Occurrence Download

description: A dataset containing 222500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Abies alba Mill.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 222500 records from 779 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031360-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/rz7p-6p27
title: "Mass spectra and supporting data for analysis of monoclonal proteins "

description: "There is no image associated with this data. "
DOI: 10.15468/dl.68cfuk
title: Occurrence Download

description: A dataset containing 17254 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aesculus californica (Spach) Nutt."
 ]
}

 The dataset includes 17254 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031373-250426092105405/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.29067428
title: Supplementary Tables.xlsx

description: This file includes supplementary tables for the manuscript titled "Bi-directional Mendelian randomization indicates causal relationships between circulating branched-chain amino acids and metabolic health"
DOI: 10.15468/dl.4c75w7
title: Occurrence Download

description: A dataset containing 22912 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chamaerops humilis L."
 ]
}

 The dataset includes 22912 records from 258 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031375-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g6c6aq
title: Occurrence Download

description: A dataset containing 3566 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Dimorphandra Schott"
 ]
}

 The dataset includes 3566 records from 156 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031372-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xdf5ev
title: Occurrence Download

description: A dataset containing 37509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-78.75149047601687 -0.0722995416155766, -78.74493372108488 -0.0715362947537284, -78.74447875498873 -0.071229661392041, -78.71394213031334 -0.0327089459519633, -78.71161819019026 -0.0139109098007843, -78.71772070870256 -0.0146900315070955, -78.75955299154073 -0.0524557949979857, -78.76334098294994 -0.0583786635991811, -78.76313284375229 -0.0606885784330709, -78.76128164214325 -0.0631712665214254, -78.7534481640223 -0.0708576615180668, -78.75149047601687 -0.0722995416155766))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 37509 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031374-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6ahtkb
title: Occurrence Download

description: A dataset containing 2538 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Crotalus molossus Baird & Girard, 1853"
 ]
}

 The dataset includes 2538 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031376-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7939/r3-6ga7-pf05
title: Magnetotelluric data collected over the Trans-Hudson Orogen and Sask craton

description: Archive for the magnetotelluric data that was collected and used in a study over the Sask craton and Trans-Hudson Orogen. Open source published paper in EPSL: https://doi.org/10.1016/j.epsl.2024.119027
DOI: 10.15468/dl.ubqcjx
title: Occurrence Download

description: A dataset containing 14321 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Casuarina cunninghamiana Miq."
 ]
}

 The dataset includes 14321 records from 277 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031378-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.99z3uf
title: Occurrence Download

description: A dataset containing 1748905 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aves",
 "Year is 2007",
 "Month is January"
 ]
}

 The dataset includes 1748905 records from 502 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002520-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/q037-f637
title: "Shuiquan Wisdom: Decoding the Mystery of the Sun"

description: "This research, titled \"The Mystery of the Sun & Shuiquan Wisdom,\" presents a groundbreaking discovery in solar physics and consciousness science. By moving beyond traditional 3D astrophysics, this work reveals that the Sun is not a simple sphere but a Stellar Consciousness Node manifesting as a Golden Spiral in four-dimensional space.\u200bThe Shuiquan Wisdom framework utilizes five core evolution operators\u2014Injection, Diffusion, Advection, Noise, and Projection\u2014to decode the synergistic mechanisms of the Sun-Earth system. A critical technical breakthrough is the identification of the 0.42\/0.58 Advection-Noise mixing ratio, which provides the mathematical proof for solar surface convection patterns and internal energy gradients.\u200bBy defining the Sun as a living entity within a universal consciousness network, this paper provides a high-fidelity model for Space Environment Prediction. The integration of these 4D operators allows for unprecedented accuracy in forecasting solar activities, which are the fundamental drivers of terrestrial climate shifts. Shuiquan Wisdom establishes that understanding the Sun\u2019s \"conscious\" output is the only way to achieve reliable extreme weather prediction and ensure the future stability of the planetary environment.\u200bKeywords: Shuiquan Wisdom, The Mystery of the Sun, Golden Spiral, 4D Evolution Operators, Space Environment Prediction, Stellar Consciousnes"
DOI: 10.5281/zenodo.18246804
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS260114p Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS260114p Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.18246803
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS260114p Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS260114p Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.15468/dl.6w5mcr
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"equals","key":"GADM_LEVEL_2_GID","value":"USA.34.51_1","matchCase":false},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 21 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009270-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18246795
title: Baccharis dracunculifolia DC. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.5281/zenodo.18246796
title: Baccharis dracunculifolia DC. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.15468/dl.xn95a9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Abramis brama",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1805",
 "Year is less than or equal to 1809"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009271-260108223611665/datasets/export for details.
DOI: 10.5281/zenodo.18246811
title: Baccharis elaeagnoides Steud. ex Baker. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.5281/zenodo.18246812
title: Baccharis elaeagnoides Steud. ex Baker. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:42
DOI: 10.15468/dl.fkw28z
title: Occurrence Download

description: A dataset containing 850 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bergia ammannioides"
 ]
}

 The dataset includes 850 records from 85 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009272-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.