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

description: A dataset containing 838 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Aves [GBIF Backbone Taxonomy])",
 "GadmGid is one of (COL)",
 "BasisOfRecord is one of (Specimen)",
 "PublishingOrg is one of (f9b67ad0-9c9b-11d9-b9db-b8a03c50a862)",
 "Sex is one of (Female, Male)",
 "Country is one of (Colombia)",
 "StateProvince is one of (Antioquia)"
 ]
 }
 ]
}

 The dataset includes 838 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029836-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2e8zew
title: Occurrence Download

description: A dataset containing 996161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Brachypodium stacei, Brassica oleracea, Bretschneidera sinensis, Musa troglodytarum, Ormosia emarginata, Ormosia semicastrata, Paspalum notatum, Tripidium rufipilum, Sorghum bicolor, Spodiopogon sagittifolius, Theobroma grandiflorum, Macrotyloma uniflorum, Prunus speciosa, Rubus corchorifolius, Anethum graveolens, Apios americana, Begonia fimbristipula, Citrullus amarus, Citrullus colocynthis, Citrullus lanatus, Citrullus mucosospermus, Citrullus naudinianus, Citrullus rehmii, Cornus wilsoniana, Corylus americana, Daucus carota, Fagopyrum tataricum, Gongronemopsis tenacissima, Gynochthodes officinalis, Hansenia weberbaueriana, Hoya carnosa, Incarvillea sinensis, Lablab purpureus, Murraya koenigii, Mussaenda pubescens, Ophiorrhiza japonica, Penstemon barbatus, Phaseolus vulgaris, Rhodomyrtus tomentosa, Santalum album, Sphenostylis stenocarpa, Trichosanthes truncata, Averrhoa carambola, Citrullus ecirrhosus, Lagenaria siceraria, Metrosideros polymorpha, Momordica charantia, Acorus gramineus, Acorus calamus, Avena clauda)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 996161 records from 4499 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029821-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ebdpv
title: Occurrence Download

description: A dataset containing 557 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Procambarus virginalis"
 ]
}

 The dataset includes 557 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003421-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fyc6fm
title: Occurrence Download

description: A dataset containing 45421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anthidium manicatum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 45421 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003419-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/zznoaa
title: OGA-KG Framework（Quantum-GNN Augmented Knowledge Graph）Tool Dataset

description: The QGA-KG Framework is a multi-level world model and knowledge graph framework designed for high-complexity scientific research and decision-making scenarios. It organises the following components within a unified system: a four-tier granular lossless knowledge graph, spatially heterogeneous graphs, vector semantic spaces, temporal-causal world models, quantum-enhanced analysis, and neural network inference with application interfaces. Constructed from the bottom up, the framework comprises seven layers: ① The four-tier lossless knowledge graph layer, which maintains high-fidelity semantic and evidential mapping based on multimodal raw data including text, images, tables, and geographic/log records; ② The spatial heterogeneous intelligent graph layer, which integrates entities and relationships from diverse sources, scales, and types into a spatially heterogeneous knowledge structure; ③ A vector and semantic space layer, building upon the graph to establish embedding, similarity retrieval, and Retrieval-Augmented Generation (RAG) mechanisms; ④ Temporal-Causal World Modelling Layer: employs time-augmented world models and causal graphs to model event evolution, strategic pathways, and causal chains; ⑤ Quantum-Augmented Analysis Layer: reserves interfaces for quantum solvers and hybrid pipelines to invoke quantum/quasi-quantum algorithms in combinatorial optimisation and complex game analysis; ⑥ Neural Extraction and Reasoning Layer: Integrates models such as GNNs, RNNs/LSTMs, and Transformers to automate the process from raw data to structured graphs and higher-order reasoning; ⑦ Application and Interface Layer: Provides a unified access point for application scenarios including ‘research co-pilot’ support, policy and commercial decision-making, and VR/AR visualisation.The framework's design objective is to unify traditional knowledge graphs, semantic vector spaces, causal/temporal models, quantum computing, and deep neural networks within a scalable system without compromising underlying evidence granularity. This enables researchers to execute the full chain of processes—‘evidence management, structural modelling, reasoning analysis, and interactive visualisation’—within a single data universe. Resources hosted on Harvard Dataverse—including graph data, vector files, model configurations, and schematic diagrams—serve as the foundational framework for constructing specialised research co-pilots, complex systems decision support platforms, and multimodal teaching/demonstration systems. This enables reproducible graph-world model research across disciplines such as social sciences, international relations, marketing, and security studies.
DOI: 10.5281/zenodo.17670070
title: Distributed Replica Allocation and Load Balancing for Edge-Cloud FaaS - A Cooperative Multi-Agent Orchestration Approach

description: Data and results associated with the validation of the centralized LoadManagementModel and the multi-agent FaaS-MACrO approach for the distributed replica allocation and load balancing problem in Edge-Cloud FaaS.
description: The work of Marin Lujak is supported by the grant VAE: TED2021-131295B-C33 funded by MCIN/AEI/10.13039/501100011033 and by the “European Union NextGenerationEU/PRTR”, by thegrant COSASS: PID2021-123673OB-C32 funded byMCIN/AEI/10.13039/501100011033 and by the project grant EVASAI:PID2024-158227NB-C32 funded by MICIU/AEI/10.13039/501100011033 /FEDER, UE.
DOI: 10.5281/zenodo.17670071
title: Distributed Replica Allocation and Load Balancing for Edge-Cloud FaaS - A Cooperative Multi-Agent Orchestration Approach

description: Data and results associated with the validation of the centralized LoadManagementModel and the multi-agent FaaS-MACrO approach for the distributed replica allocation and load balancing problem in Edge-Cloud FaaS.
description: The work of Marin Lujak is supported by the grant VAE: TED2021-131295B-C33 funded by MCIN/AEI/10.13039/501100011033 and by the “European Union NextGenerationEU/PRTR”, by thegrant COSASS: PID2021-123673OB-C32 funded byMCIN/AEI/10.13039/501100011033 and by the project grant EVASAI:PID2024-158227NB-C32 funded by MICIU/AEI/10.13039/501100011033 /FEDER, UE.
DOI: 10.15468/dl.ftpbf2
title: Occurrence Download

description: A dataset containing 6931 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Continent is Oceania",
 "Country is Australia",
 "DatasetKey is one of (Central Great Barrier Reef shark nursery area survey (NERP TE 6.2, JCU), Australia (2011-2014), IMOS - Animal Tracking Facility - Acoustic Tracking - Quality Controlled Detections (2007 -2021), Great and Scalloped hammerhead sharks tracking study, Exmouth Gulf and Great Barrier Reef, Australia (2016-2018))",
 "OccurrenceStatus is Present",
 "TaxonKey is Sphyrna mokarran",
 "Year 2000-2025"
 ]
}

 The dataset includes 6931 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003423-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hexfv2
title: Occurrence Download

description: A dataset containing 8527 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Global Register of Introduced and Invasive Species - United States (Contiguous) (ver.2.0, 2022)"
 ]
}

 The dataset includes 8527 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003424-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rjh2uj
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "DatasetKey is Otoliths Reference Collection. CBMR-AFORO (ICM-CSIC)"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003426-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6q66sk
title: Occurrence Download

description: A dataset containing 36140 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hylaeus communis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 36140 records from 213 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003425-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.29sn63
title: Occurrence Download

description: A dataset containing 40570 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is one of (Continent derived from coordinates, Coordinate rounded)",
 "OccurrenceStatus is Present",
 "TaxonKey is Castor fiber",
 "Year 2000-2025"
 ]
}

 The dataset includes 40570 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003427-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17681570
title: Microbial iron cycling illuminates the biological contribution and potential climate drivers of deep-sea rare earth element enrichment

description: Table S1. Table S2. Raw data of major and trace elements of the GC112 core discussed in this study.

Table S2. Raw data of Fe isotope and two standard deviations (2sd) of the GC112 core discussed in this study.

Table S3. Iron species distribution in REY normal and rich layers (n = 3 per layer)

Table S4 Raw data of susceptibility (χ), frequency-dependent susceptibility (χfd%), anhysteresis remanent magnetization (ARM), and soft magnetic component (IRMsoft) of GC112.
DOI: 10.15468/dl.mxnarj
title: Occurrence Download

description: A dataset containing 11236 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Osmia bicolor",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 11236 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003428-251120083545085/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.29931854
title: Raw data for: A Detachable Crawling Robotic Hand

description: Raw data for the maniscript "A Detachable Crawling Robotic Hand"
DOI: 10.6084/m9.figshare.29931854.v2
title: Raw data for: A Detachable Crawling Robotic Hand

description: Raw data for the maniscript "A Detachable Crawling Robotic Hand"
DOI: 10.6084/m9.figshare.29931854.v1
title: Raw data for the maniscript "A Detachable Crawling Robotic Hand"

description: Raw data for the maniscript "A Detachable Crawling Robotic Hand"
DOI: 10.15468/dl.hu9g3c
title: Occurrence Download

description: A dataset containing 5452 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Patrones biogeográficos de vegas de la Puna Argentina"
 ]
}

 The dataset includes 5452 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003430-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.84awyw
title: Occurrence Download

description: A dataset containing 9747 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceratina cyanea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 9747 records from 162 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003431-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7v24y
title: Occurrence Download

description: A dataset containing 500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Amanita caesarea"
 ]
}

 The dataset includes 500 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003434-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3zah8a
title: Occurrence Download

description: A dataset containing 2808 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hylaeus variegatus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2808 records from 94 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003435-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pcns8t
title: Occurrence Download

description: A dataset containing 5452 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Patrones biogeográficos de vegas de la Puna Argentina"
 ]
}

 The dataset includes 5452 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003436-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17605/osf.io/j5egm
title: VIRTUAL ASSISTANT WITH GENERATIVE AI FOR HANDLING INQUIRIES AND MANAGING TICKETS IN UNIVERSITY RESEARCH COURSES

description: -
DOI: 10.6084/m9.figshare.30686366
title: Soil Microbial Biomass Dataset for China

description: The dataset provides density data of Microbial Biomass Carbon (MBC), Microbial Biomass Nitrogen (MBN), and Microbial Biomass Phosphorus (MBP) for soil depths of 0-30 cm and 30-100 cm across China, at a spatial resolution of 1.0 km. Use of this data requires the author's consent.
DOI: 10.6084/m9.figshare.30686366.v1
title: Soil Microbial Biomass Dataset for China

description: The dataset provides density data of Microbial Biomass Carbon (MBC), Microbial Biomass Nitrogen (MBN), and Microbial Biomass Phosphorus (MBP) for soil depths of 0-30 cm and 30-100 cm across China, at a spatial resolution of 1.0 km. Use of this data requires the author's consent.
DOI: 10.25574/32006
title: Chandra X-ray Observatory ObsId 32006

description: The sounds of feedback: deep and wide imaging of the cool core of the Perseus cluster
DOI: 10.6084/m9.figshare.30686384
title: The data and the R code used in the paper named "How multisensory integration shapes perceived comfort in urban soundscapes"

description: Our work addresses a fundamental yet understudied question: How do auditory and visual inputs interact with personal factors to influence comfort and well-being in noisy urban environments? Using panoramic audiovisual recordings from 31 urban streets in Taipei and perception data from 252 participants, we combined deep learning–derived environmental features (SegFormer, YOLOv8m, YAMNet) with a two-stage analytical framework integrating Generalized Additive Mixed Models (GAMM) and Structural Equation Modeling (SEM). This approach enabled us to capture nonlinear and threshold effects in sensory perception while revealing structural pathways between environmental, perceptual, and psychological factors.
DOI: 10.6084/m9.figshare.30686384.v2
title: The data and the R code used in the paper named "How multisensory integration shapes perceived comfort in urban soundscapes"

description: Our work addresses a fundamental yet understudied question: How do auditory and visual inputs interact with personal factors to influence comfort and well-being in noisy urban environments? Using panoramic audiovisual recordings from 31 urban streets in Taipei and perception data from 252 participants, we combined deep learning–derived environmental features (SegFormer, YOLOv8m, YAMNet) with a two-stage analytical framework integrating Generalized Additive Mixed Models (GAMM) and Structural Equation Modeling (SEM). This approach enabled us to capture nonlinear and threshold effects in sensory perception while revealing structural pathways between environmental, perceptual, and psychological factors.
DOI: 10.6084/m9.figshare.30686384.v1
title: The data used in the paper named "How multisensory integration shapes perceived comfort in urban soundscapes"

description: Our work addresses a fundamental yet understudied question: How do auditory and visual inputs interact with personal factors to influence comfort and well-being in noisy urban environments? Using panoramic audiovisual recordings from 31 urban streets in Taipei and perception data from 252 participants, we combined deep learning–derived environmental features (SegFormer, YOLOv8m, YAMNet) with a two-stage analytical framework integrating Generalized Additive Mixed Models (GAMM) and Structural Equation Modeling (SEM). This approach enabled us to capture nonlinear and threshold effects in sensory perception while revealing structural pathways between environmental, perceptual, and psychological factors.
DOI: 10.15468/dl.8jdwew
title: Occurrence Download

description: A dataset containing 441 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "OccurrenceStatus is Present",
 "TaxonKey is Amanita ceciliae"
 ]
}

 The dataset includes 441 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003437-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17681678
title: Microbial iron cycling illuminates the biological contribution and potential climate drivers of deep-sea rare earth element enrichment

description: Table S1, Table S2, Raw data of maior and trace elements of the GC112 core discussed in this study.

Table S2. Raw data of Fe isotope and two standard deviations (2sd) of the GC112 core discussed in this study.

Table S3. lron species distribution in REY normal and rich layers (n = 3 per layer)

Table S4. Raw data of susceptibility (χ), frequency-dependent susceptibility (χfd%), anhysteresis remanent magnetization (ARM), and soft magnetic component (IRMsoft) of GC112.

Table S5. Raw data of ZFC and FC in the REY-enriched layer of core GC112 discussed in this study.

Table S6. Raw data of κ-T in the REY-enriched layer of core GC112 discussed in this study.

Table S7. Mass percentage of fish teeth in the whole rock and the contribution of fish teeth P to the total P at different depths of core GC112.
DOI: 10.5281/zenodo.17681549
title: Vein segmentation of pre-segmented grapevine leaves using the radial Euler Characteristic Transform

description: For grapevine leaves pre-segmented from a background, code for a UNet model to segment venation using the Euler Characteristic Transform (ECT). Training data is derived from the `data` folder found in the following repository, and is included in this download: https://zenodo.org/records/17143420. Blade and vein outlines are used to extract leaves and create a pre-segmented leaf on a background in a 512x512 png image for training. From the extracted contour of the leaf, an aligned radial ECT is created as a second channel to predict the vein mask. The corresponding vein ECT is also used as an auxillary during training for predicting the vein mask. Inference is intended for nearly 25,000 pre-segmented grapevine leaves stored as 512x512 RGBA images segmented in the alpha channel. These images for inference are not included in this download, and the folder `FINAL_MASKS` can be downloaded and placed in the project folder from here: https://zenodo.org/records/16883403.
DOI: 10.5286/isis.e.rb2520651-1
title: SANS-OCT of directed organisation of colloid-polymer films

description: Colloid-polymer blends are integral to product applications like paints, coatings, and the electrodes of high-energy-density batteries; the polymer chains are used as a binder, to enhance mechanical properties and stability. However, during film formation a polymer can preferentially move through the spaces left in a colloidal film, by a process known as binder migration. Accumulating at the drying surface of the film, it can form into a skin that hinders evaporation, while weakening the rest of the coating. Building on progress made using small-angle scattering techniques to better understand film formation of colloidal materials, we propose to use SANS to characterise polymer transport during the drying of aqueous dispersions of colloid-polymer mixtures. Using colloidal silica and polyvinyl alcohol as common, industrially relevant products, we will adjust the D2O:H2O ratio of the dispersant to match out the different phases, allowing their transport to be observed in isolation. We will make use of a unique non-invasive capability, combining SANS with a bespoke Optical Coherence Tomography, to simultaneously monitor structural changes at nano and micro scales. Hence, we will provide a high-spatial-resolution mapping of the optical changes during film formation. Together, our results will provide a detailed view of the effects of polymer characteristics, using polymer chain length as an initial parameter, on binder migration in colloid-polymer films.