cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18257186
title: Conyza glandulitecta Cabrera. 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 16:45
DOI: 10.5281/zenodo.18257187
title: Conyza glandulitecta Cabrera. 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 16:45
DOI: 10.5281/zenodo.18236684
title: German News Article Dataset - Seminar Paper Tim Hebestreit
DOI: 10.5281/zenodo.18236683
title: German News Article Dataset - Seminar Paper Tim Hebestreit
DOI: 10.5281/zenodo.18257189
title: Conyza floribunda Kunth. 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 16:45
DOI: 10.5281/zenodo.18257190
title: Conyza floribunda Kunth. 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 16:45
DOI: 10.5281/zenodo.18256130
title: CFD Simulation Metadata: SCR Catalyst System (TS01020231)

description: Project: TS01020231 - Intelligent and Low-Emission Support Services in Energy SectorFunder: TAČR THÉTAData Manager: Ing. Martin Leskovjan, Ph.D. (martin.leskovjan@vuts.cz)

Overview

This record describes CFD simulations of AdBlue injection and NH3 distribution in an SCR (Selective Catalytic Reduction) catalyst system for a diesel generator. The simulations analyze ammonia uniformity index across different engine load conditions.

Full simulation data is available on request for academic research purposes.

Dataset Description




Simulation software
ANSYS Fluent 2024 R2


Turbulence model
k-omega SST


Species transport
5-component mixture (NH3, CO2, H2O, O2, N2)


Monolith model
Porous zone (Ergun correlation)


Load cases
10%, 25%, 50%, 75%, 100% engine load




File Inventory (available on request)




File ID
Type
Description
Size


TS01020231_sim_CFD_001-005
.cas.h5/.dat.h5
CFD simulations (5 load cases)
~900 MB


TS01020231_sim_CAD_001
.stp
SCR geometry
17 MB




See file_inventory.csv for complete list.

Data Access

Access type: Restricted (Data available on request)Reason: Contains industrial partner know-how

To request access, contact the Data Manager with:



Your institutional affiliation

Intended use of the data

Agreement to cite this record


Acknowledgments

This work was supported by the Technology Agency of the Czech Republic (TAČR) under grant TS01020231 within the THÉTA programme.

Partners: VÚTS, a.s., MSR Engines s.r.o., VŠCHT Praha
description: This record contains metadata only describing CFD simulations of AdBlue injection and NH3 distribution in an SCR catalyst system. Full simulation data (~920 MB) is available on request. Project: TAČR THÉTA TS01020231 - Intelligent and Low-Emission Support Services in Energy Sector.
DOI: 10.5281/zenodo.18256131
title: CFD Simulation Metadata: SCR Catalyst System (TS01020231)

description: Project: TS01020231 - Intelligent and Low-Emission Support Services in Energy SectorFunder: TAČR THÉTAData Manager: Ing. Martin Leskovjan, Ph.D. (martin.leskovjan@vuts.cz)

Overview

This record describes CFD simulations of AdBlue injection and NH3 distribution in an SCR (Selective Catalytic Reduction) catalyst system for a diesel generator. The simulations analyze ammonia uniformity index across different engine load conditions.

Full simulation data is available on request for academic research purposes.

Dataset Description




Simulation software
ANSYS Fluent 2024 R2


Turbulence model
k-omega SST


Species transport
5-component mixture (NH3, CO2, H2O, O2, N2)


Monolith model
Porous zone (Ergun correlation)


Load cases
10%, 25%, 50%, 75%, 100% engine load




File Inventory (available on request)




File ID
Type
Description
Size


TS01020231_sim_CFD_001-005
.cas.h5/.dat.h5
CFD simulations (5 load cases)
~900 MB


TS01020231_sim_CAD_001
.stp
SCR geometry
17 MB




See file_inventory.csv for complete list.

Data Access

Access type: Restricted (Data available on request)Reason: Contains industrial partner know-how

To request access, contact the Data Manager with:



Your institutional affiliation

Intended use of the data

Agreement to cite this record


Acknowledgments

This work was supported by the Technology Agency of the Czech Republic (TAČR) under grant TS01020231 within the THÉTA programme.

Partners: VÚTS, a.s., MSR Engines s.r.o., VŠCHT Praha
description: This record contains metadata only describing CFD simulations of AdBlue injection and NH3 distribution in an SCR catalyst system. Full simulation data (~920 MB) is available on request. Project: TAČR THÉTA TS01020231 - Intelligent and Low-Emission Support Services in Energy Sector.
DOI: 10.15468/dl.6vk4bg
title: Occurrence Download

description: A dataset containing 591 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhodeus amarus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "Year is less than or equal to 1994"
 ]
}

 The dataset includes 591 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011830-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rt92t7
title: Occurrence Download

description: A dataset containing 585343 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carex flacca"
 ]
}

 The dataset includes 585343 records from 2434 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011767-260108223611665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6usw37
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038278-250811113504898/datasets/export for details.
DOI: 10.15468/dl.rasf9a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balanus eburneus",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038279-250811113504898/datasets/export for details.
DOI: 10.15468/dl.wabf37
title: Occurrence Download

description: A dataset containing 884 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Callisia monandra"
 ]
}

 The dataset includes 884 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038277-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ggpf3u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Balanus eburneus",
 "Country is Korea, Republic of",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038280-250811113504898/datasets/export for details.
DOI: 10.15468/dl.bp4g35
title: Occurrence Download

description: A dataset containing 277 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trillium govanianum"
 ]
}

 The dataset includes 277 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038282-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.87htwp
title: Occurrence Download

description: A dataset containing 20838 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trillium undulatum"
 ]
}

 The dataset includes 20838 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038281-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s7vzrq
title: Occurrence Download

description: A dataset containing 2206 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Spilornis cheela"
 ]
}

 The dataset includes 2206 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038283-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujrnyv
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carduus tenuiflorus",
 "Country is Argentina",
 "HasCoordinate is true"
 ]
}

 The dataset includes 16 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038284-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vj5d7p
title: Occurrence Download

description: A dataset containing 3050 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carduus tenuiflorus",
 "Country is Australia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3050 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038285-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m7w27c
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carduus tenuiflorus",
 "Country is Brazil",
 "HasCoordinate is true"
 ]
}

 The dataset includes 12 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038286-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgmf6z
title: Occurrence Download

description: A dataset containing 306837 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trifolium campestre"
 ]
}

 The dataset includes 306837 records from 2480 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038110-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17590995
title: Raw data and data accompanying publication: https://doi.org/10.1016/j.jbc.2025.110755

description: Raw data and data accompanying publication:Izabela Ulanowska, Ryszard Kierzek, Elzbieta Kierzek, Marta Soszynska-Jozwiak,Structural architecture of the human long non-coding RNA-PAAN as a potential target for anti-influenza drug development, Journal of Biological Chemistry, (2025), 301, https://doi.org/10.1016/j.jbc.2025.110755.
description: This study was supported by the National Science Centre, Poland grant: UMO-2020/39/D/NZ6/03267
DOI: 10.5281/zenodo.17590996
title: Raw data and data accompanying publication: https://doi.org/10.1016/j.jbc.2025.110755

description: Raw data and data accompanying publication:Izabela Ulanowska, Ryszard Kierzek, Elzbieta Kierzek, Marta Soszynska-Jozwiak,Structural architecture of the human long non-coding RNA-PAAN as a potential target for anti-influenza drug development, Journal of Biological Chemistry, (2025), 301, https://doi.org/10.1016/j.jbc.2025.110755.
description: This study was supported by the National Science Centre, Poland grant: UMO-2020/39/D/NZ6/03267
DOI: 10.5281/zenodo.17591395
title: JEWEL 2.3 simulated pp and PbPb di-jet samples at 5.02 TeV - With and without Medium Response and Underlying Event

description: Samples of simulated di-jets generated with JEWEL 2.3 for both vacuum (pp) and medium (PbPb) collisions at  \(\sqrt{s_{NN}} = 5.02\) TeV. First used in ``Quantifying vacuum-like jets in heavy-ion collisions: a Machine Learning study''.

Two physics configurations are provided:



Signal-Only (SO): jets produced without medium response and without underlying-event embedding. These represent the parton-shower modification in vacuum (pp) and in-medium (PbPb) without contamination and respective subtraction effects.

Medium-Response + Underlying-Event (MR-UE): jets including JEWEL’s model of medium response with its dedicated subtraction prescription, embedded into a realistic heavy-ion underlying event which is subsequently subtracted using standard techniques. The corresponding pp baseline is embedded and subtracted in the same manner to isolate the effects of quark-gluon plasma (QGP) interactions from those due solely to underlying-event contamination.


All events were produced at hadron level with a hard matrix-element transverse-momentum cutoff of \(p_T^{\text{min}} = 50\) GeV, and generation spectra were re-weighted by \(p_T^5\) to enhance high-\(p_T\) statistics. For the PbPb samples, the QGP medium follows the parametrization of Zapp et al., with \(\tau_i = 0.4\) fm/c,\(T_i = 590\) MeV, \(T_c = 170\) MeV, and \(0-10\%\) centrality, covering \(|\eta| < 4\).

Jets were reconstructed using the anti-\(k_T\) algorithm (FastJet) with \(R=0.4\) from all particles within \(|\eta|<2.5\), keeping jets with \(p_T \in [80,230]\) GeV and at least two constituents. The resulting samples contain approximately \(1.7\times10^6\) jets for SO and \(1.9\times10^6\) jets for MR-UE, roughly equally divided between vacuum (pp) and medium (PbPb) classes.

Each dataset includes two representations:



Constituent four-momenta: for each jet, the set \(\{(\log(p_{T,i}/1,\text{GeV}), m_i, \Delta\eta_i,\Delta\phi_i)\}\), where \( \Delta\eta_i,\Delta\phi_i \)  are defined relative to the jet axis.

High-level observables: standard jet and jet substructure variables used in previous JEWEL + PYTHIA studies.


These datasets support studies of machine-learning-based jet classification in heavy-ion collisions, particularly the effect of QGP-induced quenching and background contamination. Full methodological details are provided in the associated publication.
DOI: 10.5281/zenodo.17591396
title: JEWEL 2.3 simulated pp and PbPb di-jet samples at 5.02 TeV - With and without Medium Response and Underlying Event

description: Samples of simulated di-jets generated with JEWEL 2.3 for both vacuum (pp) and medium (PbPb) collisions at  \(\sqrt{s_{NN}} = 5.02\) TeV. First used in ``Quantifying vacuum-like jets in heavy-ion collisions: a Machine Learning study''.

Two physics configurations are provided:



Signal-Only (SO): jets produced without medium response and without underlying-event embedding. These represent the parton-shower modification in vacuum (pp) and in-medium (PbPb) without contamination and respective subtraction effects.

Medium-Response + Underlying-Event (MR-UE): jets including JEWEL’s model of medium response with its dedicated subtraction prescription, embedded into a realistic heavy-ion underlying event which is subsequently subtracted using standard techniques. The corresponding pp baseline is embedded and subtracted in the same manner to isolate the effects of quark-gluon plasma (QGP) interactions from those due solely to underlying-event contamination.


All events were produced at hadron level with a hard matrix-element transverse-momentum cutoff of \(p_T^{\text{min}} = 50\) GeV, and generation spectra were re-weighted by \(p_T^5\) to enhance high-\(p_T\) statistics. For the PbPb samples, the QGP medium follows the parametrization of Zapp et al., with \(\tau_i = 0.4\) fm/c,\(T_i = 590\) MeV, \(T_c = 170\) MeV, and \(0-10\%\) centrality, covering \(|\eta| < 4\).

Jets were reconstructed using the anti-\(k_T\) algorithm (FastJet) with \(R=0.4\) from all particles within \(|\eta|<2.5\), keeping jets with \(p_T \in [80,230]\) GeV and at least two constituents. The resulting samples contain approximately \(1.7\times10^6\) jets for SO and \(1.9\times10^6\) jets for MR-UE, roughly equally divided between vacuum (pp) and medium (PbPb) classes.

Each dataset includes two representations:



Constituent four-momenta: for each jet, the set \(\{(\log(p_{T,i}/1,\text{GeV}), m_i, \Delta\eta_i,\Delta\phi_i)\}\), where \( \Delta\eta_i,\Delta\phi_i \)  are defined relative to the jet axis.

High-level observables: standard jet and jet substructure variables used in previous JEWEL + PYTHIA studies.


These datasets support studies of machine-learning-based jet classification in heavy-ion collisions, particularly the effect of QGP-induced quenching and background contamination. Full methodological details are provided in the associated publication.
DOI: 10.1285/i20705948v10n2p485
title: Humanisation of care pathways: training program evaluation among healthcare professionals

description: In recent years, medical care has come a long way thanks to technological improvements in diagnostics and treatment. Healthcare providers have developed many new care pathways, improving the organisation of care processes. In this context, the care pathway reduces the patient's choices, and the relationship between the health professional and the patient is less personal; the main drawback of this is that it could lead to dehumanisation of the patient. In 2015, the Local Health Unit of Naples (ASL NA1) set up the "Humanisation" project with the aim of accepting the patient as unique – as a human being – in care pathways. In this paper, we analyse the features of health professionals' satisfaction related to various aspects of a training course for health workers involved in the Humanisation project. We use a recent implementation of classification trees for ordered categorical response variables in order to identify the most relevant determinants of satisfaction. The results show that the main determinants of participants' satisfaction are the professional competence and responsiveness of the teachers, the skills acquired in the training course and increased personal awareness as a perceived outcome. Implications for the implementation of the Humanisation project are discussed.
DOI: 10.15468/dl.suem72
title: Occurrence Download

description: A dataset containing 2035013 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "TaxonKey is Culicidae",
 "Year 1970-2025"
 ]
}

 The dataset includes 2035013 records from 752 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029002-251025141854904/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.28846277
title: EPE contribution analysis data for multiple patterning lithography

description: The file full_ro_output_ADI_move2_clip.oas is the ADI layout. The file LE4 flow.pptx shows our model of LELELELE process. The inputs and outputs of the Monte Carlo test are stored in the *.mat files.The parameters Angle, Thin and Ratios represent the sidewall angle of etching process, the thickness and lateral ratio of the spacer deposition process. The Maskshift represents the random offsets in the x and y directions of each mask.The correspondence between CDs and spaces measured from the model and the layers marked with measurement positions in the layout is:CD1 corresponds to layer 1/1.CD2 corresponds to layer 1/2.CD3 corresponds to layer 1/8.CD4 corresponds to layer 1/9.CD5 corresponds to layer 1/10.CD6 corresponds to layer 1/11.Space1 corresponds to layer 1/3.Space2 corresponds to layer 1/4.Space3 corresponds to layer 1/5.Space4 corresponds to layer 1/6.Space5 corresponds to layer 1/7.<br><br>
DOI: 10.15468/dl.5xqxxc
title: Occurrence Download

description: A dataset containing 3330 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Colección entomológica del Museo de Historia Natural “Luis Gonzalo Andrade” de la UPTC"
 ]
}

 The dataset includes 3330 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000572-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15477966
title: Processed Data for Manuscript "ADTnorm: Robust Integration of Single-cell Protein Measurement across CITE-seq Datasets"

description: Cellular Indexing of Transcriptomes and Epitopes by Sequencing (CITE-seq) enables paired measurement of surface protein and mRNA expression in single cells using antibodies conjugated to oligonucleotide tags. Due to the high copy number of surface protein molecules, sequencing antibody-derived tags (ADTs) allows for robust protein detection, improving cell-type identification. However, variability in antibody staining leads to batch effects in the ADT expression, obscuring biological variation, reducing interpretability, and obstructing cross-study analyses. Here, we present ADTnorm, a normalization and integration method designed explicitly for ADT abundance. Benchmarking against 14 existing scaling and normalization methods, we show that ADTnorm accurately aligns populations with negative- and positive-expression of surface protein markers across 13 public datasets, effectively removing technical variation across batches and improving cell-type separation. ADTnorm enables efficient integration of public CITE-seq datasets, each with unique experimental designs, paving the way for atlas-level analyses. Beyond normalization, ADTnorm includes built-in utilities to aid in automated threshold-gating as well as assessment of antibody staining quality for titration optimization and antibody panel selection. Applying ADTnorm to an antibody titration study, a published COVID-19 CITE-seq dataset, and a human hematopoietic progenitors study allowed for identifying previously undetected phenotype-associated markers, illustrating a broad utility in biological applications.