cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pwh8tph424
title: Dataset of Fluorescent Nuclear Track Detector images for neutron dosimetry

description: This dataset was originally generated in a previous publication: 
Schmidt, S., Christensen, J.B., Lutz, B., Stabilini, A., Yukihara, E.G., Vedelago, J., 2025. Sensitivity analysis of fluorescent nuclear track detectors for fast and high-energy mono-energetic neutron dosimetry. Medical Physics 52, e17799. https://doi.org/10.1002/mp.17799.

This dataset was also used in:
Thai, L.-Y. J., Schmidt, S., Walter, A., Häcker, R.V. , Giske, K., Vedelago, J., 2025. Capability of deep learning to predict recoil protons for neutron dosimetry with Fluorescent Nuclear Track Detectors. Submitted to Radiation Measurements.

This dataset contains raw images and binary reference label masks for the training and testing.

The training dataset comprises of all six mono-energetic neutron cases:
- 1800 raw images can be found in "imagesTr",
- 1800 binary reference label masks can be found in "labelsTr".

The test dataset comprises of all seven ambient dose equivalent H*(10) values for the 241Am-Be neutron source:
- 2100 raw images can be found in "imagesTs",
- 2100 binary reference label masks can be found in "labelsTs".
The seven H*(10) values were separated into subfolders: 
- "ss0643_44_45" -&gt; 0 mSv,
- "ss0610_11_12" -&gt; 1 mSv,
- "ss0613_14_15" -&gt; 5 mSv,
- "ss0616_17_18" -&gt; 10 mSv,
- "ss0637_38_39" -&gt; 15 mSv,
- "ss0601_02_03" -&gt; 50 mSv,
- "ss0604_05_06" -&gt; 100 mSv.

Note: In order to properly visualize the 16-bit images, intensity-scaling (e.g. with ImageJ/FIJI) might be required. Otherwise, the images might appear black.
DOI: 10.17632/pwh8tph424.1
title: Dataset of Fluorescent Nuclear Track Detector images for neutron dosimetry

description: This dataset was originally generated in a previous publication: 
Schmidt, S., Christensen, J.B., Lutz, B., Stabilini, A., Yukihara, E.G., Vedelago, J., 2025. Sensitivity analysis of fluorescent nuclear track detectors for fast and high-energy mono-energetic neutron dosimetry. Medical Physics 52, e17799. https://doi.org/10.1002/mp.17799.

This dataset was also used in:
Thai, L.-Y. J., Schmidt, S., Walter, A., Häcker, R.V. , Giske, K., Vedelago, J., 2025. Capability of deep learning to predict recoil protons for neutron dosimetry with Fluorescent Nuclear Track Detectors. Submitted to Radiation Measurements.

This dataset contains raw images and binary reference label masks for the training and testing.

The training dataset comprises of all six mono-energetic neutron cases:
- 1800 raw images can be found in "imagesTr",
- 1800 binary reference label masks can be found in "labelsTr".

The test dataset comprises of all seven ambient dose equivalent H*(10) values for the 241Am-Be neutron source:
- 2100 raw images can be found in "imagesTs",
- 2100 binary reference label masks can be found in "labelsTs".
The seven H*(10) values were separated into subfolders: 
- "ss0643_44_45" -&gt; 0 mSv,
- "ss0610_11_12" -&gt; 1 mSv,
- "ss0613_14_15" -&gt; 5 mSv,
- "ss0616_17_18" -&gt; 10 mSv,
- "ss0637_38_39" -&gt; 15 mSv,
- "ss0601_02_03" -&gt; 50 mSv,
- "ss0604_05_06" -&gt; 100 mSv.

Note: In order to properly visualize the 16-bit images, intensity-scaling (e.g. with ImageJ/FIJI) might be required. Otherwise, the images might appear black.
DOI: 10.17632/ymxs3f4xpb.1
title: Context-dependent effects of anthropogenic disturbance on δ¹⁵N increase in aquatic consumers: a global meta-analysis

description: This dataset compiles information for a global meta-analysis on the effects of anthropogenic disturbances on nitrogen isotope signatures (δ¹⁵N) of aquatic consumers. Includes 201 records from 52 published studies covering different types of disturbance (urban, agricultural, pasture). Variables include δ¹⁵N values, disturbance type, trophic guild, climate zone, aquatic ecosystem, and study metadata (author, year, location, and habitat type).
DOI: 10.34808/8b5n-h907
title: Thermographic imaging of electrochemical double layer capacitors during cycling charging - discharging 0 - 3,6 V at 420 mA. Sample 103, run #7.

description: Dataset contains thermal images of prototype electrochemical double layer capacitor taken during cyclic charging - discharging. The sample was charged to 3,6 V and discharged to 10 mV by constant current 420 mA.  Sample 103, experiment run #7. Continuation of experiment at high voltage to accelerate the ageing process.The images were taken with thermographic camera VigoCAM V50. The sample was covered by black graphite paint to ensure uniform surface emission. For sample charging and discharging the ATLAS 1361 MPG&T was used.The sample is in a form of triplex envelope (6 cm x 7 cm) with active structure (2,5 cm x 4 cm) inside and electrodes contacts at one of envelope edge.The ASCII text data file consists of images acquired within a fixed period of measurement, T = 60 sec. The recorded image is a matrix containing 388 x 288 temperature data. Each image is preceded with header with image number, date and time of acquisition.
DOI: 10.34808/h2xb-8a23
title: Selected results of measurements carried out in a ship power station with two generators working in parallel with the use of the NI PXIe-1062Q based measurement system

description: The presented dataset is part of research focusing on the assessment of metrological properties of the instrument,  Estimator/Analyzer (A/E v.2),  developed and made at the Faculty of Electrical Engineering, Department of Marine Electrical Power Engineering, of Gdynia Maritime University. The attached data set contains the results of measurements made with a measurement system based on the NI PXIe-1062Q, using the physical model of a ship power station.
The measurement setup is shown in Fig. 1.  A measurement system based on NI PXIe-1062Q was used as a reference instrument for the E/A instrument performance assessment.
The dataset file contains data derived using NI PXIe-1062Q system from signals measured at the ship power station and converted in the LabVIEW environment. Each row of data contains the set of parameters, designated from samples taken in the time window of measurement corresponding to ten periods of voltage on the main bars, supplied by two generators (G1 and G2) working in parallel with a variable load. The LabView program for calculation of individual parameters was designed for the simultaneous acquisition of three voltages and six currents, so, therein presented dataset some calculated parameters are equal to zero (four currents were measured only). The designations of the individual data columns (67 columns) are shown in the column_descript_PXI.xls file.  Fig. 1. The measurement setup
DOI: 10.34808/g5sy-c292
title: Thermographic imaging of electrochemical double layer capacitors during cycling charging - discharging 0 - 3,6 V at 420 mA. Sample 103, run #9.

description: Dataset contains thermal images of prototype electrochemical double layer capacitor taken during cyclic charging - discharging. The sample was charged to 3,6 V and discharged to 10 mV by constant current 420 mA.  Sample 103, experiment run #9. Continuation of experiment at high voltage to accelerate the ageing process.The images were taken with thermographic camera VigoCAM V50. The sample was covered by black graphite paint to ensure uniform surface emission. For sample charging and discharging the ATLAS 1361 MPG&T was used.The sample is in a form of triplex envelope (6 cm x 7 cm) with active structure (2,5 cm x 4 cm) inside and electrodes contacts at one of envelope edge.The ASCII text data file consists of images acquired within a fixed period of measurement, T = 180 sec. The recorded image is a matrix containing 388 x 288 temperature data. Each image is preceded with header with image number, date and time of acquisition.
DOI: 10.34808/q526-ex82
title: Thermographic imaging of electrochemical double layer capacitors during cycling charging - discharging 0 - 3,6 V at 420 mA. Sample 103, run #8.

description: Dataset contains thermal images of prototype electrochemical double layer capacitor taken during cyclic charging - discharging. The sample was charged to 3,6 V and discharged to 10 mV by constant current 420 mA.  Sample 103, experiment run #8. Continuation of experiment at high voltage to accelerate the ageing process.The images were taken with thermographic camera VigoCAM V50. The sample was covered by black graphite paint to ensure uniform surface emission. For sample charging and discharging the ATLAS 1361 MPG&T was used.The sample is in a form of triplex envelope (6 cm x 7 cm) with active structure (2,5 cm x 4 cm) inside and electrodes contacts at one of envelope edge.The ASCII text data file consists of images acquired within a fixed period of measurement, T = 180 sec. The recorded image is a matrix containing 388 x 288 temperature data. Each image is preceded with header with image number, date and time of acquisition.
DOI: 10.15468/dl.js98tg
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((28.77747 -1.19097,28.27708 -1.86833,28.6628 -3.13892,31.09177 -3.02441,31.2273 -2.11838,30.63308 -0.81573,28.77747 -1.19097))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aedes aegypti"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006774-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hj6rpm8tyr
title: Hypoxic Burden Variability Index: A Novel Metric for Quantifying Hypoxia Severity in Obstructive Sleep Apnea

description: Given that conventional metrics for assessing obstructive sleep apnea (OSA) severity fail to capture the complex, dynamic nature of intermittent hypoxia, we developed a novel, multidimensional Hypoxic Burden Variability Index (HBVI) by integrating nonlinear and morphological features of oxygen saturation sequences using a generalized additive model. Our findings further demonstrate that HBVI correlates significantly with standard polysomnographic indices and key clinical phenotypes, including anthropometric measures and hypertension prevalence. Crucially, HBVI exhibited superior predictive value for identifying severe OSA, particularly in male patients with comorbid hypertension, highlighting its potential for precision screening.
DOI: 10.17632/hj6rpm8tyr.1
title: Hypoxic Burden Variability Index: A Novel Metric for Quantifying Hypoxia Severity in Obstructive Sleep Apnea

description: Given that conventional metrics for assessing obstructive sleep apnea (OSA) severity fail to capture the complex, dynamic nature of intermittent hypoxia, we developed a novel, multidimensional Hypoxic Burden Variability Index (HBVI) by integrating nonlinear and morphological features of oxygen saturation sequences using a generalized additive model. Our findings further demonstrate that HBVI correlates significantly with standard polysomnographic indices and key clinical phenotypes, including anthropometric measures and hypertension prevalence. Crucially, HBVI exhibited superior predictive value for identifying severe OSA, particularly in male patients with comorbid hypertension, highlighting its potential for precision screening.
DOI: 10.15468/dl.dbnqrv
title: Occurrence Download

description: A dataset containing 480392 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is DEU.10.47_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 480392 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006756-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/tryrj36zpm
title: Upadacitinib versus tofacitinib in anti-MDA5-positive dermatomyositis with interstitial lung disease: a multi-center cohort study emulating a target trial

description: Supplementary material for the study “Upadacitinib versus tofacitinib in anti-MDA5-positive dermatomyositis with interstitial lung disease: a multi-center cohort study emulating a target trial.”
DOI: 10.17632/tryrj36zpm.3
title: Upadacitinib versus tofacitinib in anti-MDA5-positive dermatomyositis with interstitial lung disease: a multi-center cohort study emulating a target trial

description: Supplementary material for the study “Upadacitinib versus tofacitinib in anti-MDA5-positive dermatomyositis with interstitial lung disease: a multi-center cohort study emulating a target trial.”
DOI: 10.17632/r5s89w8g7k
title: Whole genome of Lactobacillus helveticus MDC 9602

description: Data shared to Manuscript "Armenian functional food “Narine”: Characterization of fermenting bacteria Lactobacillus helveticus full genome sequences and potential functional food marker genes".
The aim of this study was to perform whole-genome sequencing of the famous "Narine" functional food starter culture, establish the precise classification of the strain, and utilize genomic and proteomic data to reveal the essential probiotic and prebiotic characteristics of the strain.
DOI: 10.48324/dandi.001620/0.251029.1644
title: Transcriptional dysregulation in the spinal cord of SCA3 provides insights into disease mechanisms

description: Raw image files of spinal cord histology from Transcriptional dysregulation in the spinal cord of SCA3 provides insights into disease mechanisms. These data were acquired using basic light microscopy.
DOI: 10.17632/r5s89w8g7k.3
title: Whole genome of Lactobacillus helveticus MDC 9602

description: Data shared to Manuscript "Armenian functional food “Narine”: Characterization of fermenting bacteria Lactobacillus helveticus full genome sequences and potential functional food marker genes".
The aim of this study was to perform whole-genome sequencing of the famous "Narine" functional food starter culture, establish the precise classification of the strain, and utilize genomic and proteomic data to reveal the essential probiotic and prebiotic characteristics of the strain.
DOI: 10.17632/cp3jf7rpzz
title: Microprobe data from Combaudon et al., 2025. Mass transfer evaluation of the hydration of an olivine-bearing monzo-diorite from the Mid Continent Rift in Kansas (USA)

description: The raw microprobe data used in Combaudon et al., 2025. Mass transfer evaluation of the hydration of an olivine-bearing monzo-diorite from the Mid Continent Rift in Kansas (USA) are available in that repository. They have been acquired at the Centre de Microcaracterisation Raimond Castaing, Université de Toulouse, France. Analytical details are available in Combaudon et al., 2025.
DOI: 10.17632/cp3jf7rpzz.1
title: Microprobe data from Combaudon et al., 2025. Mass transfer evaluation of the hydration of an olivine-bearing monzo-diorite from the Mid Continent Rift in Kansas (USA)

description: The raw microprobe data used in Combaudon et al., 2025. Mass transfer evaluation of the hydration of an olivine-bearing monzo-diorite from the Mid Continent Rift in Kansas (USA) are available in that repository. They have been acquired at the Centre de Microcaracterisation Raimond Castaing, Université de Toulouse, France. Analytical details are available in Combaudon et al., 2025.
DOI: 10.17632/fnwmjssb3n
title: Burnout Among Special Education Teachers

description: This data set examines relations of job strain and coping strategies with mental and physical health outcomes among special education teachers.
DOI: 10.17632/fnwmjssb3n.1
title: Burnout Among Special Education Teachers

description: This data set examines relations of job strain and coping strategies with mental and physical health outcomes among special education teachers.
DOI: 10.17632/dkd92jj7xk
title: Time delay as the origin of oscillations in anodic Si electrodissolution, Experiment data

description: Instrument: Biologic SP-200
 Sampling rate: 10 Hz
 Format: CSV
 Columns: 
 Time_s - time in [s]
 Voltage_V - applied voltage in [V vs MSE]
 Current_mA/cm^2 - measured current in [mA/cm^2]
DOI: 10.17632/dkd92jj7xk.1
title: Time delay as the origin of oscillations in anodic Si electrodissolution, Experiment data

description: Instrument: Biologic SP-200
 Sampling rate: 10 Hz
 Format: CSV
 Columns: 
 Time_s - time in [s]
 Voltage_V - applied voltage in [V vs MSE]
 Current_mA/cm^2 - measured current in [mA/cm^2]
DOI: 10.17632/bp7mjnbshc
title: Data for ecological hazard assessment caused by debris flows

description: Data for "A framework for ecological hazard assessment caused by debris flows"
DOI: 10.17632/bp7mjnbshc.1
title: Data for ecological hazard assessment caused by debris flows

description: Data for "A framework for ecological hazard assessment caused by debris flows"
DOI: 10.17632/dm4kr3ns3c
title: Data for: Geoarchaeological Research of the Ukrainian Lower Palaeolithic: Methods, Palaeogeographic and Archaeological Perspectives

description: This is a supporting dataset for the manuscript "Geoarchaeological Research of the Ukrainian Lower Palaeolithic: Methods, Palaeogeographic and Archaeological Perspectives". 
It contains a fact maps in GIS MapInfo, GIS Shapefile, and Google Earth kmz formats. It also contains site and artefact photos (jpg).
This serves as the foundation for the chrono-cultural definition of the material analysed in the main text and exemplifies important features of the practical application of the methodology developed in this study
DOI: 10.17632/dm4kr3ns3c.1
title: Data for: Geoarchaeological Research of the Ukrainian Lower Palaeolithic: Methods, Palaeogeographic and Archaeological Perspectives

description: This is a supporting dataset for the manuscript "Geoarchaeological Research of the Ukrainian Lower Palaeolithic: Methods, Palaeogeographic and Archaeological Perspectives". 
It contains a fact maps in GIS MapInfo, GIS Shapefile, and Google Earth kmz formats. It also contains site and artefact photos (jpg).
This serves as the foundation for the chrono-cultural definition of the material analysed in the main text and exemplifies important features of the practical application of the methodology developed in this study
DOI: 10.17632/36xw2k6zdz
title: Understanding the Paradigm of Wetland Carbon Sink in Contrast to the Rising Carbon Emitting Sectors Recent World

description: 2000-2025 wetland as carbon sink survey
DOI: 10.17632/36xw2k6zdz.1
title: Understanding the Paradigm of Wetland Carbon Sink in Contrast to the Rising Carbon Emitting Sectors Recent World

description: 2000-2025 wetland as carbon sink survey
DOI: 10.17632/nvs2hdpf5c.1
title: Supplemental Data (Figures and Tables)

description: SUPPLEMENTAL FIGURES AND TABLE MATERIAL
DOI: 10.5281/zenodo.17476887
title: Snakemake for Lattice Quantum Field Theory

description: Being able to reliably run a range of tools, across multiple inputs, and in the right order, is a very common problem in computing, including in scientific data analysis. If you develop scripts for data analysis from scratch, you will usually end up running up against these challenges. Rather than reinventing the wheel,we can lean on existing tools to do this for us, letting us focus on the aspects unique to our own work. Such tools are called workflow managers.

In this lesson, we introduce Snakemake, a workflow manager originally developed for bioinformatics applications, but that maps well onto the needs of data analysis in lattice quantum field theory.

By defining rules, each of which specify how to translate one or more input files into one or more output files, we can build up a workflow that takes our raw data as input, and produces plots, tables, and other definitions that we can include in our publications.
description: Acknowledgments

The development of this lesson was supported by the STFC Research Software Engineer Fellowship EP/V052489/1. The data presented were generated using the Supercomputing Wales SUNBIRD system. Supercomputing Wales is supported by the European Regional Development Fund via Welsh Government.

The author is grateful to Alexis Provatas, Gaurav Ray, and Gianmarco Simonetti, for testing and giving feedback on early versions of this lesson.
DOI: 10.5281/zenodo.17308706
title: Snakemake for Lattice Quantum Field Theory

description: Being able to reliably run a range of tools, across multiple inputs, and in the right order, is a very common problem in computing, including in scientific data analysis. If you develop scripts for data analysis from scratch, you will usually end up running up against these challenges. Rather than reinventing the wheel,we can lean on existing tools to do this for us, letting us focus on the aspects unique to our own work. Such tools are called workflow managers.

In this lesson, we introduce Snakemake, a workflow manager originally developed for bioinformatics applications, but that maps well onto the needs of data analysis in lattice quantum field theory.

By defining rules, each of which specify how to translate one or more input files into one or more output files, we can build up a workflow that takes our raw data as input, and produces plots, tables, and other definitions that we can include in our publications.
description: Acknowledgments

The development of this lesson was supported by the STFC Research Software Engineer Fellowship EP/V052489/1. The data presented were generated using the Supercomputing Wales SUNBIRD system. Supercomputing Wales is supported by the European Regional Development Fund via Welsh Government.

The author is grateful to Alexis Provatas, Gaurav Ray, and Gianmarco Simonetti, for testing and giving feedback on early versions of this lesson.
DOI: 10.15468/dl.3nwdcu
title: Occurrence Download

description: A dataset containing 1645 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "TaxonKey is Sphaenorhynchus lacteus"
 ]
}

 The dataset includes 1645 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006775-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.67kxux
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Argentina, Paraguay, Bolivia (Plurinational State of), Brazil)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bulnesia sarmientoi"
 ]
}

 The dataset includes 121 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006776-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nvsg7g
title: Occurrence Download

description: A dataset containing 121 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Argentina, Paraguay, Bolivia (Plurinational State of), Brazil)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bulnesia sarmientoi"
 ]
}

 The dataset includes 121 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006779-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c6k5tn
title: Occurrence Download

description: A dataset containing 1247 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Cajanus acutifolius",
 "Year 1500-2025"
 ]
}

 The dataset includes 1247 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006777-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.