cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48597/3ugw-34kb
title: Measurement of Heavy metals at Norunda Stenen

description: Measurement of Heavy metals at Norunda Stenen
DOI: 10.48597/4887-chux
title: Measurement of Mercury at Hallahus

description: Measurement of Mercury at Hallahus
DOI: 10.48597/sjxx-u6wz
title: Mercury at Hallahus

description: Measurement of Mercury at Hallahus
DOI: 10.48597/m3sw-r79g
title: Measurement of Mercury at Hallahus

description: Measurement of Mercury at Hallahus
DOI: 10.48597/xh5c-7euk
title: Heavy metals at Hallahus

description: Measurement of Heavy metals at Hallahus
DOI: 10.48597/vhx3-akpv
title: Measurement of Heavy metals at Hallahus

description: Measurement of Heavy metals at Hallahus
DOI: 10.48597/gu85-fdxs
title: Measurement of Mercury at Råö

description: Measurement of Mercury at Råö
DOI: 10.48597/hdd5-j599
title: Mercury at Råö

description: Measurement of Mercury at Råö
DOI: 10.48597/3hhb-49sc
title: Heavy metals at Råö

description: Measurement of Heavy metals at Råö
DOI: 10.48597/amj9-zhm8
title: Measurement of Mercury at Råö

description: Measurement of Mercury at Råö
DOI: 10.48597/hvqx-b8rz
title: PBDEs (polybrominated diphenyl ethers) at Råö

description: Measurement of PBDEs (polybrominated diphenyl ethers) at Råö
DOI: 10.48597/kw7q-6e8v
title: Measurement of Heavy metals at Råö

description: Measurement of Heavy metals at Råö
DOI: 10.48597/tckj-43aa
title: PBDEs (polybrominated diphenyl ethers) at Norunda Stenen

description: Measurement of PBDEs (polybrominated diphenyl ethers) at Norunda Stenen
DOI: 10.48597/2zg2-hjn2
title: Measurement of PBDEs (polybrominated diphenyl ethers) at Norunda Stenen

description: Measurement of PBDEs (polybrominated diphenyl ethers) at Norunda Stenen
DOI: 10.6084/m9.figshare.29679044
title: Securing raw materials, reagents, and consumable supplies in the academic bioproduction UNITC network: Because the chain is only as strong as its weakest link

description: Raw datas
DOI: 10.6084/m9.figshare.29679044.v1
title: Securing raw materials, reagents, and consumable supplies in the academic bioproduction UNITC network: Because the chain is only as strong as its weakest link

description: Raw datas
DOI: 10.6084/m9.figshare.30581966
title: Direct imaging of residual oxygen disorder in an infinite-layer nickelate superlattice via multislice ptychography

description: Disordered residual oxygen imaged and probed by 4D-STEM and STEM-EELS
DOI: 10.6084/m9.figshare.30581966.v1
title: Direct imaging of residual oxygen disorder in an infinite-layer nickelate superlattice via multislice ptychography

description: Disordered residual oxygen imaged and probed by 4D-STEM and STEM-EELS
DOI: 10.6084/m9.figshare.30454919
title: Ferroelectrically switched valley-dependent transmission in SnTe-PbTe-SnTe monolayer lateral heterostructures

description: This is the raw data and code of the paper titled "Ferroelectrically switched valley-dependent transmission in SnTe-PbTe-SnTe monolayer lateral heterostructures", published in Nature Communications in 2025. All the raw data for the figures in the main text and Supplementary Information are in a single zip file.
DOI: 10.6084/m9.figshare.30454919.v1
title: Ferroelectrically switched valley-dependent transmission in SnTe-PbTe-SnTe monolayer lateral heterostructures

description: This is the raw data and code of the paper titled "Ferroelectrically switched valley-dependent transmission in SnTe-PbTe-SnTe monolayer lateral heterostructures", published in Nature Communications in 2025. All the raw data for the figures in the main text and Supplementary Information are in a single zip file.
DOI: 10.6084/m9.figshare.30231430
title: Transcrania Direct Current Stimulation and Cranio-Cervical Osteopathic Techniques Dataset

description: Multidimensional measurements of pain, physical function, and quality of life are captured in this dataset.The Visual Analogue Scale (VAS) uses a 0–10 scale to measure subjective pain severity. Using a pressure algometer The Pressure Pain Threshold (PPT) measures pain sensitivity objectively. The Mini-BESTest is used to assess balance, which reflects stability and dynamic postural control. The SF-36 questionnaire, which assesses social, mental, and physical health, is used to measure quality of life. Higher scores indicate greater disability. The Migraine Disability Assessment Score (MIDAS) measures how migraines affect day-to-day activities. When taken as a whole, the dataset supports research in the areas of chronic pain, migraine, and rehabilitation by allowing analysis of pain perception, functional performance, and life quality.
DOI: 10.6084/m9.figshare.30231430.v2
title: Transcrania Direct Current Stimulation and Cranio-Cervical Osteopathic Techniques Dataset

description: Multidimensional measurements of pain, physical function, and quality of life are captured in this dataset.The Visual Analogue Scale (VAS) uses a 0–10 scale to measure subjective pain severity. Using a pressure algometer The Pressure Pain Threshold (PPT) measures pain sensitivity objectively. The Mini-BESTest is used to assess balance, which reflects stability and dynamic postural control. The SF-36 questionnaire, which assesses social, mental, and physical health, is used to measure quality of life. Higher scores indicate greater disability. The Migraine Disability Assessment Score (MIDAS) measures how migraines affect day-to-day activities. When taken as a whole, the dataset supports research in the areas of chronic pain, migraine, and rehabilitation by allowing analysis of pain perception, functional performance, and life quality.
DOI: 10.6084/m9.figshare.30231430.v1
title: Transcrania Direct Current Stimulation and Cranio-Cervical Osteopathic Techniques Dataset

description: Multidimensional measurements of pain, physical function, and quality of life are captured in this dataset.The Visual Analogue Scale (VAS) uses a 0–10 scale to measure subjective pain severity. Using a pressure algometer The Pressure Pain Threshold (PPT) measures pain sensitivity objectively. The Mini-BESTest is used to assess balance, which reflects stability and dynamic postural control. The SF-36 questionnaire, which assesses social, mental, and physical health, is used to measure quality of life. Higher scores indicate greater disability. The Migraine Disability Assessment Score (MIDAS) measures how migraines affect day-to-day activities. When taken as a whole, the dataset supports research in the areas of chronic pain, migraine, and rehabilitation by allowing analysis of pain perception, functional performance, and life quality.
DOI: 10.21227/tdrk-5668
title: "OD\/OC segmentation dataset"

description: "The Retinal Fundus Glaucoma Challenge (REFUGE) dataset is our primary benchmark and is known for distribution differences between its subsets. We follow the official split with 1\\,200 training, 400 validation and 400 test images, each with expert OD\/OC masks and image-level glaucoma labels.The ORIGA dataset, collected by the Singapore Eye Research Institute, contains 650 images (168 glaucomatous) with OD\/OC annotations and glaucoma diagnosis. We use 260\/65\/325 images for training\/validation\/testing, preserving the original class distribution.RIM-ONE DL is a curated version of the RIM-ONE database, comprising 485 images (313 normal, 172 glaucomatous) with expert-validated OD\/OC masks. We split the data into 193 training, 49 validation and 243 test images to evaluate cross-dataset robustness."
DOI: 10.17026/ar/8dlhpd
title: PAN-00007910 - Roman horse gear strap terminal group A3

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00007910&lt;/p&gt;
description: Modified: 2025-06-05T15:24:06+02:00
DOI: 10.5281/zenodo.17906782
title: Replication package for Empirical evidence of air pollution reduction from electric vehicle usage across Chinese cities

description: Replication materials for “Empirical evidence of air pollution reduction from electric vehicle usage across Chinese cities”.
DOI: 10.5281/zenodo.15062072
title: Replication package for Empirical evidence of air pollution reduction from electric vehicle usage across Chinese cities

description: Replication materials for “Empirical evidence of air pollution reduction from electric vehicle usage across Chinese cities”.
DOI: 10.15468/dl.zhf8vp
title: Occurrence Download

description: A dataset containing 5347 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlebotomus perniciosus"
 ]
}

 The dataset includes 5347 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048743-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/sccg5a
title: Broedvogels - Atlas of the breeding birds in Flanders 2000-2002

description: Broedvogels - Atlas of the breeding birds in Flanders 2000-2002 is a species occurrence dataset published by the Research Institute for Nature and Forest (INBO). The dataset contains more than 330,000 bird observations, collected during three breeding seasons (2000, 2001, 2002) using a standardized field methodology using a 5km x 5km square grid system covering all of Flanders, Belgium (645 squares) as well as up to eight 1km x 1km sample squares within each larger square. Test data from 1999 and additional data to increase coverage from 2003 are also included. The dataset includes information on 197 taxa, of which 183 species (13 exotic) and 3 subspecies are considered breeding in Flanders. The data are released in bulk as open data. See the dataset metadata or the paper Bird Census News 2004 1/2: 35-47 (http://www.ebcc.info/wpimages/video/BCN_17_1&2.pdf) for contact information, scope and methodology. Issues with the dataset can be reported at https://github.com/LifeWatchINBO/data-publication/tree/master/datasets/broedvogel-atlas-occurrencesTo allow anyone to use this dataset, we have released the data to the public domain under a Creative Commons Zero waiver (http://creativecommons.org/publicdomain/zero/1.0/). We would appreciate it however if you read and follow these norms for data use (http://www.inbo.be/en/norms-for-data-use) and provide a link to the original dataset (https://doi.org/10.15468/sccg5a) whenever possible. If you use these data for a scientific paper, please cite the dataset following the applicable citation norms and/or consider us for co-authorship. We are always interested to know how you have used or visualized the data, or to provide more information, so please contact us via the contact information provided in the metadata, opendata@inbo.be or https://twitter.com/LifeWatchINBO.
DOI: 10.5281/zenodo.17898594
title: Automated detection of software mentions as an instrument for research and infrastructure in the humanities
title: SoFAIR case study in the digital humanities

description: This dataset contains metadata and external links to full-text publications, along with outputs from Softcite-based automated detection of software mentions. It covers long-running open-access journals in linguistics, literary studies, and digital humanities (DH), selected from DOAJ and organized into two categories: Traditional Linguistics and Literary Studies (TLL) and DH. The DH subset is based on the journal list compiled by Spinaci, Colavizza, and Peroni (https://doi.org/10.5281/zenodo.3406564), and abstracts were retrieved via Crossref.

For each record, the dataset provides validated information on the presence of software mentions. It is designed to support diachronic and comparative analyses of software use and methodological change across humanities research communities.

The dataset was created within the IBL PAN use case of the SoFAIR project and is associated with the article Automated detection of software mentions as an instrument for research and infrastructure in the humanities.

Acknowledgment: This dataset was created as part of the project "Making Software FAIR: A machine-assisted workflow for the research software lifecycle”, under the program CHIST-ERA Open & Re-usable Research Data & Software (CHIST-ERA-22-ORD-08). National Science Center, Poland - Project Number 2022/04/Y/HS2/00182 (Polish Academy of Sciences - IBL-PAN)
DOI: 10.6084/m9.figshare.30851126
title: Data set of Shock demagnetization in an ambient magnetic field at the Dhala impact structure, India

description: This data repository contains the raw hysteresis, thermomagnetic, alternating-field demagnetization (AFD), thermal demagnetization, anhysteretic remanent magnetization (ARM), and isothermal remanent magnetization (IRM) data for unshocked target rocks, monomict breccia and impact melt rocks from the Dhala impact structure.
DOI: 10.6084/m9.figshare.30851126.v4
title: Data set of Shock demagnetization in an ambient magnetic field at the Dhala impact structure, India

description: This data repository contains the raw hysteresis, thermomagnetic, alternating-field demagnetization (AFD), thermal demagnetization, anhysteretic remanent magnetization (ARM), and isothermal remanent magnetization (IRM) data for unshocked target rocks, monomict breccia and impact melt rocks from the Dhala impact structure.
DOI: 10.6084/m9.figshare.30851126.v3
title: Data set of Shock demagnetization in an ambient magnetic field at the Dhala impact structure, India

description: This data repository contains the raw hysteresis, thermomagnetic, alternating-field demagnetization (AFD), thermal demagnetization, anhysteretic remanent magnetization (ARM), and isothermal remanent magnetization (IRM) data for unshocked target rocks, monomict breccia and impact melt rocks from the Dhala impact structure.
DOI: 10.5281/zenodo.17896798
title: Ecoli_WT_45_RNA_rep1_fast5

description: Zipped fast5 files from Nanopore sequencing of wild-type Escherichia coli cells grown at 45C, corresponding to biological replicate 1 as described in NCBI GEO accession GSM8513540.
DOI: 10.5281/zenodo.17896797
title: Ecoli_WT_45_RNA_rep1_fast5

description: Zipped fast5 files from Nanopore sequencing of wild-type Escherichia coli cells grown at 45C, corresponding to biological replicate 1 as described in NCBI GEO accession GSM8513540.
DOI: 10.6084/m9.figshare.28573898.v1
title: <b>A cold stress-activated endocrine sentinel chemical hormone promotes</b><b> insect survival via mitochondrial biogenesis</b>

description: Here, we identify an endocrine chemical signal produced in diapause beetles as a sentinel signal during winter, which promotes insect survival through mitochondrial biogenesis-mediated lipid mobilization.
DOI: 10.15468/dl.wzfktr
title: Occurrence Download

description: A dataset containing 505306 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "DatasetKey is iNaturalist Research-grade Observations",
 "Country is United States of America",
 "Year is 2015"
 ]
}

 The dataset includes 505306 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048739-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/beespi
title: PAN-00104840 - coin/coin-related, Theodosius I (379-395), aes IV

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00104840&lt;/p&gt;
description: Modified: 2025-05-06T10:07:30+02:00
DOI: 10.15468/dl.y5b7kg
title: Occurrence Download

description: A dataset containing 881 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Rhizopus stolonifer, Rhizopus nigricans)"
 ]
}

 The dataset includes 881 records from 71 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048744-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17861992
title: CORN-LCs

description: CORN-LCs comprises 4,224 corneal confocal microscopy (CCM) images with a resolution of 384×384 pixels, all captured using Heidelberg HRT-III systems. This dataset is used to generate an optimal grading model. These images were collected from 332 dry eye disease patients across six clinical centers in two countries. The image severity levels (ranging from 0 to 3) were annotated independently by two corneal specialists, each with over 15 years of experience. The grading was based on the established correlation between disease severity and Langerhans cell activation, combined with an assessment of ten key morphological parameters of Langerhans cells and the specialists' clinical expertise. The final ground truth labels were determined by consensus between the two specialists. The dataset distribution across the severity levels is as follows: Level 0 (1,064 images), Level 1 (1,797 images), Level 2 (885 images), and Level 3 (478 images).
DOI: 10.5281/zenodo.17907574
title: CORN-LCs

description: CORN-LCs comprises 4,224 corneal confocal microscopy (CCM) images with a resolution of 384×384 pixels, all captured using Heidelberg HRT-III systems. This dataset is used to generate an optimal grading model. These images were collected from 332 dry eye disease patients across six clinical centers in two countries. The image severity levels (ranging from 0 to 3) were annotated independently by two corneal specialists, each with over 15 years of experience. The grading was based on the established correlation between disease severity and Langerhans cell activation, combined with an assessment of ten key morphological parameters of Langerhans cells and the specialists' clinical expertise. The final ground truth labels were determined by consensus between the two specialists. The dataset distribution across the severity levels is as follows: Level 0 (1,064 images), Level 1 (1,797 images), Level 2 (885 images), and Level 3 (478 images).
DOI: 10.21979/n9/eyyryq
title: Data for: Partitioning of Rubisco activase into the pyrenoidal Rubisco condensate is mediated by a functional protein-protein interaction

description: Original data files analyzed for this publication are provided according to the Figure panel in the paper.
DOI: 10.5281/zenodo.17896809
title: Ecoli_WT_45_RNA_rep2_fast5

description: Zipped fast5 files from Nanopore sequencing of wild-type Escherichia coli cells grown at 45C, corresponding to biological replicate 2 as described in NCBI GEO accession GSM8513540.
DOI: 10.5281/zenodo.17896808
title: Ecoli_WT_45_RNA_rep2_fast5

description: Zipped fast5 files from Nanopore sequencing of wild-type Escherichia coli cells grown at 45C, corresponding to biological replicate 2 as described in NCBI GEO accession GSM8513540.
DOI: 10.17026/ar/xbbua1
title: PAN-00066146 - conical spindle whorl (bone)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00066146&lt;/p&gt;
description: Modified: 2025-10-13T10:09:18+02:00
DOI: 10.6084/m9.figshare.30868316
title: Dataset

description: Experimental data on transmission losses in ephemeral rivers.
DOI: 10.6084/m9.figshare.30868316.v1
title: Dataset

description: Experimental data on transmission losses in ephemeral rivers.
DOI: 10.17026/ar/fiyoze
title: PAN-00178671 - rectangular/trapezium shaped single looped buckle

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00178671&lt;/p&gt;
description: Modified: 2025-08-19T16:49:00+02:00
DOI: 10.5281/zenodo.17908133
title: age-dependent broadleaves
DOI: 10.5281/zenodo.17908134
title: age-dependent broadleaves
DOI: 10.5281/zenodo.17907169
title: Metabolomics analysis of MDA-MB-231 cells upon WMK-1 treatment

description: MDA-MB-231 cells were treated with compounds, including DMSO (Vehicle), ML210 (for 2h, 4 μM), WMK-1 (10 μM, for 5h), ZL-1-180 (10 μM, for 5h), in the presence or absence of Lip-1 (1 μM).

For metabolomics analysis, 3 µL of the prepared tissue lipidomics samples were loaded into an ACQUITY UPLC BEH amide column (100 × 2.1 mm, 1.7 μm, 130 Å, Waters, Cat# 186004741), and separated chromatographically with a 25-min gradient elution at a flow rate of 0.3 mL/min. The mobile phase for the positive ion acquisition mode contains H2O with 0.1% (v/v) formic acid and 10 mM ammonium formate for Phase A, and ACN/H2O (95:5) with 0.1% (v/v) formic acid and 10 mM ammonium formate for Phase B. The mobile phase for the negative ion acquisition mode is similar to the buffers for the positive ion mode except excluding formic acid in the buffer. 

Metabolomics data analysis:

The Compound Discoverer v3.2 software (Thermo Fisher Scientific) was used for LC-MS/MS metabolomics data processing including peak alignment, background filtering, peak calling, and compound identification. We applied an adaptive curve alignment model and filtered out metabolites with intensities lower than the minimum cutoff of 100,000 in both positive and negative ion mode datasets. The remaining metabolites were used for further analysis. Adduct ions including [M+H]+, [M+Na]+, [M+K]+, [M+NH4]+and [M-H]- were identified by assigning predicted chemical composition to each ion based on the exact mass within a ±5 ppm deviation and the isotopic pattern with intensity tolerance < 30%.

For metabolite annotation, mzCloud search was used for mapping the MS/MS spectra with the endogenous metabolite library. A cosine-based identity search procedure with match activation type was employed during the DDA search method to facilitate accurate matching of fragmentation patterns. During the mapping of activation energy, a tolerance within 20, and a minimum intensity threshold for filtering low-intensity signals were employed. Similarity search was turned off during annotation. We used a match factor threshold of 60 during the metabolite identification. Metabolites not detected in the samples were substituted with background noise signals. A minimum of 50% QC coverage and a maximum QC area RSD of 30% were exerted during the QC correction. Lastly, metabolites whose intensities are lower than five times that of the corresponding blank samples were filtered out.

Metabolomics data normalization:

For downstream analysis, the raw intensities of metabolites were normalized via dividing by the median metabolite intensity among the corresponding sample and scaled with a scaling factor. Then, the fold change of each metabolite between compound treatment (ML210, WMK-1, ZL-1-180 or Lip-1 rescue) and vehicle treatment groups was calculated. P-value was calculated using a two-tailed, non-parametric, unpaired Student’s t-test. Metabolites with fold change >= 2 and P-value <= 0.05 were considered as significantly changed metabolites after WMK-1 treatment and were then used for plotting.