cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.16901178
title: Packeat: Packed Fruits and Vegetables Visual Classification and Segmentation Benchmark

description: We introduce a novel dataset for visual recognition systems in retail automation, focusing specifically on fruits and vegetables. The dataset comprises 34 species and 65 varieties, featuring fairly balanced classes and including packed goods in plastic bags. We capture each sample from multiple viewpoints and provide additional annotations, such as object count and total weight. Furthermore, a subset of samples for each class includes segmentation masks. This dataset aims to overcome the limitations of current open-access datasets by providing a more comprehensive and diverse set of training data. A total of 72 annotators collected over 100,000 images of 370,000 objects across multiple shops and cities. Around 9,000 images have manual segmentation masks. Ultimately, this dataset is designed to support the development of multitask models for visual recognition in offline retail settings.
DOI: 10.5281/zenodo.16901177
title: Packeat: Packed Fruits and Vegetables Visual Classification and Segmentation Benchmark

description: We introduce a novel dataset for visual recognition systems in retail automation, focusing specifically on fruits and vegetables. The dataset comprises 34 species and 65 varieties, featuring fairly balanced classes and including packed goods in plastic bags. We capture each sample from multiple viewpoints and provide additional annotations, such as object count and total weight. Furthermore, a subset of samples for each class includes segmentation masks. This dataset aims to overcome the limitations of current open-access datasets by providing a more comprehensive and diverse set of training data. A total of 72 annotators collected over 100,000 images of 370,000 objects across multiple shops and cities. Around 9,000 images have manual segmentation masks. Ultimately, this dataset is designed to support the development of multitask models for visual recognition in offline retail settings.
DOI: 10.6084/m9.figshare.28433102.v4
title: <b>A relaxation-diffusion MRI dataset of aging mouse brains at 9.4 Tesla</b>

description: <b>Introduction:</b>This dataset contains relaxation-diffusion MRI (rdMRI) data of mouse brains, aimed at investigating age-related microstructural changes. It includes data collected from five different age groups (2, 6, 12, 18 and 24 months old, six per age group) of mice, acquired with five echo times (22, 37, 52, 67 and 82 ms) at 9.4T Bruker MRI and preprocessed using a specialized pipeline. All animal experiments were conducted in accordance with the Institutional Animal Care and Use Committee of Southern Medical University.<b>Contact infomation:</b>Name: Xinyuan ZhangEmail: zhangxyn@smu.edu.cn<b>Primary acquisition parameters：</b><b>·</b>T2-weighted images- Sequence: 2D TurboRARE- TR/TE = 3200/11 ms- Resolution = 0.08 × 0.08 mm²<br><b>·</b>Diffusion-weighted images- Sequence = 2D multi shot DWI SE-EPI- TR = 3200 ms- TEs = 22, 37, 52, 67 and 82 ms- b-value = 500, 1000, 1500, and 2500 s/mm²- directions = 30, 30, 30, 30- b0 images = 6- Resolution = 0.1 × 0.1 mm²<b>Directory Structure:</b>Due to the upload limitations of FigShare, the DICOM formatted raw data has not been uploaded; only the NIfTI formatted raw data is available. If you require the DICOM format, please feel free to contact us.<br>All subjects the following data were acquired: 1. T2-weighted anatomical data ("anat" folder) 2. Multi-TE diffusion MRI data (acq = Inferior-Superior, "dwi" folder) -ses-01: TE = 22 ms -ses-02: TE = 37 ms -ses-03: TE = 52 ms -ses-04: TE = 67 ms -ses-05: TE = 82 ms 3. Reversed phase encoding multi-TE diffusion MRI data (acq = Superior-Inferior, "reversed phase-encode dwi" folder) -ses-01: TE = 22 ms -ses-02: TE = 37 ms -ses-03: TE = 52 ms -ses-04: TE = 67 ms -ses-05: TE = 82 ms<b>Code and scripts:</b>The REDIM method code can be found in the “code” folder. The processing scripts are organized in the “scripts” folder”
DOI: 10.34894/e9fdoz
title: Dataset of "Informing, simulating experience, or both: A field experiment on phishing risks"

description: This is the dataset used in "Informing, simulating experience, or both: A field experiment on phishing risks".
description: This entry is a two-file data package totaling 462.8 KB, containing files in .csv and .pdf formats.If you use this dataset, please cite: Baillon, Aurelien (2019). Dataset of "Informing, simulating experience, or both: A field experiment on phishing risks". Erasmus University Rotterdam (EUR). Dataset. https://doi.org/10.25397/eur.10500029
DOI: 10.15468/dl.cwu6sk
title: Occurrence Download

description: A dataset containing 4773 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Silvicultrix frontalis"
 ]
}

 The dataset includes 4773 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029116-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tk2cjg
title: Occurrence Download

description: A dataset containing 32508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is Spain",
 "HasCoordinate is true"
 ]
}

 The dataset includes 32508 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029115-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v3a2f7
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Salmo trutta",
 "Country is Sri Lanka",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029117-250811113504898/datasets/export for details.
DOI: 10.15468/dl.52g7nm
title: Occurrence Download

description: A dataset containing 173 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Hippocampus ingens",
 "Year 2005-2025"
 ]
}

 The dataset includes 173 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029118-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2ae4f9
title: Occurrence Download

description: A dataset containing 110668 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Epipactis atrorubens"
 ]
}

 The dataset includes 110668 records from 545 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029032-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15472/vtdzep
title: Monitoreo de fauna silvestre asociado al Estudio de Impacto Ambiental para los campos de explotación Ocelote Este y Guarrojo

description: Los 4.994 registros biológicos de este recurso corresponden a los monitoreos de fauna silvestre realizados en los años 2017, 2018, 2019, 2020, 2022, 2023 y 2024, que dan respuesta a las obligaciones establecidas mediante Resolución 01189 del 07 de julio 2021 y detalladas en la ficha de manejo 8.2.1 Monitoreo multianual de fauna silvestre en el área de influencia del proyecto campo Ocelote Guarrojo Medio biótico.Para establecer la composición faunística del área de influencia del área de producción Ocelote - Guarrojo, se aplicaron diferentes metodologías de muestreo específicas para cada uno de los grupos taxonómicos de interés: Anfibios, Reptiles, Aves y Mamíferos terrestre – voladores de acuerdo con las condiciones autorizadas en el Permiso de estudio otorgado por la Autoridad Ambiental mediante la Resolución 02142 del 29 de octubre de 2019.
DOI: 10.15468/dl.npefed
title: Occurrence Download

description: A dataset containing 2505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Myotis velifer velifer"
 ]
}

 The dataset includes 2505 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029119-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29381929
title: Utilizing image analysis by optical density to evaluate changes in hematoxylin and eosin staining quality after reagent overuse

description: Due to the prevalence of hematoxylin and eosin (H&E) staining in routine histological preparations, understanding the factors that impact stain color characteristics is vital to attain consistently high-quality stains. In the last decade, increased use of digital pathology and image analysis (specifically by optical density [OD] measures) has provided new ways of assessing staining precision. This paper combines data from two studies that tracked H&E staining quality in both nuclear and cytoplasmic components of 12 tissues (11 human and 1 porcine) by OD after overuse of H&E staining reagents from 5 vendors. Both studies showed a decrease in eosin stain intensity by OD and visual inspection (by a histologist) with reagent overuse. This trend varied in degree by tissue type and reagent vendor. Nonetheless, staining quality for H&E staining from all vendors and for all organs remained acceptable (but not always optimal) for microscopic evaluation by the College of American Pathologists (CAP) and National Society for Histotechnology (NSH) staining criteria when stained sections were reviewed by a board-certified veterinary pathologist.
DOI: 10.6084/m9.figshare.29381929.v1
title: Utilizing image analysis by optical density to evaluate changes in hematoxylin and eosin staining quality after reagent overuse

description: Due to the prevalence of hematoxylin and eosin (H&E) staining in routine histological preparations, understanding the factors that impact stain color characteristics is vital to attain consistently high-quality stains. In the last decade, increased use of digital pathology and image analysis (specifically by optical density [OD] measures) has provided new ways of assessing staining precision. This paper combines data from two studies that tracked H&E staining quality in both nuclear and cytoplasmic components of 12 tissues (11 human and 1 porcine) by OD after overuse of H&E staining reagents from 5 vendors. Both studies showed a decrease in eosin stain intensity by OD and visual inspection (by a histologist) with reagent overuse. This trend varied in degree by tissue type and reagent vendor. Nonetheless, staining quality for H&E staining from all vendors and for all organs remained acceptable (but not always optimal) for microscopic evaluation by the College of American Pathologists (CAP) and National Society for Histotechnology (NSH) staining criteria when stained sections were reviewed by a board-certified veterinary pathologist.
DOI: 10.5281/zenodo.16920215
title: Invisible East Digital Corpus: JSON Dataset

description: The Invisible East Digital Corpus (IEDC) is an open-access collection of documents from medieval Afghanistan, and surrounding regions, dating between the 4th/10th and 7th/13th centuries CE. The corpus brings together texts preserved in New Persian, Middle Persian, Arabic, Bactrian, Sogdian, and other languages, presented in high-resolution images with expert transcriptions and translations.

This dataset release contains the full corpus in JSON format, structured for computational use, data analysis, and digital preservation. It is intended for reuse in research across history, philology, digital humanities, and related fields. This export was created on 07/08/2025.
DOI: 10.15468/dl.p8z7k2
title: Occurrence Download

description: A dataset containing 43583 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Carnegiea gigantea"
 ]
}

 The dataset includes 43583 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029120-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zhjgh
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029121-250811113504898/datasets/export for details.
DOI: 10.15468/dl.v5jdj2
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029123-250811113504898/datasets/export for details.
DOI: 10.23728/b2share.1c60e3f9b0454cbd85ad770e588b4df8
title: Database
DOI: 10.15468/dl.zxgyxe
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Atta opaciceps"
 ]
}

 The dataset includes 34 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029124-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/cgwwso
title: ROBMED: SPSS R extension bundle for robust mediation analysis

description: &lt;p&gt;SPSS R extension bundle for the robust bootstrap test ROBMED (Alfons, Ates & Groenen, 2022) for mediation analysis. It links to the R package robmed.&lt;/p&gt;
&lt;p&gt;&lt;br&gt;&lt;/p&gt;
&lt;p&gt;Mediation analysis is central to theory building and testing in organizational sciences. Scholars often use linear regression analysis based on normal-theory maximum likelihood estimators to test mediation. However, these estimators are very sensitive to deviations from normality assumptions, such as outliers, heavy tails, or skewness of the observed distribution. This sensitivity seriously threatens the empirical testing of theory about mediation mechanisms. To overcome this threat, we develop a robust mediation method that yields reliable results even when the data deviate from normality assumptions. We demonstrate the mechanics of our proposed method in an illustrative case, while simulation studies show that our method is both superior in estimating the effect size and more reliable in assessing its significance than the existing methods. Furthermore, we provide freely available software in R and SPSS to enhance its accessibility and adoption by empirical researchers.&lt;/p&gt;
description: This entry is a eleven-file data package totaling 1.2 MB, containing files in , .xml, .md, .R, .png, .cfe, .txt, .spe and .sav formats.If you use this dataset, please cite: Alfons, Andreas (2022). ROBMED: SPSS R extension bundle for robust mediation analysis. Erasmus University Rotterdam (EUR). Software. https://doi.org/10.25397/eur.19354268
DOI: 10.15468/dl.pbe52t
title: Occurrence Download

description: A dataset containing 453293 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Swedish Bird Survey: Fixed routes (Standardrutterna)"
 ]
}

 The dataset includes 453293 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029114-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.r6jsta
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Tinamus osgoodi",
 "Year 2005-2025"
 ]
}

 The dataset includes 161 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029126-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34894/czu3cl
title: The False Illusion of Wage Cyclicality

description: &lt;p&gt;We show that cyclical variation in entry wages is driven by occupation mobility. To this end, we use Portuguese administrative data from 1986-2019 that accurately identifies occupation transitions between and within firms. We find that wages of new hires that remain in the same occupation are no more cyclical than those of stayers. By contrast, wages of workers switching occupation across and within firms are highly cyclical. Furthermore, we show that cyclicality increases, the more distinct the previous and current occupations are in terms of the required skills. Our results suggest that the standard framework in the literature conflates wage flexibility of new hires with cyclical changes in match quality associated with the worker’s occupation.&lt;/p&gt;
description: This entry is a one-file data package totaling 398.8 KB, containing a file in .pdf format.If you use this dataset, please cite: Figueiredo, Ana; Black, Ines (2022). The False Illusion of Wage Cyclicality. Erasmus University Rotterdam (EUR). Preprint. https://doi.org/10.25397/eur.21162217
DOI: 10.15468/dl.9n86nw
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029128-250811113504898/datasets/export for details.
DOI: 10.15468/dl.hnskwn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Annona reticulata",
 "Country is Antigua and Barbuda",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029127-250811113504898/datasets/export for details.
DOI: 10.22002/vh6ps-scb08
title: Salmonella typhimurium

description: Session notes: WT Salmonella minicell-producing strain Tilt series notes:  Tomogram notes: SIRT reconstruction
description: <strong>Tilt Series Date:</strong> 2011-03-24</p>
<strong>Data Taken By:</strong> Morgan Beeby</p>
<strong>Species / Specimen:</strong> Salmonella typhimurium</p>
<strong>Strain:</strong> serovar Typhimurium str. LT2</p>
<strong>Tilt Series Settings:</strong>  Single Axis, tilt range: (-70.0°, 70.0°), step: 1°, constant angular increment, dosage: 200.0 eV/Å²,  defocus: 8.0 μm,  magnification: 0x. </p>
<strong>Acquisition Software:</strong> Leginon</p>
<strong>Upload Method:</strong> rundir</p>
<strong>Processing Software Used:</strong> imod</p>
description: Files available via S3 at ps://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mba2011-03-24-16/rawdata/</p>11mar24e_WTMini3hrs_045.st,  Tilt Series (Pixel Size 0.632 nm), 1.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mba2011-03-24-16/rawdata/11mar24e_WTMini3hrs_045.st"
        > <i class="download icon"></i> Download </a></p>

        11mar24e_WTMini3hrs_045_SIRT.rec,  Reconstruction (Pixel Size 0.632 nm), 2.1 GB  
        
<a role="button" class="ui compact mini button" href="https://sdsc.osn.xsede.org/ini210004tommorrell/tomography_archive/mba2011-03-24-16/3dimage_21805/11mar24e_WTMini3hrs_045_SIRT.rec"
        > <i class="download icon"></i> Download </a></p>
DOI: 10.34894/zghh8o
title: Self-Insurance and Welfare in Turbulent Labor Markets

description: &lt;p&gt;We investigate the welfare consequences of turbulence risk|the risk of skill loss coinciding with involuntary layoffs on the labour market outcomes in the presence of imperfect ?nancial markets and search frictions. We build a tractable dynamic heterogeneous agents model with directed search, imperfect ?nancial markets, and uninsurable persistent labor market risk. We calibrate our model to the US economy, matching new empirical facts on the joint impact of turbulence risk and wealth on re-employment wages and unemployment duration. We measure the welfare loss of unemployment transitions and quantify the impact of each channel. We ?nd the fall in wealth upon re-employment has the highest impact on welfare changes among the other channels. Finally, we examine the welfare gain from alternative policies.&lt;/p&gt;
description: This entry is a one-file data package totaling 1.0 MB, containing a file in .pdf format.If you use this dataset, please cite: Figueiredo, Ana; Mantovani, Crisitano; Baley, Isaac; Sepahsalari, Alireza (2022). Self-Insurance and Welfare in Turbulent Labor Markets. Erasmus University Rotterdam (EUR). Preprint. https://doi.org/10.25397/eur.21162484
DOI: 10.6084/m9.figshare.29960141
title: Data Base - Association of NER SNPs with Parkinson’s Disease Risk A Case–Control Study in a Mexican Mestizo Population_210825

description: <b>Background:</b> Impaired DNA repair has been linked to Parkinson’s disease (PD), especially under oxidative stress and environmental exposures. This study evaluated five polymorphisms in nucleotide excision repair (NER) pathway genes and their association with PD in a northern Mexican mestizo population.<b>Methods:</b> We performed a case–control study with 137 PD patients and 137 matched controls. DNA was extracted from blood, and genotyping of ERCC1 (rs11615), ERCC2 (rs13181), XPA (rs1800975), XPC (rs2228001), and XPF (rs1799801) was conducted using TaqMan assays. Logistic regression adjusted for age, sex, and pesticide exposure was used to test associations.<b>Results:</b> Pesticide exposure was more frequent in PD patients (OR 2.08, 95% CI 1.18–3.68; p = 0.01). The XPC rs2228001 C/C genotype was associated with higher PD risk in males (OR 4.23, 95% CI 1.33–13.49; p = 0.015), independent of uric acid and pesticide exposure. Other polymorphisms showed no significant associations. Male patients also had lower uric acid levels (p = 0.047).<b>Conclusions:</b> The XPC rs2228001 variant may contribute to male-specific PD susceptibility, particularly with pesticide exposure. These findings highlight the role of DNA repair pathways and the interaction of genetic and environmental risk factors in PD.