cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5517/ccdc.csd.cc2mfjk5
title: CCDC 2426077: Experimental Crystal Structure Determination

description: Related Article: Hui Zhen|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mfr2x
title: CCDC 2426279: Experimental Crystal Structure Determination

description: Related Article: Joel Mague|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mg1kq
title: CCDC 2426573: Experimental Crystal Structure Determination

description: Related Article: Ahlam M. E. Asiri, Lee J. Higham, Paul G. Waddell|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mg3hq
title: CCDC 2426633: Experimental Crystal Structure Determination

description: Related Article: He Mingjin|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mg3ks
title: CCDC 2426635: Experimental Crystal Structure Determination

description: Related Article: He Mingjin|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mg4t2
title: CCDC 2426674: Experimental Crystal Structure Determination

description: Related Article: Dongjing Hong|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mgd9t
title: CCDC 2426906: Experimental Crystal Structure Determination

description: Related Article: Hawraa S. Al-Buthabhak, Alexandre N. Sobolev, Murray V. Baker|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2md85h
title: CCDC 2424856: Experimental Crystal Structure Determination

description: Related Article: Goh Sennari|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2mgdbv
title: CCDC 2426907: Experimental Crystal Structure Determination

description: Related Article: Hawraa S. Al-Buthabhak, Alexandre N. Sobolev, Murray V. Baker|2025|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.15468/dl.q2z6pb
title: Occurrence Download

description: A dataset containing 11716066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset includes 11716066 records from 8014 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020952-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/5952661
title: Sidewalk Segment Dataset
DOI: 10.15468/dl.gb2ct3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Branta leucopsis (Bechstein, 1803))",
 "Country is one of (American Samoa, Australia, Christmas Island, Cocos (Keeling) Islands, Cook Islands, Fiji, French Polynesia, Guam, Heard Island and McDonald Islands, Kiribati, Marshall Islands, Micronesia (Federated States of), Nauru, New Caledonia, New Zealand, Niue, Norfolk Island, Northern Mariana Islands, Palau, Papua New Guinea, Pitcairn, Samoa, Solomon Islands, Tokelau, Tonga, Tuvalu, United States Minor Outlying Islands, Vanuatu, Wallis and Futuna)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020233-250525065834625/datasets/export for details.
DOI: 10.15468/dl.emjz2n
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Branta leucopsis (Bechstein, 1803))",
 "Country is one of (Algeria, Angola, Benin, Botswana, British Indian Ocean Territory, Burkina Faso, Burundi, Cabo Verde, Cameroon, Central African Republic, Chad, Comoros, Congo, Congo, Democratic Republic of the, Côte d’Ivoire, Djibouti, Egypt, Equatorial Guinea, Eritrea, Eswatini, Ethiopia, French Southern Territories, Gabon, Gambia, Ghana, Guinea, Guinea-Bissau, Kenya, Lesotho, Liberia, Libya, Madagascar, Malawi, Mali, Mauritania, Mauritius, Mayotte, Morocco, Mozambique, Namibia, Niger, Nigeria, Réunion, Rwanda, Saint Helena, Ascension and Tristan da Cunha, Sao Tome and Principe, Senegal, Seychelles, Sierra Leone, Somalia, South Africa, South Sudan, Sudan, Tanzania, United Republic of, Togo, Tunisia, Uganda, Western Sahara, Zambia, Zimbabwe)"
 ]
}

 The dataset includes 22 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020231-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.7067251
title: Data from the behavioural and Magnetic resonance imaging of the Ts66Yah and Ts65Dn male model of Down syndrome

description: Please find enclosed the behavioural and Magnetic Resonnance Imaging (MRI) variables used for comparing the Ts66Yah DS models with the parental line Ts65Dn. The raw data are found as two CVS files


- Behavioural phenoParameters_Ts65Dn_Ts66Yah.csv


- MRI phenoParameters_Ts65Dn_Ts66Yah.csv


while the processed data used for the GDAPHEN analysis (https://github.com/YaH44/GDAPHEN/releases/tag/Public) are available as Excel docs.


 


The processing has been done with a  low level of imputation for missing data detailed in the Formating_decision_phenoParameters_Ts65Dn_Ts66Yah. ...
DOI: 10.5281/zenodo.7067252
title: Data from the behavioural and Magnetic resonance imaging of the Ts66Yah and Ts65Dn male model of Down syndrome

description: Please find enclosed the behavioural and Magnetic Resonnance Imaging (MRI) variables used for comparing the Ts66Yah DS models with the parental line Ts65Dn. The raw data are found as two CVS files


- Behavioural phenoParameters_Ts65Dn_Ts66Yah.csv


- MRI phenoParameters_Ts65Dn_Ts66Yah.csv


while the processed data used for the GDAPHEN analysis (https://github.com/YaH44/GDAPHEN/releases/tag/Public) are available as Excel docs.


 


The processing has been done with a  low level of imputation for missing data detailed in the Formating_decision_phenoParameters_Ts65Dn_Ts66Yah. ...
DOI: 10.25378/janelia.24222913
title: Near-isotropic, reconstructed volume electron microscopy (FIB-SEM) of mouse nucleus accumbens (jrc_mus-nacc-3)

description: <b>Sample</b>: Wild-type, adult male mouse, strain: C57/BL6J from Charles River<b>Sample Description</b>: Exemplary data used to demonstrate the capabilities of Enhanced FIB-SEM systems for large-volume 3D imaging.<b>Protocol</b>: Chemical fixation, reduced osmium processing, treated with 2% samarium trichloride and 1% uranyl acetate in maleate buffer, then embedded in Durcupan resin.<b>Contributions</b>: Sample provided by and prepared for imaging by Richard Weinberg (University of North Carolina), with imaging by C. Shan Xu (Yale), Kenneth Hayworth (HHMI/Janelia), and post-processing by Gleb Shtengel, and Harald Hess(HHMI/Janelia).<b>Acquisition ID</b>: jrc_mus-nacc-3<b>Voxel size (nm)</b>: 4 x 4 x 3.8 (X, Y, Z)<b>Data dimensions (µm)</b>:20.4 x 21.0 x 2.9 (X, Y, Z)<b>Imaging start date</b>: 2014-09-16<b>Imaging duration (days)</b>: 3<b>Landing energy (eV)</b>: 1100<b>Imaging current (nA)</b>: 0.21<b>Scanning speed (MHz)</b>: 0.403<b>Dataset URL</b>: s3://janelia-cosem-datasets/jrc_mus-nacc-3/jrc_mus-nacc-3.zarr/recon-2/em/<b>Visualization Website</b>: https://openorganelle.janelia.org/datasets/jrc_mus-nacc-3<b>Publication</b>: Wu et al., 2017: Xu et al., 2017; Xu et al., 2021
DOI: 10.25378/janelia.24222913.v1
title: Near-isotropic, reconstructed volume electron microscopy (FIB-SEM) of mouse nucleus accumbens (jrc_mus-nacc-3)

description: <b>Sample</b>: Wild-type, adult male mouse, strain: C57/BL6J from Charles River<b>Sample Description</b>: Exemplary data used to demonstrate the capabilities of Enhanced FIB-SEM systems for large-volume 3D imaging.<b>Protocol</b>: Chemical fixation, reduced osmium processing, treated with 2% samarium trichloride and 1% uranyl acetate in maleate buffer, then embedded in Durcupan resin.<b>Contributions</b>: Sample provided by and prepared for imaging by Richard Weinberg (University of North Carolina), with imaging by C. Shan Xu (Yale), Kenneth Hayworth (HHMI/Janelia), and post-processing by Gleb Shtengel, and Harald Hess(HHMI/Janelia).<b>Acquisition ID</b>: jrc_mus-nacc-3<b>Voxel size (nm)</b>: 4 x 4 x 3.8 (X, Y, Z)<b>Data dimensions (µm)</b>:20.4 x 21.0 x 2.9 (X, Y, Z)<b>Imaging start date</b>: 2014-09-16<b>Imaging duration (days)</b>: 3<b>Landing energy (eV)</b>: 1100<b>Imaging current (nA)</b>: 0.21<b>Scanning speed (MHz)</b>: 0.403<b>Dataset URL</b>: s3://janelia-cosem-datasets/jrc_mus-nacc-3/jrc_mus-nacc-3.zarr/recon-2/em/<b>Visualization Website</b>: https://openorganelle.janelia.org/datasets/jrc_mus-nacc-3<b>Publication</b>: Wu et al., 2017: Xu et al., 2017; Xu et al., 2021
DOI: 10.15468/dl.gk9xwx
title: Occurrence Download

description: A dataset containing 45784 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterois volitans (Linnaeus, 1758)"
 ]
}

 The dataset includes 45784 records from 250 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020232-250525065834625/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.29236619.v1
title: Greenhouse Evaluation of Conventional and Biorational Insecticides for Managing the Invasive <i>Thrips parvispinus</i> (Karny) (Thysanoptera: Thripidae)

description: Two insecticide applications were made, a curative, treating an existing infestation, and a prophylactic, treating a plant prior to the thrips release. In curative application, ten larvae and ten adults were released two weeks prior to treatment. Three leaves from the upper, middle, and lower canopy were collected 24 h, 7- and 14-days post-treatment to assess thrips mortality. In the prophylactic application, plants were first sprayed with insecticides, and thrips were introduced 24 hours later, but followed the same sampling method.
DOI: 10.6084/m9.figshare.29236619
title: Greenhouse Evaluation of Conventional and Biorational Insecticides for Managing the Invasive <i>Thrips parvispinus</i> (Karny) (Thysanoptera: Thripidae)

description: Two insecticide applications were made, a curative, treating an existing infestation, and a prophylactic, treating a plant prior to the thrips release. In curative application, ten larvae and ten adults were released two weeks prior to treatment. Three leaves from the upper, middle, and lower canopy were collected 24 h, 7- and 14-days post-treatment to assess thrips mortality. In the prophylactic application, plants were first sprayed with insecticides, and thrips were introduced 24 hours later, but followed the same sampling method.
DOI: 10.5281/zenodo.15593550
title: BIAS AMPLIFICATION IN AI RECRUITMENT SYSTEMS: A CAUSAL INFERENCE PERSPECTIVE

description: This paper explores the amplification of social bias in AI-powered recruitment platforms through the lens of causal inference. As automated hiring tools become more widespread, concerns have emerged regarding the reproduction—and even amplification—of gender, racial, and socioeconomic discrimination. We propose a framework that combines causal graphs, counterfactual analysis, and explainable AI (XAI) to measure and mitigate algorithmic bias in resume screening systems. Using real-world datasets and synthetic interventions, we demonstrate how seemingly neutral features can act as proxies for protected attributes. Our findings contribute to the growing body of research on fair AI, offering transparent methodologies for both academic evaluation and regulatory audit.
DOI: 10.5281/zenodo.15593551
title: BIAS AMPLIFICATION IN AI RECRUITMENT SYSTEMS: A CAUSAL INFERENCE PERSPECTIVE

description: This paper explores the amplification of social bias in AI-powered recruitment platforms through the lens of causal inference. As automated hiring tools become more widespread, concerns have emerged regarding the reproduction—and even amplification—of gender, racial, and socioeconomic discrimination. We propose a framework that combines causal graphs, counterfactual analysis, and explainable AI (XAI) to measure and mitigate algorithmic bias in resume screening systems. Using real-world datasets and synthetic interventions, we demonstrate how seemingly neutral features can act as proxies for protected attributes. Our findings contribute to the growing body of research on fair AI, offering transparent methodologies for both academic evaluation and regulatory audit.
DOI: 10.15468/dl.a3y2pg
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is one of (China, Chinese Taipei, Hong Kong, Macao)",
 "OccurrenceStatus is Present",
 "TaxonKey is Trachypithecus crepusculus (Elliot, 1909)"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020235-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25378/janelia.24222898
title: Near-isotropic, reconstructed volume electron microscopy (FIB-SEM) of mouse nucleus accumbens (jrc_mus-nacc-2)

description: <b>Sample</b>: Wild-type, adult male mouse, strain: C57/BL6J from Charles River<b>Sample Description</b>: Exemplary data used to demonstrate the capabilities of Enhanced FIB-SEM systems for large-volume 3D imaging.<b>Protocol</b>: Chemical fixation, reduced osmium processing, treated with 2% samarium trichloride and 1% uranyl acetate in maleate buffer, then embedded in Durcupan resin.<b>Contributions</b>: Sample provided by and prepared for imaging by Richard Weinberg (University of North Carolina), with imaging by C. Shan Xu (Yale), Kenneth Hayworth (HHMI/Janelia), and post-processing by Gleb Shtengel, and Harald Hess(HHMI/Janelia).<b>Acquisition ID</b>: jrc_mus-nacc-2<b>Voxel size (nm)</b>: 4 x 4 x 2.96 (X, Y, Z)<b>Data dimensions (µm)</b>:<b> </b>10.4 x 10.0 x 1.7 (X, Y, Z)<b>Imaging start date</b>: 2015-03-09<b>Imaging duration (days)</b>: 2<b>Landing energy (eV)</b>: 200<b>Imaging current (nA)</b>: 0.22<b>Scanning speed (MHz)</b>: 0.200<b>Dataset URL</b>: s3://janelia-cosem-datasets/jrc_mus-nacc-2/jrc_mus-nacc-2.zarr/recon-2/em/<b>Visualization Website</b>: https://openorganelle.janelia.org/datasets/jrc_mus-nacc-2<b>Publication</b>: Wu et al., 2017: Xu et al., 2017: Xu et al., 2021
DOI: 10.25378/janelia.24222898.v1
title: Near-isotropic, reconstructed volume electron microscopy (FIB-SEM) of mouse nucleus accumbens (jrc_mus-nacc-2)

description: <b>Sample</b>: Wild-type, adult male mouse, strain: C57/BL6J from Charles River<b>Sample Description</b>: Exemplary data used to demonstrate the capabilities of Enhanced FIB-SEM systems for large-volume 3D imaging.<b>Protocol</b>: Chemical fixation, reduced osmium processing, treated with 2% samarium trichloride and 1% uranyl acetate in maleate buffer, then embedded in Durcupan resin.<b>Contributions</b>: Sample provided by and prepared for imaging by Richard Weinberg (University of North Carolina), with imaging by C. Shan Xu (Yale), Kenneth Hayworth (HHMI/Janelia), and post-processing by Gleb Shtengel, and Harald Hess(HHMI/Janelia).<b>Acquisition ID</b>: jrc_mus-nacc-2<b>Voxel size (nm)</b>: 4 x 4 x 2.96 (X, Y, Z)<b>Data dimensions (µm)</b>:<b> </b>10.4 x 10.0 x 1.7 (X, Y, Z)<b>Imaging start date</b>: 2015-03-09<b>Imaging duration (days)</b>: 2<b>Landing energy (eV)</b>: 200<b>Imaging current (nA)</b>: 0.22<b>Scanning speed (MHz)</b>: 0.200<b>Dataset URL</b>: s3://janelia-cosem-datasets/jrc_mus-nacc-2/jrc_mus-nacc-2.zarr/recon-2/em/<b>Visualization Website</b>: https://openorganelle.janelia.org/datasets/jrc_mus-nacc-2<b>Publication</b>: Wu et al., 2017: Xu et al., 2017: Xu et al., 2021
DOI: 10.6084/m9.figshare.29236520
title: <b>M</b><b>etadata </b><b>collection sheet</b>

description: Data was collected by manual entry into the sheet during field sample collection. This was later entered into spreadsheets using the Microsoft Excel Program.
DOI: 10.6084/m9.figshare.29236520.v2
title: <b>M</b><b>etadata </b><b>collection sheet</b>

description: Data was collected by manual entry into the sheet during field sample collection. This was later entered into spreadsheets using the Microsoft Excel Program.
DOI: 10.6084/m9.figshare.29236520.v1
title: <b>M</b><b>etadata </b><b>collection sheet</b>

description: Data was collected by manual entry into the sheet during field sample collection. This was later entered into spreadsheets using the Microsoft Excel Program.
DOI: 10.25378/janelia.25352218
title: Refined, automatic nuclei segmentations in near-isotropic, reconstructed volume electron microscopy (FIB-SEM) of P7 mouse liver (jrc_mus-liver-3)

description: <b>Segmentation description:</b> Nuclei segmentations in jrc_mus-liver-3 using Cellpose 2.0 with minimal manual corrections.<b>Software</b>: Cellpose 2.0<b>Software DOI</b>: https://doi.org/10.1038/s41592-022-01663-4<b>GPU: </b>NVIDIA TITAN RTX<b>RAM: </b>768.0 GiB<b>Label voxel size (nm)</b>: 128 x 128 x 128 (x, y, z)<b>Reconstructed data dimensions (µm)</b>: 145.32 x 114.98 x 114.26 (x, y, z)<b>Classes annotated</b>: Nucleus<b>Source dataset (EM) ID</b>: jrc_mus-liver-3<b>Source dataset (EM) voxel size (nm)</b>: 8 x 8 x 8 (x, y, z)<b>Source dataset (EM) data dimensions (µm)</b>: 145.32 x 114.98 x 114.26 (x, y, z)<b>Source dataset (EM) DOI</b>: https://doi.org/10.25378/janelia.24051189<b>Dataset URL</b>: s3://janelia-cosem-datasets/jrc_mus-liver-3/jrc_mus-liver-3.zarr/recon-1/labels/inference/segmentations/nuc/<b>Visualization website</b>: https://openorganelle.janelia.org/datasets/jrc_mus-liver-3<br>
DOI: 10.25378/janelia.25352218.v1
title: Refined, automatic nuclei segmentations in near-isotropic, reconstructed volume electron microscopy (FIB-SEM) of P7 mouse liver (jrc_mus-liver-3)

description: <b>Segmentation description:</b> Nuclei segmentations in jrc_mus-liver-3 using Cellpose 2.0 with minimal manual corrections.<b>Software</b>: Cellpose 2.0<b>Software DOI</b>: https://doi.org/10.1038/s41592-022-01663-4<b>GPU: </b>NVIDIA TITAN RTX<b>RAM: </b>768.0 GiB<b>Label voxel size (nm)</b>: 128 x 128 x 128 (x, y, z)<b>Reconstructed data dimensions (µm)</b>: 145.32 x 114.98 x 114.26 (x, y, z)<b>Classes annotated</b>: Nucleus<b>Source dataset (EM) ID</b>: jrc_mus-liver-3<b>Source dataset (EM) voxel size (nm)</b>: 8 x 8 x 8 (x, y, z)<b>Source dataset (EM) data dimensions (µm)</b>: 145.32 x 114.98 x 114.26 (x, y, z)<b>Source dataset (EM) DOI</b>: https://doi.org/10.25378/janelia.24051189<b>Dataset URL</b>: s3://janelia-cosem-datasets/jrc_mus-liver-3/jrc_mus-liver-3.zarr/recon-1/labels/inference/segmentations/nuc/<b>Visualization website</b>: https://openorganelle.janelia.org/datasets/jrc_mus-liver-3<br>
DOI: 10.15468/dl.mt8ejx
title: Occurrence Download

description: A dataset containing 260 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Columnea dielsii Mansf."
 ]
}

 The dataset includes 260 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020236-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.