cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/n6s2-hr20
title: FederatedChestCT

description: While it is well known that population differences from genetics, sex, race, and environmental factors contribute to disease, AI studies in medicine have largely focused on locoregional patient cohorts with less diverse data sources. Such limitation stems from barriers to large-scale data share and ethical concerns over data privacy. Federated learning (FL) is one potential pathway for AI development that enables learning across hospitals without data share. In this study, we show the results of various FL strategies on one of the largest and most diverse chest CT datasets: 21 participating hospitals across five continents that comprise &gt;10,000 patients (&gt;1 million CT 2D frames). We propose an FL strategy that leverages synthetically-generated data to overcome class and size imbalances. We also describe the sources of data heterogeneity in the context of FL, and show how even among the correctly labeled populations, disparities can arise due to these biases. Our second high-level goal is to show our FL sensitivity to privacy and ways to defend against adversaries through existing algorithms. We illustrate that FL can provide some baseline level of privacy over centralized data sharing (CDS). However, even with FL and Differentially-Private training (DP) on FL, site and membership information are still vulnerable to inference attacks. Finally, we show that the use of good synthetic CT images can simultaneously provide an uplift in both FL performance and privacy. Please check https://github.com/edhlee/LargeScaleFLCT as this will serve as the official code and database.
DOI: 10.5517/ccdc.csd.cc2hxv6h
title: CCDC 2321627: Experimental Crystal Structure Determination

description: Related Article: Mariya V. Grudova, Alexey S. Galushko, Valentina V. Ilyushenkova, Mikhail E. Minyaev, Artem N. Fakhrutdinov, Darya O. Prima, Valentine P. Ananikov|2024|Inorg.Chem.Front.|11|1839|doi:10.1039/D3QI02672H
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.cc2hxwt4
title: CCDC 2321677: Experimental Crystal Structure Determination

description: Related Article: Fangfang Duan, Chunlun Qin, Zihuan Sang, Xiaoyi Wei, Hanli Ruan|2024|Org.Biomol.Chem.|22|2271|doi:10.1039/D3OB02109B
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.cc2hxww6
title: CCDC 2321679: Experimental Crystal Structure Determination

description: Related Article: Fangfang Duan, Chunlun Qin, Zihuan Sang, Xiaoyi Wei, Hanli Ruan|2024|Org.Biomol.Chem.|22|2271|doi:10.1039/D3OB02109B
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.cc2hyf0x
title: CCDC 2322179: Experimental Crystal Structure Determination

description: Related Article: Haoran Nai, Jinle Hou, Jinyu Li, Xiaoxi Ma, Yujia Yang, Konggang Qu, Xianqiang Huang, Lianzhi Li|2024|RSC Advances|14|7924|doi:10.1039/D4RA00117F
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.cc2hzqmv
title: CCDC 2323438: Experimental Crystal Structure Determination

description: Related Article: Priya Paul, Subhajit Saha, Kumar Biradha|2024|Soft Matter|20|2568|doi:10.1039/D4SM00017J
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.cc2j09b6
title: CCDC 2323987: Experimental Crystal Structure Determination

description: Related Article: Qing Lu, Yanmin He, Wenquan Yu, Junbiao Chang|2024|Org.Biomol.Chem.|22|2292|doi:10.1039/D4OB00156G
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: 10.6084/m9.figshare.25406212
title: ravansanji

description: The higher education version of the Social Emotional Health Survey (SEHS-HE) is a self-report questionnaire that examines the mental health of youths in four dimensions including belief in self, belief in others, emotional competence, and engaged living.
DOI: 10.48597/bmbr-c78g
title: Measurement of Main greenhouse gases and carbon_monoxide at Birkenes II

description: Measurement of Main greenhouse gases and carbon_monoxide at Birkenes II
DOI: 10.48597/hdn7-q3p4
title: Measurement of Main greenhouse gases and carbon_monoxide at Birkenes II

description: Measurement of Main greenhouse gases and carbon_monoxide at Birkenes II
DOI: 10.34740/kaggle/dsv/7840790
title: AutoXGB
DOI: 10.34740/kaggle/dsv/7840791
title: OnlineFree
DOI: 10.11583/dtu.25244755
title: Data for the article: Tensile and compression properties of hybrid composites

description: This data set consist of raw experimental data files, which is reported in the study: "Tensile and compression properties of hybrid composites – A comparative study"It shows the static material properties of fiber reinforced polymers with different ratios of glass and carbon.<br><br>
DOI: 10.11583/dtu.25244755.v3
title: Data for the article: Tensile and compression properties of hybrid composites

description: This data set consist of raw experimental data files, which is reported in the study: "Tensile and compression properties of hybrid composites – A comparative study"It shows the static material properties of fiber reinforced polymers with different ratios of glass and carbon.<br><br>
DOI: 10.11583/dtu.25244755.v2
title: Data for this article: Tensile and compression properties of hybrid composites

description: This data set consist of raw experimental data files, which is reported in the study: "Tensile and compression properties of hybrid composites – A comparative study"It shows the static material properties of fiber reinforced polymers with different ratios of glass and carbon.<br><br>
DOI: 10.25502/m9qh-0484/d
title: Agronomic evaluation of soybean varieties under varying phosphorus application rate

description: Kano State Agro-Pastoral Development Project (KSADP) and Climate Smart Agricultural Technologies (CSAT) for improved Rural Livelihoods and Food Security in Mali and Niger.
DOI: 10.57745/x9qz1o
title: ANALYSIS-PROJ.Rproj

description: :unav
DOI: 10.57745/9bk3zx
title: Acidif_kinetics.txt

description: :unav
DOI: 10.57745/cvmgiy
title: data_gp_nmds.txt

description: :unav
DOI: 10.57745/2lmghm
title: 03-LAB.R

description: :unav
DOI: 10.57745/ftc6ei
title: Mtb_EZbiocloud_52018-abundance.txt

description: :unav
DOI: 10.57745/9ctek2
title: 00-MAIN.R

description: :unav
DOI: 10.57745/vdovnr
title: LICENSE-GPLv3.txt

description: :unav
DOI: 10.57745/vttot6
title: 01-ACIDIFICATION.R

description: :unav
DOI: 10.57745/b6yosk
title: Mtb_raw_data.zip

description: :unav
DOI: 10.57745/ifdgro
title: 02-COMMUNITY.R

description: :unav
DOI: 10.57745/zqsaml
title: README.txt

description: :unav
DOI: 10.57745/vw9w9z
title: Packages_used_ref.txt

description: :unav
DOI: 10.48597/2ja5-fwhn
title: Measurement of Inorganics in precipitation at Revin

description: Measurement of Inorganics in precipitation at Revin
DOI: 10.48597/2k2a-4vgg
title: Measurement of Sulphur_dioxide at Donon

description: Measurement of Sulphur_dioxide at Donon
DOI: 10.48597/32zv-qwpg
title: Measurement of Sulphate_total at Revin

description: Measurement of Sulphate_total at Revin
DOI: 10.48597/37bc-r6c8
title: Measurement of Sulphate_total at Donon

description: Measurement of Sulphate_total at Donon
DOI: 10.48597/3bq8-72fs
title: Measurement of Inorganics in precipitation at Donon

description: Measurement of Inorganics in precipitation at Donon
DOI: 10.48597/3psu-pgfk
title: Measurement of Inorganics in precipitation at Donon

description: Measurement of Inorganics in precipitation at Donon
DOI: 10.6084/m9.figshare.25406248.v1
title: TGA and DSC data

description: TGA and DSC data
DOI: 10.6084/m9.figshare.23935635
title: Raw data for UHPLC-HRMS

description: This dataset contains the raw data of UHPLC-HRMS for intestine-absorbing chemical compounds in TCM CHQY granules at both positive and negative models.
DOI: 10.6084/m9.figshare.23935677
title: Soil microbial and chemical properties in a desert steppe of Inner Mongolia, China

description: The experiment was conducted in the Xilamuren desert steppe in Inner Mongolia, China
DOI: 10.6084/m9.figshare.23935677.v1
title: Soil microbial and chemical properties in a desert steppe of Inner Mongolia, China

description: The experiment was conducted in the Xilamuren desert steppe in Inner Mongolia, China
DOI: 10.14461/oncat.data.64d61647fd6850c0afce4da3/1994514
title: Magnon Dispersion in CeIn3

description: This dataset contains measurements of the low-energetic magnetic excitations in the heavy-fermion material CeIn3. Neutron spectroscopy data were recorded on a single-crystal mosaic of around 2 g total mass at the spectrometer CNCS. In a first row of measurements with incident neutron energy 12 meV the excitations were mapped out in major parts of the first Brillouin zone. In a second row of measurements with 3.315 meV incident neutron energy, the gapless and relatively steep dispersion in the vicinity of the R-point, corresponding to (1/2,1/2,1/2) in reciprocal space, was investigated.
DOI: 10.6084/m9.figshare.23935686
title: Data in the article "Determination of the Eddy Diffusion in the Venus Clouds from the VeRa Sulfuric Acid Observations"

description: This is the data in the article "Determination of the Eddy Diffusion in the Venus Clouds from the VeRa Sulfuric Acid Observations". Detailed description is in the files.
DOI: 10.6084/m9.figshare.23935686.v1
title: Data in the article "Determination of the Eddy Diffusion in the Venus Clouds from the VeRa Sulfuric Acid Observations"

description: This is the data in the article "Determination of the Eddy Diffusion in the Venus Clouds from the VeRa Sulfuric Acid Observations". Detailed description is in the files.
DOI: 10.6084/m9.figshare.23935689
title: Oracle-MNIST: a Realistic Image Dataset for Benchmarking Machine Learning Algorithms

description: Oracle-MNIST dataset comprises of 28×28 grayscale images of 30,222 ancient characters from 10 categories, for benchmarking pattern classification, with particular challenges on image noise and distortion. The training set totally consists of 27,222 images, and the test set contains 300 images per class.1. Easy-of-use. Oracle-MNIST shares the same data format with the original MNIST dataset, allowing for direct compatibility with all existing classifiers and systems.2. Real-world challenge. Oracle-MNIST constitutes a more challenging classification task than MNIST. The images of oracle characters suffer from 1) extremely serious and unique noises caused by three- thousand years of burial and aging and 2) dramatically variant writing styles by ancient Chinese, which all make them realistic for machine learning research.
DOI: 10.5281/zenodo.7312296
title: Data to support Whitney JL, Coleman RR, Deakos MH "Genomic evidence indicates small island-resident populations and sex-biased behaviors of Hawaiian Reef Manta Rays"

description: Datasets supporting the manuscript: Whitney JL, Coleman RR, Deakos MH "Genomic evidence indicates small island-resident populations and sex-biased behaviors of Hawaiian Reef Manta Rays". <em>BMC Ecology and Evolution </em><strong>23</strong>, 31 (2023). https://doi.org/10.1186/s12862-023-02130-0 Nuclear data: "Mobula-alfredi_nuclear_reference_RAD_contigs.fasta" is a fasta of 359,751 contigs that serve as the reference for nuclear alignment of genotypes to RAD loci. Contigs begin and end with GATC cut site. Mobula-alfredi_nuclear_all_2048snps_38genotypes.vcf is a VCF file with all 2048 nuclear SNPs in final filtered SNP dataset. 38 genotypes are included from Maui Nui and Hawaii Island. This 2048 SNPs includes both 2038 neutral and 10 outlier SNPs. Mobula-alfredi_nuclear_neutral_2038snps_38genotypes.vcf is a VCF file with 2038 neutral nuclear SNPs genotyped in 38 individuals from Maui Nui and Hawaii Island. Mobula-alfredi_nuclear_outliers_10snps_38genotypes.vcf is a VCF file with 10 outlier SNPs genotyped in 38 individuals from Maui Nui and Hawaii Island. Structure (.str) files are also provided in addition to VCFs. In all files Population prefixes M=Maui Nui and K=Hawaii Island. Mitochondrial data: Mobula-alfredi_mitogenome_34haplotypes_9sites_min4x.vcf is a VCF file with 9 variant sites across the mitogenome haplotyped in 34 individuals from Maui Nui and Hawaii Island. Mobula-alfredi_mitogenome_34haplotypes_allsites_min4x.fasta is a FASTA file with whole mitogenomes aligned to OP562409 [https://www.ncbi.nlm.nih.gov/nuccore/OP562409]. Sites with less than 4x coverage were masked with Ns. Mobula-alfredi_mitogenome_reference_OP562409.fasta is a FASTA file containing the <em>Mobula alfredi</em> reference mitogenome OP562409 [https://www.ncbi.nlm.nih.gov/nuccore/OP562409].
DOI: 10.5281/zenodo.7312295
title: Data to support Whitney JL, Coleman RR, Deakos MH "Genomic evidence indicates small island-resident populations and sex-biased behaviors of Hawaiian Reef Manta Rays"

description: Datasets supporting the manuscript: Whitney JL, Coleman RR, Deakos MH "Genomic evidence indicates small island-resident populations and sex-biased behaviors of Hawaiian Reef Manta Rays". <em>BMC Ecology and Evolution </em><strong>23</strong>, 31 (2023). https://doi.org/10.1186/s12862-023-02130-0 Nuclear data: "Mobula-alfredi_nuclear_reference_RAD_contigs.fasta" is a fasta of 359,751 contigs that serve as the reference for nuclear alignment of genotypes to RAD loci. Contigs begin and end with GATC cut site. Mobula-alfredi_nuclear_all_2048snps_38genotypes.vcf is a VCF file with all 2048 nuclear SNPs in final filtered SNP dataset. 38 genotypes are included from Maui Nui and Hawaii Island. This 2048 SNPs includes both 2038 neutral and 10 outlier SNPs. Mobula-alfredi_nuclear_neutral_2038snps_38genotypes.vcf is a VCF file with 2038 neutral nuclear SNPs genotyped in 38 individuals from Maui Nui and Hawaii Island. Mobula-alfredi_nuclear_outliers_10snps_38genotypes.vcf is a VCF file with 10 outlier SNPs genotyped in 38 individuals from Maui Nui and Hawaii Island. Structure (.str) files are also provided in addition to VCFs. In all files Population prefixes M=Maui Nui and K=Hawaii Island. Mitochondrial data: Mobula-alfredi_mitogenome_34haplotypes_9sites_min4x.vcf is a VCF file with 9 variant sites across the mitogenome haplotyped in 34 individuals from Maui Nui and Hawaii Island. Mobula-alfredi_mitogenome_34haplotypes_allsites_min4x.fasta is a FASTA file with whole mitogenomes aligned to OP562409 [https://www.ncbi.nlm.nih.gov/nuccore/OP562409]. Sites with less than 4x coverage were masked with Ns. Mobula-alfredi_mitogenome_reference_OP562409.fasta is a FASTA file containing the <em>Mobula alfredi</em> reference mitogenome OP562409 [https://www.ncbi.nlm.nih.gov/nuccore/OP562409].
DOI: 10.18112/openneuro.ds003037.v2.0.0
title: SUDMEX_TMS
DOI: 10.18112/openneuro.ds003037.v2.0.1
title: SUDMEX_TMS
DOI: 10.6084/m9.figshare.22890758
title: Pranic Healing as a Complementary Therapy in Diabetic Foot Ulcer Management A Randomised, Controlled, Double-Blind Trial

description: This dataset is relevant to the clinical trial " <b>Pranic Healing as a Complementary Therapy in Diabetic Foot Ulcer Management : A Randomised,</b> <b>Controlled, Double-Blind Trial" conducted at KIER, Bangalore</b>
DOI: 10.6084/m9.figshare.22890758.v1
title: COMPDIAM Rawdata

description: This dataset is relevant to the clinical trial " <strong>Pranic Healing as a Complementary Therapy in Diabetic Foot Ulcer Management (COMPDIAM) - A Randomised,</strong> <strong>Controlled, Double-Blind Trial" conducted at KIER, Bangalore</strong>
DOI: 10.6084/m9.figshare.23935998
title: “EFECTO DE 3 NIVELES DE MATERIA ORGÁNICA EN EL CULTIVO DE BRÓCOLI”

description: El presente estudio se centra en analizar el cultivo del brócoli (Brassica oleracea var. italica) desde una perspectiva agronómica y sostenible. Se investigaron diversas prácticas agrícolas, factores de éxito para mejorar la productividad y sostenibilidad del cultivo. El estudio comenzó investigando la elección adecuada de la variedad de brócoli, tomando en cuenta factores como el clima, el tipo de suelo y los requerimientos de crecimiento de cada variedad. Se encontró que la selección de la variedad adecuada puede influir significativamente en el rendimiento y la calidad del cultivo; a su vez se examinaron también las técnicas de preparación del suelo, ya que la calidad del suelo es un factor crucial para el desarrollo saludable de las plantas, y se determinó que un suelo bien preparado puede favorecer un mayor crecimiento y resistencia a enfermedades. El riego es otro aspecto clave en la siembra de brócoli, y se evaluaron diferentes estrategias de riego para garantizar un suministro adecuado de agua durante todo el ciclo de cultivo; por otro lado, el manejo de plagas y enfermedades también fue objeto de estudio, destacando la importancia de la detección temprana y el uso de métodos de control integrado para minimizar el impacto en la producción. El análisis también se enfocó en las condiciones climáticas y ambientales que influyen en el cultivo del brócoli. Se destacó la importancia de la temperatura, humedad y luz adecuadas para un crecimiento óptimo de la planta. En cuanto a la sostenibilidad, se abordaron los beneficios del cultivo del brócoli en la rotación de cultivos y su capacidad para mejorar la salud del suelo; se espera que los hallazgos presentados sean de utilidad para agricultores y profesionales del sector agrícola, contribuyendo a una producción más eficiente y sostenible de esta valiosa hortaliza.
DOI: 10.6084/m9.figshare.23935998.v1
title: “EFECTO DE 3 NIVELES DE MATERIA ORGÁNICA EN EL CULTIVO DE BRÓCOLI”

description: El presente estudio se centra en analizar el cultivo del brócoli (Brassica oleracea var. italica) desde una perspectiva agronómica y sostenible. Se investigaron diversas prácticas agrícolas, factores de éxito para mejorar la productividad y sostenibilidad del cultivo. El estudio comenzó investigando la elección adecuada de la variedad de brócoli, tomando en cuenta factores como el clima, el tipo de suelo y los requerimientos de crecimiento de cada variedad. Se encontró que la selección de la variedad adecuada puede influir significativamente en el rendimiento y la calidad del cultivo; a su vez se examinaron también las técnicas de preparación del suelo, ya que la calidad del suelo es un factor crucial para el desarrollo saludable de las plantas, y se determinó que un suelo bien preparado puede favorecer un mayor crecimiento y resistencia a enfermedades. El riego es otro aspecto clave en la siembra de brócoli, y se evaluaron diferentes estrategias de riego para garantizar un suministro adecuado de agua durante todo el ciclo de cultivo; por otro lado, el manejo de plagas y enfermedades también fue objeto de estudio, destacando la importancia de la detección temprana y el uso de métodos de control integrado para minimizar el impacto en la producción. El análisis también se enfocó en las condiciones climáticas y ambientales que influyen en el cultivo del brócoli. Se destacó la importancia de la temperatura, humedad y luz adecuadas para un crecimiento óptimo de la planta. En cuanto a la sostenibilidad, se abordaron los beneficios del cultivo del brócoli en la rotación de cultivos y su capacidad para mejorar la salud del suelo; se espera que los hallazgos presentados sean de utilidad para agricultores y profesionales del sector agrícola, contribuyendo a una producción más eficiente y sostenible de esta valiosa hortaliza.
DOI: 10.6084/m9.figshare.23936004
title: Supplementary Material for: Glomeruli count and arterial injury in real-time ultrasound-guided needle kidney biopsy specimens: Adequacy of three approaches for pig kidneys

description: Introduction. Real-time ultrasound-guided percutaneous kidney biopsy is essential for diagnosis and treatment planning; nonetheless, the optimal puncture approach has yet to be established. In vivo, performing different approaches on the same patient at once is not possible. This study aimed to determine the impact of different approaches on the number of obtained glomeruli and their potential to cause arterial injury using pig kidneys, which are similar to humans. Methods. A total of 120 pig kidneys (60 right-sided kidneys and 60 left-sided kidneys) for research were obtained from a slaughterhouse. The specimens were collected from the lower pole on the sagittal plane of the kidney using three different approaches on the same kidney: Caudocranial approach, caudal to cranial; Craniocaudal approach, cranial to caudal; and Vertical approach, through the surface cortex. Five blinded pediatric nephrologists assessed the number of glomeruli and arterial injuries. Results. Overall, 360 specimens were collected from the kidneys through biopsy using a 16-gauge needle (mean vertical kidney length, 11.2 ± 0.7 cm; mean depth, 3.47 ± 0.23 cm). No significant difference in the incidence of arterial injury was observed between the three approaches (Caudocranial vs. Craniocaudal vs. Vertical approaches: 78% vs. 87% vs. 87%, P = 0.14). In contrast, the Vertical approach retrieved significantly more glomeruli than the Caudocranial and Craniocaudal approaches (Caudocranial approach: 7.5 ± 2.8, Craniocaudal approach: 7.8 ± 2.7, and Vertical approach: 8.9 ± 3.3, P &lt; 0.001). Conclusions. Considering its efficacy and safety profile, the Vertical approach may be preferred, as more glomeruli can be obtained without increasing the incidence of arterial injury. Although the results cannot be directly extrapolated to humans due to the differences between species, they still offer important insights into the characteristics of each approach.