cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7051657
title: Shifts Multiple Sclerosis Lesion Segmentation Dataset Part 1

description: This archive contains the part 1 of Shift Benchmark on Multiple Sclerosis lesion segmentation data. This dataset is provided by the Shifts Project to enable assessment of the robustness of models to distributional shift and the quality of their uncertainty estimates. This part is the MSSEG data collected in the digital repository of the OFSEP Cohort provided in the context of the MICCAI 2016 and 2021 challenges. A full description of the benchmark is available in https://arxiv.org/pdf/2206.15407. Part 2 of the data is available here. To find out more about the Shifts Project, please visit https://shifts.ai .
description: This work is supported by the Hasler Foundation, Cambridge University Press and Cambridge Assessment and DeepSea.
description: {"references": ["Malinin, Andrey et al. (2022). \u00a0Shifts 2.0: Extending The Dataset of Real Distributional Shifts, arXiv:2206.15407"]}
DOI: 10.5281/zenodo.7051658
title: Shifts Multiple Sclerosis Lesion Segmentation Dataset Part 1

description: This archive contains the part 1 of Shift Benchmark on Multiple Sclerosis lesion segmentation data. This dataset is provided by the Shifts Project to enable assessment of the robustness of models to distributional shift and the quality of their uncertainty estimates. This part is the MSSEG data collected in the digital repository of the OFSEP Cohort provided in the context of the MICCAI 2016 and 2021 challenges. A full description of the benchmark is available in https://arxiv.org/pdf/2206.15407. Part 2 of the data is available here. To find out more about the Shifts Project, please visit https://shifts.ai .
description: This work is supported by the Hasler Foundation, Cambridge University Press and Cambridge Assessment and DeepSea.
description: {"references": ["Malinin, Andrey et al. (2022). \u00a0Shifts 2.0: Extending The Dataset of Real Distributional Shifts, arXiv:2206.15407"]}
DOI: 10.6084/m9.figshare.21640544
title: Machine learning datasets

description: Machine learning datasets
DOI: 10.3886/e183302
title: Cumulative risk and mental health of left-behind children in China

description: This study investigated the association between cumulative risk (CR) and mental health of left-behind children in China and the underlying mechanism involved, specifically the mediating role of coping style and the moderating role of gratitude in this association. Random cluster sampling method was applied to collect data on CR, coping style, gratitude, life satisfaction, and depression from 705 left-behind children (374 boys, mean age=12.20±1.25). Results revealed that:(1) the moderated mediation model of CR and depression was significant: coping style mediated the relationship between CR and depression, and gratitude moderated this mediating effect with gratitude strengthening the negative association between CR and coping style; (2) Gratitude moderated the relationship between CR and life satisfaction and it also strengthened the negative association between CR and life satisfaction. The findings suggest that the mechanisms of coping style may differ in the relationships between CR and positive and negative indicators of mental health in left-behind children and gratitude as a protective factor has limited capacity to buffer the negative effect of accumulated risk.
DOI: 10.3886/e183302v1
title: Cumulative risk and mental health of left-behind children in China

description: This study investigated the association between cumulative risk (CR) and mental health of left-behind children in China and the underlying mechanism involved, specifically the mediating role of coping style and the moderating role of gratitude in this association. Random cluster sampling method was applied to collect data on CR, coping style, gratitude, life satisfaction, and depression from 705 left-behind children (374 boys, mean age=12.20±1.25). Results revealed that:(1) the moderated mediation model of CR and depression was significant: coping style mediated the relationship between CR and depression, and gratitude moderated this mediating effect with gratitude strengthening the negative association between CR and coping style; (2) Gratitude moderated the relationship between CR and life satisfaction and it also strengthened the negative association between CR and life satisfaction. The findings suggest that the mechanisms of coping style may differ in the relationships between CR and positive and negative indicators of mental health in left-behind children and gratitude as a protective factor has limited capacity to buffer the negative effect of accumulated risk.
DOI: 10.6084/m9.figshare.21640508.v1
title: SNP of Opisthopappus species

description: The VCF file for article DOI: 10.22541 / au/v1 part of 166870495.51723721.
DOI: 10.21227/91zf-3r85
title: Sulfur Hexafluoride decomposition

description: This paper presents several methods for diagnosing partial discharge (PD) in a Gas insulated switchgear (GIS) chamber using SF6 gas decomposed component analysis. Nine types of purposefully created defects within the chamber were simulated, resulting in PD and hence decomposed byproducts. In contrast to previous studies that only looked at specific aspects of PD analysis, this study employs decomposition component analysis to classify the defect type and assess the severity of SF6 gas decomposition. A series of experiments involving conducting and nonconducting defects were carried out. SF6 decomposition produced SO2F2, SOF2, CO2, SO2, C3F8, SiF4, S2F10, SF4 and CO gases. The byproduct gas concentrations were used as feature parameters in the random forest algorithm to classify single and simultaneous multiple defects types. Next, two SF6 decomposition byproduct concentrations, C(SOF2 + SO2) and C(SO2F2), were chosen as feature parameters for the severity assessment of SF6 decomposition. Three severity levels were then defined using the K-means algorithm. Results show 92.6% defect type classification accuracy is given by the random forest algorithm. Based on the findings, the proposed approaches are advantageous for PD analysis in GIS to ensure its safe and reliable operation.
DOI: 10.15124/b1ec96de-4796-45a6-89f9-dc0c34d0f431
title: Magnetic_Transition_Files_RAL_SJD_MIJP

description: Dataset used to write Magnetochemistry paper on magnetic transition state searching
DOI: 10.21227/dzrd-p479
title: NIR Iris images Under Alcohol Effect

description: This research proposes a method to detect alcohol consumption from Near-Infra-Red (NIR) periocular eye images. The study focuses on determining the effect of external factors such as alcohol on the Central Nervous System (CNS). The goal is to analyse how this impacts on iris and pupil movements and if it is possible to capture these changes with a standard iris NIR camera. This paper proposes a novel Fused Capsule Network (F-CapsNet) to classify iris NIR images taken under alcohol consumption subjects. The results show the F-CapsNet algorithm can detect alcohol consumption in iris NIR images with an accuracy of 92.3% using half of the parameters as the standard Capsule Network algorithm. This work is a step forward in developing an automatic system to estimate ”Fitness for Duty” and prevent accidents due to alcohol consumption.
DOI: 10.5281/zenodo.7376222
title: Synthetic fraud data

description: This repository contains a preprocessed version of the synthetic fraud dataset published in: Padhi, I., Schiff, Y., Melnyk, I., Rigotti, M., Mroueh, Y., Dognin, P., ... & Altman, E. (2021, June). Tabular transformers for modeling multivariate time series. In <em>ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</em> (pp. 3565-3569). IEEE. The original dataset can be accessed here The subsets are arranged in a rolling window. Each training subset contains 300 days of transaction data. The test sets contain 60 days of data. These subsets are intended for use with SHINE (https://github.com/rafaelvanbelle/SHINE/)
DOI: 10.5281/zenodo.7376221
title: Synthetic fraud data

description: This repository contains a preprocessed version of the synthetic fraud dataset published in: Padhi, I., Schiff, Y., Melnyk, I., Rigotti, M., Mroueh, Y., Dognin, P., ... & Altman, E. (2021, June). Tabular transformers for modeling multivariate time series. In <em>ICASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)</em> (pp. 3565-3569). IEEE. The original dataset can be accessed here The subsets are arranged in a rolling window. Each training subset contains 300 days of transaction data. The test sets contain 60 days of data. These subsets are intended for use with SHINE (https://github.com/rafaelvanbelle/SHINE/)
DOI: 10.6084/m9.figshare.21640571
title: Raw and Analysed data from the student feedback survey.docx

description: Raw and automated analysed data from the self-administered questionairre in the eLearn portal for the feedback on the IHP module and feedback fro IHP module from IMU Centre of Education
DOI: 10.6084/m9.figshare.21640571.v2
title: Raw and Analysed data from the student feedback survey.docx

description: Raw and automated analysed data from the self-administered questionairre in the eLearn portal for the feedback on the IHP module and feedback fro IHP module from IMU Centre of Education
DOI: 10.6084/m9.figshare.21640571.v1
title: Analysed data from the student feedback survey.docx

description: Automated analysed data from the self-administered questionairre in the eLearn portal for the feedback on the IHP module
DOI: 10.5281/zenodo.7257980
title: Typology of glaciers and perennial ice bodies for the Mont Blanc massif

description: The inventory presents different glacier classes and other perennial ice bodies like ice aprons, glacierets, ice caps and snow ice covers for the Mont Blanc massif.
DOI: 10.5281/zenodo.7257978
title: Typology of glaciers and perennial ice bodies for the Mont Blanc massif

description: The inventory presents different glacier classes and other perennial ice bodies like ice aprons, glacierets, ice caps and snow ice covers for the Mont Blanc massif.
DOI: 10.5281/zenodo.7376336
title: Typology of glaciers and perennial ice bodies for the Mont Blanc massif

description: The inventory presents different glacier classes and other perennial ice bodies like ice aprons, glacierets, ice caps and snow ice covers for the Mont Blanc massif.
DOI: 10.25934/pr00007871.1
title: Available IPD datapackage for study 'A Phase III, Open-Label, Randomized Study of Atezolizumab (MPDL3280A, Anti-Pd-L1 Antibody) in Combination With Carboplatin or Cisplatin + Pemetrexed Compared With Carboplatin or Cisplatin + Pemetrexed in Patients Who Are Chemotherapy-Naive and Have Stage IV Non-Squamous Non-Small Cell Lung Cancer'

description: This is a randomized, Phase III, multicenter, open-label study designed to evaluate the safety and efficacy of atezolizumab in combination with cisplatin or carboplatin + pemetrexed compared with treatment with cisplatin or carboplatin + pemetrexed in participants who are chemotherapy-naive and have Stage IV non-squamous NSCLC. Eligible participants will be randomized by a 1:1 ratio into 2 groups: Arm A (Atezolizumab + Carboplatin or Cisplatin + Pemetrexed) and Arm B (Carboplatin or Cisplatin + Pemetrexed). The study will be conducted in two phases: Induction Phase and Maintenance Phase.
DOI: 10.6084/m9.figshare.19229871
title: Supplementary_Table_1_Cohort_Data_Food_and_nutrients_intake.xlsx

description: Supplementary Table 1. A. Clinical and anamnestic information of the study cohorts. B. Intake of foods, drinks, and dietary nutrients as estimated by the EPIC questionnaries for each study group. The log2FC of intake between the study groups is reported as well the result of the statistical analysis (Wilcoxon Rank-Sum test and Kruskall-Wallis test). C. Results of the Spearman correlation analysis between the estimated nutrient intakes and the levels of miRNAs and species identified as differentially abundant among the study groups.
DOI: 10.6084/m9.figshare.19229871.v3
title: Supplementary_Table_1_Cohort_Data_Food_and_nutrients_intake.xlsx

description: Supplementary Table 1. A. Clinical and anamnestic information of the study cohorts. B. Intake of foods, drinks, and dietary nutrients as estimated by the EPIC questionnaries for each study group. The log2FC of intake between the study groups is reported as well the result of the statistical analysis (Wilcoxon Rank-Sum test and Kruskall-Wallis test). C. Results of the Spearman correlation analysis between the estimated nutrient intakes and the levels of miRNAs and species identified as differentially abundant among the study groups.
DOI: 10.6084/m9.figshare.19229871.v2
title: Supplementary_Table_1_Cohort_Data_Food_and_nutrients_intake.xlsx

description: Supplementary Table 1. A. Clinical and anamnestic information of the study cohorts. B. Intake of foods, drinks, and dietary nutrients as estimated by the EPIC questionnaries for each study group. The log2FC of intake between the study groups is reported as well the result of the statistical analysis (Wilcoxon Rank-Sum test and Kruskall-Wallis test). C. Results of the Spearman correlation analysis between the estimated nutrient intakes and the levels of miRNAs and species identified as differentially abundant among the study groups.
DOI: 10.3886/e118972v1-130922
title: Code for: Why are Banks Exposed to Monetary Policy

description: Data and Codes for the paper "Why are Banks Exposed to Monetary Policy?"
DOI: 10.5281/zenodo.7375963
title: Datasets - Toxicological effects of zinc oxide nanoparticle exposure: an in vitro comparison between dry aerosol air-liquid interface and submerged exposure systems

description: Datasets for the toxicological data generated and presented in the following article: Toxicological effects of zinc oxide nanoparticle exposure: an in vitro comparison between dry aerosol air-liquid interface and submerged exposure systems. DOI: 10.1080/17435390.2021.1884301.
DOI: 10.5281/zenodo.7375962
title: Datasets - Toxicological effects of zinc oxide nanoparticle exposure: an in vitro comparison between dry aerosol air-liquid interface and submerged exposure systems

description: Datasets for the toxicological data generated and presented in the following article: Toxicological effects of zinc oxide nanoparticle exposure: an in vitro comparison between dry aerosol air-liquid interface and submerged exposure systems. DOI: 10.1080/17435390.2021.1884301.
DOI: 10.5517/ccdc.csd.cc234zjs
title: CCDC 1941205: Experimental Crystal Structure Determination

description: Related Article: Sudeshna Chatterjee, Sabyasachi Ta, Somnath Khanra, Debasis Das|2022|RSC Advances|12|33293|doi:10.1039/D2RA06035C
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.cc22fdb8
title: CCDC 1919499: Experimental Crystal Structure Determination

description: Related Article: Sudeshna Chatterjee, Sabyasachi Ta, Somnath Khanra, Debasis Das|2022|RSC Advances|12|33293|doi:10.1039/D2RA06035C
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.cc2cy18n
title: CCDC 2202651: Experimental Crystal Structure Determination

description: Related Article: Medina Afandiyeva, Abhishek A. Kadam, Xijue Wu, William W. Brennessel, C. Rose Kennedy|2022|Organometallics|41|3014|doi:10.1021/acs.organomet.2c00439
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.cc2cy19p
title: CCDC 2202652: Experimental Crystal Structure Determination

description: Related Article: Medina Afandiyeva, Abhishek A. Kadam, Xijue Wu, William W. Brennessel, C. Rose Kennedy|2022|Organometallics|41|3014|doi:10.1021/acs.organomet.2c00439
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.cc2cy1bq
title: CCDC 2202653: Experimental Crystal Structure Determination

description: Related Article: Medina Afandiyeva, Abhishek A. Kadam, Xijue Wu, William W. Brennessel, C. Rose Kennedy|2022|Organometallics|41|3014|doi:10.1021/acs.organomet.2c00439
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: 10.23728/b2share.039b83d15eff48cebb34968801761696
title: CTMD.xlsx

description: Relevant data of cable temperature mapping model
DOI: 10.18746/bmth.data.00000271
title: Are addictions really different? A retrospective recall study of wellbeing among addicts in recovery
DOI: 10.3886/e130285v1-130923
title: Data and Code for: "Money and Politics: The Effects of Campaign Spending Limits on Political Entry and Competition"

description: Data and code accompanying "Money and Politics: The Effects of Campaign Spending Limits on Political Entry and Competition".<br><br>Abstract: This paper studies the effects of campaign spending limits on the political entry, selection, and behavior of local politicians in Brazil. We analyze a reform that limits campaign spending for mayoral elections. The limits were implemented with a discontinuity that we exploit for causal identification. We find that stricter limits reduce reelection rates and increase political competition by attracting more candidates who are also less wealthy and rely less on self-financing. Despite their effects on electoral outcomes, stricter limits did not lead to significant short-run improvements in policy outcomes, such as in education and health.<br><br>
description: Brazilian municipalities<br>.
DOI: 10.6084/m9.figshare.20332890.v5
title: Phylogenomic and phylogenetic datasets and trees

description: Phylogenomic and phylogenetic datasets and trees
DOI: 10.5281/zenodo.7376540
title: A 10 m land mask for the Nuup Kangerlua, Kobbefjord, and Ameralik fjord systems in southwest Greenland

description: This dataset consists of a 10 m land mask of the Nuup Kangerlua, Kobbefjord, and Ameralik fjord systems in southwest Greenland. The land mask is based on two Sentinel-2 MSI images of the area (tiles WDS and WES) that were acquired at high tide on 30 July 2017. Land was masked by applying a threshold of 0.1 Wm<sup>-2</sup> to the short-wave infrared (SWIR) band at 1614 nm. Mountain lakes and shaded coastal regions were masked using the TanDEM-X digital elevation model. Some inland waters were masked manually. Land and water were assigned values of 0 and 1, respectively, and are provided in geotiff format projected to UTM Zone 22 (WGS 84). The boundaries of the mask area extend from 63.90°N, 51.999°W in the southwest to 64.01°N, 51.302°W in the northeast.
DOI: 10.5281/zenodo.7376539
title: A 10 m land mask for the Nuup Kangerlua, Kobbefjord, and Ameralik fjord systems in southwest Greenland

description: This dataset consists of a 10 m land mask of the Nuup Kangerlua, Kobbefjord, and Ameralik fjord systems in southwest Greenland. The land mask is based on two Sentinel-2 MSI images of the area (tiles WDS and WES) that were acquired at high tide on 30 July 2017. Land was masked by applying a threshold of 0.1 Wm<sup>-2</sup> to the short-wave infrared (SWIR) band at 1614 nm. Mountain lakes and shaded coastal regions were masked using the TanDEM-X digital elevation model. Some inland waters were masked manually. Land and water were assigned values of 0 and 1, respectively, and are provided in geotiff format projected to UTM Zone 22 (WGS 84). The boundaries of the mask area extend from 63.90°N, 51.999°W in the southwest to 64.01°N, 51.302°W in the northeast.
DOI: 10.5257/iea/ri/2022
title: Renewables Information (2022 Edition)

description: Renewables Information provides a comprehensive review of historical and current market trends in OECD countries, including provisional data. It provides an overview of the development of renewables and waste in the world from 1990 onwards. A greater focus is given to the OECD countries with a review of electricity generation and capacity from renewable and waste energy sources, including detailed tables. However, an overview of developments in the world and OECD renewable and waste market is also presented. The publication encompasses energy indicators, generating capacity, electricity and heat production from renewable and waste sources, as well as production and consumption of renewables and waste.
DOI: 10.34740/kaggle/dsv/4615403
title: Elon Musk Tweets
DOI: 10.18112/openneuro.ds004348.v1.0.0
title: Ear-EEG Sleep Monitoring 2017 (EESM17)
DOI: 10.5258/soton/d2351
title: Supplementary data to support the Southampton Doctoral thesis 'The causes and consequences of clonal haematopoiesis'

description: The dataset consists of two files. (i) Supplementary tables of chapter 3 (ii) supplementary tables of chapter 4. The dataset were generated by utilising genetic and phenotypic data from UK Biobank
DOI: 10.6084/m9.figshare.21640721
title: Ecoref's annotated assemblies, v2 release

description: <strong>An Escherichia coli genetic reference panel</strong> <br> <em>A resource for genotype to phenotype analysis</em> <br> This is the second release of the genomes of the E. coli strain collection. It consists of GFF3 files with the assemblies included at the bottom.
DOI: 10.5258/soton/d2461
title: Dataset in support of the Southampton doctoral thesis 'Response of fish to electric fields: implcations for guidance systems'

description: All data used for University of Southampton Doctoral Thesis. “Response of fish to electric fields: implications for guidance systems”.