cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.26050/wdcc/ar6.c6cmawae1
title: IPCC DDC: AWI AWI-ESM1.1LR model output prepared for CMIP6 CMIP

description: Project: Coupled Model Intercomparison Project Phase 6 (CMIP6) datasets - These data have been generated as part of the internationally-coordinated Coupled Model Intercomparison Project Phase 6 (CMIP6; see also GMD Special Issue: http://www.geosci-model-dev.net/special_issue590.html). The simulation data provides a basis for climate research designed to answer fundamental science questions and serves as resource for authors of the Sixth Assessment Report of the Intergovernmental Panel on Climate Change (IPCC-AR6). CMIP6 is a project coordinated by the Working Group on Coupled Modelling (WGCM) as part of the World Climate Research Programme (WCRP). Phase 6 builds on previous phases executed under the leadership of the Program for Climate Model Diagnosis and Intercomparison (PCMDI) and relies on the Earth System Grid Federation (ESGF) and the Centre for Environmental Data Analysis (CEDA) along with numerous related activities for implementation. The original data is hosted and partially replicated on a federated collection of data nodes, and most of the data relied on by the IPCC is being archived for long-term preservation at the IPCC Data Distribution Centre (IPCC DDC) hosted by the German Climate Computing Center (DKRZ). The project includes simulations from about 120 global climate models and around 45 institutions and organizations worldwide. Summary: These data include the subset used by IPCC AR6 WGI authors of the datasets originally published in ESGF for 'CMIP6.CMIP.AWI.AWI-ESM-1-1-LR' with the full Data Reference Syntax following the template 'mip_era.activity_id.institution_id.source_id.experiment_id.member_id.table_id.variable_id.grid_label.version'. The AWI-ESM 1.1 LR climate model, released in 2018, includes the following components: atmos: ECHAM6.3.04p1 (T63L47 native atmosphere T63 gaussian grid; 192 x 96 longitude/latitude; 47 levels; top level 80 km), land: JSBACH 3.20 with dynamic vegetation, ocean: FESOM 1.4 (unstructured grid in the horizontal with 126859 wet nodes; 46 levels; top grid cell 0-5 m), seaIce: FESOM 1.4. The model was run by the Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, Am Handelshafen 12, 27570 Bremerhaven, Germany (AWI) in native nominal resolutions: atmos: 250 km, land: 250 km, ocean: 50 km, seaIce: 50 km. Individuals using the data must abide by terms of use for CMIP6 data (https://pcmdi.llnl.gov/CMIP6/TermsOfUse). The original license restrictions on these datasets were recorded as global attributes in the data files, but these may have been subsequently updated.
DOI: 10.5517/ccdc.csd.cc20nmy8
title: CCDC 1866880: Experimental Crystal Structure Determination

description: Related Article: Yushuang Chen, Shunxi Dong, Xi Xu, Xiaohua Liu, Xiaoming Feng|2018|Angew.Chem.,Int.Ed.|57|16554|doi:10.1002/anie.201810410
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.23742048
title: Hirel

description: Data
DOI: 10.6084/m9.figshare.23742048.v1
title: Hirel

description: Data
DOI: 10.17632/t92vfjn8cb.1
title: Summary of Interview

description: The summary on respondents' experiences in navigating paradoxical leadership and identity in the age of digital transformation era
DOI: 10.17632/h2mvr28n3k.1
title: KRASG12D inhibition reprograms the microenvironment of early and advanced pancreatic cancer to promote FAS-mediated killing by CD8+ T cells

description: Source data for figures.
DOI: 10.15128/r1c534fn98x
title: Generalized Zero-Shot Domain Adaptation via Coupled Conditional Variational Autoencoders [dataset]

description: Supporting open source software: https://github.com/hellowangqian/gzsda
description: Originally published 2023/05/22. New version published 2023/07/25 with corrections: (1) updated README.txt with full technical information on file formats and data set layout; (2) standardized file naming convention, independent of original file origin (scanner, internet etc); (3) error in README.txt file corrected to correctly attribute X-ray files across 2 different different source scanners.
description: Domain adaptation aims to exploit useful information from the source domain where annotated training data are easier to obtain to address a learning problem in the target domain where only limited or even no annotated data are available. In classification problems, domain adaptation has been studied under the assumption all classes are available in the target domain regardless of the annotations. However, a common situation where only a subset of classes in the target domain are available has not attracted much attention. In this paper, we formulate this particular domain adaptation problem within a generalized zero-shot learning framework by treating the labelled source-domain samples as semantic representations for zero-shot learning. For this novel problem, neither conventional domain adaptation approaches nor zero-shot learning algorithms directly apply. To solve this problem, we present a novel Coupled Conditional Variational Autoencoder (CCVAE) which can generate synthetic target-domain image features for unseen classes from real images in the source domain. Extensive experiments have been conducted on three domain adaptation datasets including a bespoke X-ray security checkpoint dataset to simulate a real-world application in aviation security. The results demonstrate the effectiveness of our proposed approach both against established benchmarks and in terms of real-world applicability.
description: Empirical machine learning
DOI: 10.5258/soton/d2507
title: Data in support of the conference paper 'Er-Ce Co-doped Aluminosilicate Fibres for C and L-Band Amplifiers'

description: Dataset to support a conference paper submitted to CLEO-Europe 2023- 'Er-Ce Co-doped Aluminosilicate Fibres for C and L-Band Amplifiers' The excel file contains all experimental data used for generating Fig.1(a)(b)(c). The figures are as follows: Fig. 1 (a) Fluorescence intensity decay curves of four EDFs, (b) Gain and NF spectra of four EDFs in the C-band (inset: the schematic of the EDFA experimental setup), (c) Gain and NF spectra of four EDFs in the L-band.
DOI: 10.22002/fbpq9-e3t81
title: Data and models for "Spatial Implicit Neural Representations for Global-Scale Species Mapping" (ICML 2023)

description: Data and models for the paper "Spatial Implicit Neural Representations for Global-Scale Species Mapping" (ICML 2023). 
This dataset was assembled from multiple sources. For details, please see: https://github.com/elijahcole/sinr
DOI: 10.5281/zenodo.8181818
title: High intensity interval training, but not whole-body cryostimulation, induces a pro-osteogenic phenotype on osteoblasts in overweight subjects.

description: Effects of whole-body cryostimulation, high-intensity resistance training and their combination on circulating osteo-immune and bone metabolic markers and their potential effects on osteoblast function and differentiation <em>in vitro.</em>
DOI: 10.5281/zenodo.8181817
title: High intensity interval training, but not whole-body cryostimulation, induces a pro-osteogenic phenotype on osteoblasts in overweight subjects.

description: Effects of whole-body cryostimulation, high-intensity resistance training and their combination on circulating osteo-immune and bone metabolic markers and their potential effects on osteoblast function and differentiation <em>in vitro.</em>
DOI: 10.57745/7kmpz3
title: Fig. 1d.txt

description: Raw data associated to Fig 1d, transverse resistance (Hall effect) of the layer (column 5 divided by 1e-4 Ampere, in Ohms) versus Field (column 3, in Tesla) for different temperature (column 1, in Kelvin)
DOI: 10.57745/p1mv5w
title: Fig. 2c.txt

description: Raw data associated to Fig 2c, transverse resistance (spin signal) of the device (column 4 divided by 1e-4 Ampere, in Ohms) versus Field (column 3, in Tesla)
DOI: 10.57745/ja170f
title: Fig. S7a.txt

description: Raw data associated to Fig S7a, transverse resistance (spin signal) of the device (column 3 divided by 1e-4 Ampere, in Ohms) versus Field (column 2, in Tesla)
DOI: 10.57745/8f4alw
title: Fig. 1e.txt

description: Raw data associated to Fig 1e, resistance of the layer (column 4 divided by 1e-4 Ampere, in Ohms) versus Field (column 3, in Tesla) for different temperature (column 1, in Kelvin)
DOI: 10.57745/nujt9m
title: Fig. 2d.txt

description: Raw data associated to Fig 2d, transverse resistance (spin signal) of the device (column 4 divided by 1e-4 Ampere, in Ohms) versus Field (column 3, in Tesla) for different temperature (column 1, in Tesla)
DOI: 10.57745/m1wuau
title: Fig. 1c.txt

description: Raw data associated to Fig 1c, square resistance of the layer (column 2, in Ohms) versus temperature (column 1, in Kelvin)
DOI: 10.57745/ucnets
title: Fig. S7b.txt

description: Raw data associated to Fig S7a, transverse resistance (spin signal) of the device (column 5, in Ohms) versus Field (column 4, in Tesla)
DOI: 10.6084/m9.figshare.23742129
title: ASC invariance SPAIN / CHINA dataset

description: The dataset includes responses of 651 adolescents to the items of the <em>Self-Description Questionnaire II-Short (SDQII-S)</em> (Marsh et al., 2005). Participants belong to middle class families who attended urban schools (public in China and public and semi-private in Spain) and where from two countries, Spain [<em>n </em>= 262, 118 males (45%) and 144 females (55%), <em>Mage</em> = 16.50, <em>SD</em> = 0.87, range 15 to 18] and China [<em>n </em>= 389, 160 males (41.1%) and 229 females (58.9%), <em>Mage</em> = 16.55, <em>SD</em> = 0.64, range 15.10 to 17.92].
DOI: 10.5281/zenodo.8167674
title: Specialized vitamin D databases- European collection and USDA SR26 collection

description: These two data sets are collections of best quality data on vitamin D content in foods, available in Europe (hosted by EuroFIR<sup>TM</sup>) and in US (hosted by USDA- in SR26). Data was collected in period of 2014-2015. Search criteria included analytical and manufactures' data sources, and these are sorted in food groups and vitamin D forms- vitamin D total (expressed in ug/100g or IU, and converted to ug), vitamin D3 (ug/100g), vitamin D2 (ug/100g), vitamin 25OHD (ug/100g). A manuscript describing creation process of these two dataset is uploaded as well.
description: Citation of manuscript: Jelena Milešević, Lourdes Samaniego, Mairead Kiely, Maria Glibetić, Mark Roe, Paul Finglas, Specialized food composition dataset for vitamin D content in foods based on European standards: Application to dietary intake assessment, Food Chemistry, Volume 240, 2018, Pages 544-549, ISSN 0308-8146, https://doi.org/10.1016/j.foodchem.2017.07.135. (https://www.sciencedirect.com/science/article/pii/S030881461731289X) Abstract: A review of national nutrition surveys from 2000 to date, demonstrated high prevalence of vitamin D intakes below the EFSA Adequate Intake (AI) (&lt;15μg/d vitamin D) in adults across Europe. Dietary assessment and modelling are required to monitor efficacy and safety of ongoing strategic vitamin D fortification. To support these studies, a specialized vitamin D food composition dataset, based on EuroFIR standards, was compiled. The FoodEXplorer™ tool was used to retrieve well documented analytical data for vitamin D and arrange the data into two datasets - European (8 European countries, 981 data values) and US (1836 data values). Data were classified, using the LanguaL™, FoodEX2 and ODIN classification systems and ranked according to quality criteria. Significant differences in the content, quality of data values, missing data on vitamin D2 and 25(OH)D3 and documentation of analytical methods were observed. The dataset is available through the EuroFIR platform. Keywords: Vitamin D; Food composition database; Food fortification; Intakes
DOI: 10.5281/zenodo.8167673
title: Specialized vitamin D databases- European collection and USDA SR26 collection

description: These two data sets are collections of best quality data on vitamin D content in foods, available in Europe (hosted by EuroFIR<sup>TM</sup>) and in US (hosted by USDA- in SR26). Data was collected in period of 2014-2015. Search criteria included analytical and manufactures' data sources, and these are sorted in food groups and vitamin D forms- vitamin D total (expressed in ug/100g or IU, and converted to ug), vitamin D3 (ug/100g), vitamin D2 (ug/100g), vitamin 25OHD (ug/100g). A manuscript describing creation process of these two dataset is uploaded as well.
description: Citation of manuscript: Jelena Milešević, Lourdes Samaniego, Mairead Kiely, Maria Glibetić, Mark Roe, Paul Finglas, Specialized food composition dataset for vitamin D content in foods based on European standards: Application to dietary intake assessment, Food Chemistry, Volume 240, 2018, Pages 544-549, ISSN 0308-8146, https://doi.org/10.1016/j.foodchem.2017.07.135. (https://www.sciencedirect.com/science/article/pii/S030881461731289X) Abstract: A review of national nutrition surveys from 2000 to date, demonstrated high prevalence of vitamin D intakes below the EFSA Adequate Intake (AI) (&lt;15μg/d vitamin D) in adults across Europe. Dietary assessment and modelling are required to monitor efficacy and safety of ongoing strategic vitamin D fortification. To support these studies, a specialized vitamin D food composition dataset, based on EuroFIR standards, was compiled. The FoodEXplorer™ tool was used to retrieve well documented analytical data for vitamin D and arrange the data into two datasets - European (8 European countries, 981 data values) and US (1836 data values). Data were classified, using the LanguaL™, FoodEX2 and ODIN classification systems and ranked according to quality criteria. Significant differences in the content, quality of data values, missing data on vitamin D2 and 25(OH)D3 and documentation of analytical methods were observed. The dataset is available through the EuroFIR platform. Keywords: Vitamin D; Food composition database; Food fortification; Intakes
DOI: 10.5258/soton/d2648
title: Dataset supporting the publication 'Temperature effects on the electrodeposition of semiconductors'

description: Dataset supporting the publication by A. W. Black, W. Zhang, Y. J. Noori, G. Reid, P. N. Bartlett "Temperature effects on the electrodeposition of semiconductors". Data includes images and raw data of plots used in the figures of the article.
DOI: 10.6084/m9.figshare.21656054.v1
title: Protected areas of Switzerland

description: SwissPA.zip <br> All available protected area layers from the Federal Office for the Environment in Switzerland were aggregated to a single layer. The resulting layer (01.12.2022 version) (shapefile format; CH1903+_LV95 projection system) contains <strong>23 types of protected areas in Switzerland</strong>. <br> <em><strong>SwissPA.xlsx</strong></em><strong> </strong>provides information and sources for these 23 types of protected areas.
DOI: 10.6084/m9.figshare.21656054
title: Protected areas of Switzerland

description: SwissPA.zip <br> All available protected area layers from the Federal Office for the Environment in Switzerland were aggregated to a single layer. The resulting layer (01.12.2022 version) (shapefile format; CH1903+_LV95 projection system) contains <strong>23 types of protected areas in Switzerland</strong>. <br> <em><strong>SwissPA.xlsx</strong></em><strong> </strong>provides information and sources for these 23 types of protected areas.
DOI: 10.4121/9ffffc40-9eb6-4eda-a9f0-ad7ebacbd937
title: Relevant Data on the Impact of Visual Elements on Click Behavior When Bilibili (a Chinese social media platform) Users Proactively Search for Popular Science Videos.

description: <br>The data in the EXCEL file consists of statistics and integration of 41,224 video records, including parameters such as blogger name, blogger homepage, number of followers, video links, thumbnail image links, view count, danmaku count, repost count, thumbnail brightness, image quality, color, and other relevant data.The py file contains the code used in this paper, including data scraping, data cleaning, data visualization, and other processes.The Brisque algorithm is an image quality assessment algorithm that needs to be implemented using MATLAB software.<br><br><br>
DOI: 10.4121/9ffffc40-9eb6-4eda-a9f0-ad7ebacbd937.v1
title: Relevant Data on the Impact of Visual Elements on Click Behavior When Bilibili (a Chinese social media platform) Users Proactively Search for Popular Science Videos.

description: <br>The data in the EXCEL file consists of statistics and integration of 41,224 video records, including parameters such as blogger name, blogger homepage, number of followers, video links, thumbnail image links, view count, danmaku count, repost count, thumbnail brightness, image quality, color, and other relevant data.The py file contains the code used in this paper, including data scraping, data cleaning, data visualization, and other processes.The Brisque algorithm is an image quality assessment algorithm that needs to be implemented using MATLAB software.<br><br><br>
DOI: 10.5281/zenodo.8172538
title: Codes and dataset associated to the paper "Quantifying the impacts of the angle of attack on the morphology of atmospheric von Kármán vortex streets"

description: Here you can find some codes and dataset used for the paper: "Quantifying the impacts of the angle of attack on the morphology of atmospheric von Kármán vortex streets": - WRF: namelist.wps, namelist.input and myoutfields.txt; - Python script: Rotation.py that allows to rotate the variables of interest in the WPS geo_em.do* files and Fig3.py that allows to reproduce the plot of the Figure 3 of the paper; - Dataset: km_profile.npy, PT_profile.npy, Wspd_profile.npy and z.npy, the four arrays required as input for the script Fig3.py. The z.npy array reports the height for the lower 28 eta-levels (up to about 2000 m) and in the other three arrays you can find the hourly mean values of potential temperature (PT_profile.npy), wind speed (WSPD_profile.npy) and eddy viscosity (km_profile.npy).
DOI: 10.5281/zenodo.8116403
title: Expulsion mechanism of the substrate-translocating subunit in ECF transporters

description: Data for coarse-grained molecular dynamics simulations (final snapshots, cleaned trajectories, starting structure/simulation parameters) described in "Expulsion mechanism of the substrate-translocating subunit in ECF transporters".
DOI: 10.5281/zenodo.8116402
title: Expulsion mechanism of the substrate-translocating subunit in ECF transporters

description: Data for coarse-grained molecular dynamics simulations (final snapshots, cleaned trajectories, starting structure/simulation parameters) described in "Expulsion mechanism of the substrate-translocating subunit in ECF transporters".
DOI: 10.6084/m9.figshare.23736582
title: Li-ion Batteries EIS measurements

description: The data consists primarily of Electrochemical Impedance Spectroscopy (EIS) measurement results on Lithium Iron Phosphate (LFP) batteries at various State of Charge (SoC) value. The LFP batteries to obtain these data are 600 mAh. The dataset includes the results of repeated EIS measurements using various battery cell charging cycles. This dataset allow to study the frequency-domain properties of batteries. In addition, they may be used to create prediction approaches and train machine learning models to create assessment methods for the reliable and effective management of rechargeable battery devices. Researchers in the fields of electrochemical studies, power generation technologies, and energy storage systems can benefit from these data. Additionally, data can also be valuable for industries such as the manufacturing of consumer electronics, the development of power systems, and the advancement of electric transportation.
DOI: 10.25345/c5hq3s84k
title: MassIVE MSV000092520 - 2D-LC-MS/MS based non-targeted metabolomics of marine DOM
title: Samples of marine DOM from the Ellen Browning Scripps Memorial Pier (3252001.500N 11715026.900W) in La Jolla, Southern Califiornia, USA, analyzed by offline 2D-LC-MS/MS
DOI: 10.24339/ed0d11de-790a-4b58-b523-8421c3eb8eeb
title: Dataset for "Health and Wellbeing Student Survey"

description: This data is from an exploratory, pilot, cross-sectional survey into the health and well-being of students at a higher education institution. Attending university is often characterised by greater autonomy in decision making, new social influences and peer networks, exposure to novel stressors, increased levels of independence and, for many university students, the requirement to self-manage their overall lifestyle. Importantly, the transition can result in behaviour and environment changes that can cause adverse health outcomes for many young adults. These adverse health outcomes may include poor mental health, decreased physical activity, increased sedentary behaviours, disrupted sleep patterns, sub-optimal dietary behaviours, weight gain, elevated alcohol consumption and elevated rates of substance misuse. Presented is the raw data from the survey.
DOI: 10.6084/m9.figshare.23742144
title: Data of pyrolysis compounds, mass distributions, SOC and TN contents of three particle sizes in paddy and upland soils

description: Data of pyrolysis compounds, mass distributions, SOC and TN contents of three particle sizes in paddy and upland soils.
DOI: 10.6084/m9.figshare.23742144.v1
title: Data of pyrolysis compounds, mass distributions, SOC and TN contents of three particle sizes in paddy and upland soils

description: Data of pyrolysis compounds, mass distributions, SOC and TN contents of three particle sizes in paddy and upland soils.
DOI: 10.5258/soton/d2512
title: Supplementary file for the article 'Parent-offspring associations in body composition: Findings from the Southampton Women's Survey prospective cohort study'

description: Supplementary Figures to accompany the manuscript Parent-offspring associations in body composition: Findings from the Southampton Women’s Survey prospective cohort study by Moon RJ, D'Angelo S, Holroyd CR, Crozier SR, Godfrey KM, Davies JH, Cooper C and Harvey NC
DOI: 10.5281/zenodo.8049142
title: Blommersia wittei complex revision - data sets

description: Data set containing original sequence alignments, call recordings and a table with sequences and sequence metadata for the paper: Vences et al., "<strong>Integrative revision of the <em>Blommersia wittei</em> complex, with description of a new species of frog from western and north-western Madagascar". </strong>Zootaxa 5319 (2): 178–198. The paper can be found at DOI: https://doi.org/10.11646/zootaxa.5319.2.2
DOI: 10.5281/zenodo.8049141
title: Blommersia wittei complex revision - data sets

description: Data set containing original sequence alignments, call recordings and a table with sequences and sequence metadata for the paper: Vences et al., "<strong>Integrative revision of the <em>Blommersia wittei</em> complex, with description of a new species of frog from western and north-western Madagascar". </strong>Zootaxa 5319 (2): 178–198. The paper can be found at DOI: https://doi.org/10.11646/zootaxa.5319.2.2