cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.13628129
title: A guardian in need of support: the enforcement of EU state aid rules

description: State aid poses a threat to undistorted competition in the common market and, therefore, is rigidly regulated. However, elected political leaders have an incentive to disobey European Union (EU) regulations and grant aid in order to boost their electoral support. The European Commission is responsible for monitoring and enforcing member states’ compliance with EU state aid regulation. The present article analyses the effect of domestic politics on the Commission’s willingness to open a formal investigation and thus risk conflict with national governments. Specifically, it argues that the Commission is more likely to investigate, where institutional trust is strong and where ruling parties follow an interventionist economic policy.
DOI: 10.6084/m9.figshare.13600896
title: CJEU judgments in the news – capturing the public salience of decisions of the EU’s highest court

description: Case salience data are prominent in the US judicial politics literature. By contrast, such data is not available for most other courts. With the continued judicialization of politics in the EU and the CJEU’s growing importance, court decisions could increasingly receive public attention. Inspired by US case salience data this paper provides insight into new data on newspaper coverage of 4357 CJEU decisions in eight EU broadsheets. Asking under which conditions newspapers report on judicial decisions, the article links theoretical expectations about the public salience of court decisions with empirical data on CJEU case salience. Multi-level regression models show that the salience of CJEU decisions varies depending on the standing of courts in national political systems, case characteristics, inter-institutional conflict, and the Court’s public relations activities. These findings have implications for the perception and communication of the CJEU and provide initial insights into media attention for hundreds of CJEU cases.
DOI: 10.6084/m9.figshare.13600896.v1
title: CJEU judgments in the news – capturing the public salience of decisions of the EU’s highest court

description: Case salience data are prominent in the US judicial politics literature. By contrast, such data is not available for most other courts. With the continued judicialization of politics in the EU and the CJEU’s growing importance, court decisions could increasingly receive public attention. Inspired by US case salience data this paper provides insight into new data on newspaper coverage of 4357 CJEU decisions in eight EU broadsheets. Asking under which conditions newspapers report on judicial decisions, the article links theoretical expectations about the public salience of court decisions with empirical data on CJEU case salience. Multi-level regression models show that the salience of CJEU decisions varies depending on the standing of courts in national political systems, case characteristics, inter-institutional conflict, and the Court’s public relations activities. These findings have implications for the perception and communication of the CJEU and provide initial insights into media attention for hundreds of CJEU cases.
DOI: 10.48370/ofd/ywg8ni/57kmyh
title: Rhizophagus bipustulatus.jpg

description: :unav
DOI: 10.48370/ofd/ywg8ni
title: Rhizophagus bipustulatus (Fabricius, 1792), C-571

description: Coleoptera collection
DOI: 10.6084/m9.figshare.19256366
title: Query proteins (measurement vs prediction) PBMC 160K (top 20 proteins)

description: We leverage 80% of samples from PBMC160k dataset to build a bimodal reference and use remaining 20% with only mRNA count as query. We expect a powerful mapping method can accurately infer missing modality value of query cells. The measured protein expression will be used as ground truth for validation. Concerto follows similar smoothing protocol as in Symphony and achieves consistent prediction result (Top 20 prediction, Pearson r: 0.966-0.998). scatter_plot_gt.h5ad: the ground truth of protein expression for each cell.scatter_plot_pred.h5ad: the prediction of protein expression for each cell.
DOI: 10.6084/m9.figshare.19256366.v1
title: Query proteins (measurement vs prediction) PBMC 160K (top 20 proteins)

description: We leverage 80% of samples from PBMC160k dataset to build a bimodal reference and use remaining 20% with only mRNA count as query. We expect a powerful mapping method can accurately infer missing modality value of query cells. The measured protein expression will be used as ground truth for validation. Concerto follows similar smoothing protocol as in Symphony and achieves consistent prediction result (Top 20 prediction, Pearson r: 0.966-0.998). scatter_plot_gt.h5ad: the ground truth of protein expression for each cell.scatter_plot_pred.h5ad: the prediction of protein expression for each cell.
DOI: 10.6084/m9.figshare.19390619
title: Salmon Low Density(10K) genotype

description: VCF format 10 salmon genotypes
DOI: 10.6084/m9.figshare.19390619.v1
title: Salmon Low Density(10K) genotype

description: VCF format 10 salmon genotypes
DOI: 10.48370/ofd/hrfzrm/dafk3m
title: Rhizophagus bipustulatus.jpg

description: :unav
DOI: 10.48370/ofd/hrfzrm
title: Rhizophagus bipustulatus (Fabricius, 1792), C-572

description: Coleoptera collection
DOI: 10.6084/m9.figshare.19350377
title: Multiscale Urban Functional Zones Classification Based on Landmark Constraints

description: Code and Data for Multiscale Urban Functional Zones Classification Based on Landmark Constraints
DOI: 10.6084/m9.figshare.19350377.v2
title: Multiscale Urban Functional Zones Classification Based on Landmark Constraints

description: Code and Data for Multiscale Urban Functional Zones Classification Based on Landmark Constraints
DOI: 10.6084/m9.figshare.19350377.v1
title: Multiscale Urban Functional Zones Classification Based on Landmark Constraints

description: Code and Data for Multiscale Urban Functional Zones Classification Based on Landmark Constraints
DOI: 10.48370/ofd/nry5p5/euy2ls
title: Rhizophagus fenestralis.jpg

description: :unav
DOI: 10.48370/ofd/nry5p5
title: Rhizophagus fenestralis (Linnaeus, 1758), C-573

description: Coleoptera collection
DOI: 10.6084/m9.figshare.19243578
title: Concerto pre-built reference

description: We have built a multi-tissue and multi-donor references of mouse cells, including a FACS reference and a droplet reference (Tabula Muris Senis). We also demonstrate the ability to build a million scale reference by integrating multi-protocol datasets, which consist of 1.46 million cells (Ren et al) sequenced by 10X protocol and 42,752 cells (Zhu et al) sequenced by DNBelab C4 system.
DOI: 10.6084/m9.figshare.19390631
title: Supplementary Material for: Profile of Tissue Immunoglobulin E in Eosinophilic Chronic Rhinosinusitis with Nasal Polyps

description: <b><i>Introduction:</i></b> Eosinophilic chronic rhinosinusitis with nasal polyps (eCRSwNP) exhibits a poorer prognosis than noneCRSwNP. The aim of this study was to analyze the potential of total immunoglobulin E (tIgE) and specific IgE (sIgE) levels in tissues for distinguishing and assessing eCRSwNP. <b><i>Methods:</i></b> We enrolled 10 control and 88 CRSwNP patients. The clinical data of patients were collected before surgery. Nasal mucosa tissues were taken during surgery for measurements of tIgE, sIgE (weed pollen, epidermal and animal protein, mold, house dust, tree pollen), and subepithelial eosinophil (EOS) counts. The predictive significance of the potential predictors for eCRSwNP was assessed with receiver operating characteristic (ROC) curves. <b><i>Results:</i></b> Nasal polyps tIgE and mold-sIgE were positively correlated with blood and tissue EOSs, comorbid allergic rhinitis and asthma, ethmoid score/total maxillary score ratio, visual analog scale, and CT score. The ROC curve analysis showed that tissue tIgE (<i>p</i> = 0.0004), mold-sIgE (<i>p</i> = 0.0030), blood EOS percentage (<i>p</i> = 0.0003), and absolute blood EOS count (<i>p</i> = 0.0010) acted as predictive factors for eCRSwNP. According to the cutoff value of tissue tIgE of 34.55 ku/L, patients with a high level were more likely to suffer from asthma (<i>p</i> = 0.016) and showed a significantly higher EOS count (<i>p</i> = 0.022), EOS percentage (<i>p</i> = 0.029), and tIgE (<i>p</i> = 0.002) in blood. <b><i>Conclusion:</i></b> Tissue tIgE and mold-sIgE had a significant relationship with the clinical and pathological characteristics of CRSwNP patients and might be reliable for distinguishing and assessing eCRSwNP.
DOI: 10.48370/ofd/a7jgyo/1qtcuo
title: Rhizophagus fenestralis.jpg

description: :unav
DOI: 10.48370/ofd/a7jgyo
title: Rhizophagus fenestralis (Linnaeus, 1758), C-574

description: Coleoptera collection
DOI: 10.5281/zenodo.6365978
title: Plymouth sound and surroundings surface temperature and salinity from FVCOM model

description: Output of surface temperature and salinity from a high-resolution model of the Plymouth sound and surrounding areas, monthly files covering from May - October 2016. The model setup is as for the operational model (https://www.plymouthmarineforecasts.org/) except with observed river flows and boundary forcing was bias corrected against observations from the L4 buoy timeseries (https://www.westernchannelobservatory.org.uk/). This dataset was used in calculations of coastal CO2 flux in: bg-2021-166<br> Title: Tidal mixing of estuarine and coastal waters in the Western English Channel is a control on spatial and temporal variability in seawater CO2<br> Author(s): Richard Peter Sims et al. The code and model mesh data required to create plots therein are also included in plot_data.zip
DOI: 10.5281/zenodo.6372107
title: Plymouth sound and surroundings surface temperature and salinity from FVCOM model

description: Output of surface temperature and salinity from a high-resolution model of the Plymouth sound and surrounding areas, monthly files covering from May - October 2016. The model setup is as for the operational model (https://www.plymouthmarineforecasts.org/) except with observed river flows and boundary forcing was bias corrected against observations from the L4 buoy timeseries (https://www.westernchannelobservatory.org.uk/). This dataset was used in calculations of coastal CO2 flux in: bg-2021-166<br> Title: Tidal mixing of estuarine and coastal waters in the Western English Channel is a control on spatial and temporal variability in seawater CO2<br> Author(s): Richard Peter Sims et al. The code and model mesh data required to create plots therein are also included in plot_data.zip
DOI: 10.5281/zenodo.6365977
title: Plymouth sound and surroundings surface temperature and salinity from FVCOM model

description: Output of surface temperature and salinity from a high-resolution model of the Plymouth sound and surrounding areas, monthly files covering from May - October 2016. The model setup is as for the operational model (https://www.plymouthmarineforecasts.org/) except with observed river flows and boundary forcing was bias corrected against observations from the L4 buoy timeseries (https://www.westernchannelobservatory.org.uk/). This dataset was used in calculations of coastal CO2 flux in: bg-2021-166<br> Title: Tidal mixing of estuarine and coastal waters in the Western English Channel is a control on spatial and temporal variability in seawater CO2<br> Author(s): Richard Peter Sims et al. The code and model mesh data required to create plots therein are also included in plot_data.zip
DOI: 10.6084/m9.figshare.19390640
title: dataset_20210409_1.csv

description: Satisfaction with the walking-related environment during COVID-19 in South Korea
DOI: 10.6084/m9.figshare.19390640.v1
title: dataset_20210409_1.csv

description: Satisfaction with the walking-related environment during COVID-19 in South Korea
DOI: 10.34740/kaggle/dsv/3333610
title: AutoXGB
DOI: 10.23729/00e1fefc-b9e5-44f5-a050-9aeb149d9af0
title: Ear preview

description: This dataset contains images of human cadaver ear, with and without implants. Aim of the project was to visualize middle ear structures in high definition to allow better understanding of the anatomy of the ossicles, and position of the partial ossicular replacement prosthesis. Preview of PAS-dataset https://doi.org/10.23729/f4839115-3f8b-4b8a-8e57-d5d33ee5dfc8
DOI: 10.6084/m9.figshare.19390655
title: VAIN_Data.xlsx

description: Laser for high grade VAIN data
DOI: 10.6084/m9.figshare.19390655.v1
title: VAIN_Data.xlsx

description: Laser for high grade VAIN data
DOI: 10.48370/ofd/i0kokb/ngtruv
title: Rhizophagus aeneus.jpg

description: :unav
DOI: 10.48370/ofd/i0kokb
title: Rhizophagus aeneus (Richter, 1820), C-575

description: Coleoptera collection
DOI: 10.6084/m9.figshare.19390673
title: Supplementary Material for: Evaluation of the Neonatal Sequential Organ Failure Assessment and Mortality Risk in Preterm Infants with Necrotizing Enterocolitis

description: <b><i>Introduction:</i></b> The neonatal sequential organ failure assessment (nSOFA) score is a tool for calculating mortality risk of infants in the neonatal intensive care unit. The utility of the nSOFA in determining the risk of mortality or the association with surgical intervention among infants with necrotizing enterocolitis (NEC) has not been investigated. <b><i>Methods:</i></b> We performed a retrospective, cohort study of preterm (&lt;37 weeks) infants with NEC Bell’s stage ≥ IIA at six hospitals from 2008 to 2020. An nSOFA score (range 0–15) was assigned to each patient at nine time points from 48 h before or after clinical illness was suspected. <b><i>Results:</i></b> Of the 259 infants, nSOFA scores for infants who died (<i>n</i> = 39) or had the composite outcome of surgery or death (<i>n</i> = 114) were significantly higher (<i>p</i> &lt; 0.05) early in the NEC course compared to nSOFA scores for infants who survived medical NEC. Twelve hours after evaluation, the area under the receiver operating characteristic curve was 0.87 (95% confidence interval [CI], 0.80–0.93) to discriminate for mortality and 0.84 (95% CI, 0.79–0.90) for surgery or death (<i>p</i> &lt; 0.001). A maximum nSOFA score of ≥4 at −6, 0, 6, or 12 h following evaluation was associated with a 20-fold increase in mortality and 19-fold increase in surgery or death compared with a score of &lt;4 (<i>p &lt;</i> 0<i>.</i>001). <b><i>Conclusion:</i></b> In this multicenter cohort, the nSOFA score was able to discriminate well for death as well as surgery or death among infants with NEC. The nSOFA is a clinical research tool that may be used in infants with NEC to improve classification by objective quantification of organ dysfunction.
DOI: 10.6084/m9.figshare.19390673.v1
title: Supplementary Material for: Evaluation of the Neonatal Sequential Organ Failure Assessment and Mortality Risk in Preterm Infants with Necrotizing Enterocolitis

description: <b><i>Introduction:</i></b> The neonatal sequential organ failure assessment (nSOFA) score is a tool for calculating mortality risk of infants in the neonatal intensive care unit. The utility of the nSOFA in determining the risk of mortality or the association with surgical intervention among infants with necrotizing enterocolitis (NEC) has not been investigated. <b><i>Methods:</i></b> We performed a retrospective, cohort study of preterm (&lt;37 weeks) infants with NEC Bell’s stage ≥ IIA at six hospitals from 2008 to 2020. An nSOFA score (range 0–15) was assigned to each patient at nine time points from 48 h before or after clinical illness was suspected. <b><i>Results:</i></b> Of the 259 infants, nSOFA scores for infants who died (<i>n</i> = 39) or had the composite outcome of surgery or death (<i>n</i> = 114) were significantly higher (<i>p</i> &lt; 0.05) early in the NEC course compared to nSOFA scores for infants who survived medical NEC. Twelve hours after evaluation, the area under the receiver operating characteristic curve was 0.87 (95% confidence interval [CI], 0.80–0.93) to discriminate for mortality and 0.84 (95% CI, 0.79–0.90) for surgery or death (<i>p</i> &lt; 0.001). A maximum nSOFA score of ≥4 at −6, 0, 6, or 12 h following evaluation was associated with a 20-fold increase in mortality and 19-fold increase in surgery or death compared with a score of &lt;4 (<i>p &lt;</i> 0<i>.</i>001). <b><i>Conclusion:</i></b> In this multicenter cohort, the nSOFA score was able to discriminate well for death as well as surgery or death among infants with NEC. The nSOFA is a clinical research tool that may be used in infants with NEC to improve classification by objective quantification of organ dysfunction.
DOI: 10.5281/zenodo.6352391
title: CellTypeGraph Benchmark

description: This repository contains the benchmark dataset proposed in: CellTypeGraph: A New Geometric Computer Vision Benchmark, Cerrone et al., CVPR2022 <strong>Paper Abstract:</strong> Classifying all cells in an organ is a relevant and difficult problem from plant developmental biology. We here abstract the problem into a new benchmark for node classification in a geo-referenced graph. Solving it requires learning the spatial layout of the organ including symmetries. <br> To allow the convenient testing of new geometrical learning methods, the benchmark of <em>Arabidopsis thaliana</em> ovules is made available as a PyTorch data loader, along with a large number of precomputed features. <strong>Raw Data Source:</strong> The benchmark raw data is derived from "A digital 3D reference atlas reveals cellular growth patterns shaping the <em>Arabidopsis</em> ovule, A. Vijayan et al., eLife 2021". <strong>Source code:</strong> Repository for using the benchmark: https://github.com/hci-unihd/celltype-graph-benchmark Repository for reproducing the experiments in the manuscript: https://github.com/hci-unihd/plant-celltype <strong>Index:</strong> Repository for using the benchmark (data-loaders, transforms, metrics): https://github.com/hci-unihd/celltype-graph-benchmark Repository for reproducing the experiments in the manuscript (experiments, training, GNN models, features extraction, visualization, inference): https://github.com/hci-unihd/plant-celltype <strong>Download integrity check (md5sum):</strong> raw_data.zip: fd0ecccdea684d156fd8ac182a22251b label_grs_surface.zip: 7aa603f3d3cddbf766679d388076269b
DOI: 10.6073/pasta/4d2fde32b3022b78f83040eb0229cdfa
title: Aerial Photographs of the KBS LTER and Environs at the Kellogg Biological Station, Hickory Corners, MI (1938 to 2020)

description: Dataset Abstract Aerial photography is considered an important management tool in agriculture. Aerial photography allows researchers to detect spatial variability and understand the causes of the variability such as planter skips, drought stress, weeds and water erosion. In agricultural research it allows researchers to differentiate healthy vegetation from unhealthy and access plant biomass and moisture levels. The photographs are also useful to document trends and changes in the landscape. original data source http://lter.kbs.msu.edu/datasets/44
DOI: 10.48370/ofd/mku6xs/xr7xx5
title: Rhizophagus cribratus.jpg

description: :unav
DOI: 10.48370/ofd/mku6xs
title: Rhizophagus cribratus (Gyllenhal, 1827), C-576

description: Coleoptera collection
DOI: 10.6084/m9.figshare.19390571
title: COVID-19 after.sav

description: <b>Background</b> Despite variation in vaccine types against COVID-19 infection and continuous genetic variation in SARS-CoV-2 genome, sticking with preventive measures remains the first choice to reduce risk. <b>Method:</b> Study highlights level of IAU students’ knowledge, attitude, and practice towards SARS-CoV-2 virus infection during lockdown period. A cross-sectional study was conducted in IAU University, eastern province - Saudi Arabia. Data collected from 43 male IAU preparatory year students, through online self-structured questionnaire. Knowledge level was determined using mean score, and chi-squared test and t-test were performed to detect significant differences among various groups. <b>Results:</b> Age group 17- 20 years have better knowledge than other groups (t= 2.03, p- value= 0.049). Majority recognized the typical symptoms and transmission of infection. 93% apply social-distancing as a crucial preventive measure. Although after lockdown there was 1.7-fold increase in believing that wearing mask is an effective preventive measure, 37.2% of them do not trust this practice. Also, there was 2.2-fold increase in number of participants who got awareness program during lockdown. Level of students’ knowledge was increased from 73.2% to 81.5% after lockdown. Average knowledge about the role of contaminated tools in disease transmission increased from 33.73% to 75.48%, before and after the lockdown, respectively. After lockdown, 58.1% of participants were anxious and afraid from contact their colleagues and 39.5% missed their classes due to anxiety. Two sources of information affected participants' knowledge in the period after lockdown: university studies (t= 2.149, p- value= 0.038) and source of information from friends (t= 2.6, p- value= 0.013). <b>Conclusions:</b> Our finding suggests that IAU preparatory-year students have acceptable level of knowledge, awareness, and attitudes towards COVID-19 infection. It reflects impact of media on improvement of their preventive measures. Students’ knowledge on COVID-19 pandemic may significantly increase if proactive health education program is designed to target preparatory students.<br>
DOI: 10.6084/m9.figshare.19390571.v1
title: COVID-19 after.sav

description: <b>Background</b> Despite variation in vaccine types against COVID-19 infection and continuous genetic variation in SARS-CoV-2 genome, sticking with preventive measures remains the first choice to reduce risk. <b>Method:</b> Study highlights level of IAU students’ knowledge, attitude, and practice towards SARS-CoV-2 virus infection during lockdown period. A cross-sectional study was conducted in IAU University, eastern province - Saudi Arabia. Data collected from 43 male IAU preparatory year students, through online self-structured questionnaire. Knowledge level was determined using mean score, and chi-squared test and t-test were performed to detect significant differences among various groups. <b>Results:</b> Age group 17- 20 years have better knowledge than other groups (t= 2.03, p- value= 0.049). Majority recognized the typical symptoms and transmission of infection. 93% apply social-distancing as a crucial preventive measure. Although after lockdown there was 1.7-fold increase in believing that wearing mask is an effective preventive measure, 37.2% of them do not trust this practice. Also, there was 2.2-fold increase in number of participants who got awareness program during lockdown. Level of students’ knowledge was increased from 73.2% to 81.5% after lockdown. Average knowledge about the role of contaminated tools in disease transmission increased from 33.73% to 75.48%, before and after the lockdown, respectively. After lockdown, 58.1% of participants were anxious and afraid from contact their colleagues and 39.5% missed their classes due to anxiety. Two sources of information affected participants' knowledge in the period after lockdown: university studies (t= 2.149, p- value= 0.038) and source of information from friends (t= 2.6, p- value= 0.013). <b>Conclusions:</b> Our finding suggests that IAU preparatory-year students have acceptable level of knowledge, awareness, and attitudes towards COVID-19 infection. It reflects impact of media on improvement of their preventive measures. Students’ knowledge on COVID-19 pandemic may significantly increase if proactive health education program is designed to target preparatory students.<br>