cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6973273
title: Dataset of micromagnetic simulations on magnetic unstable zone (#2022JB024876)

description: The files attached below are all the raw data that support the figures in paper #2022JB024876.
DOI: 10.5281/zenodo.6973411
title: CARE 2D denoising and upsampling example data

description: Example data for 2D CARE denoising/upsampling consisting of pairs of low and high signal-to-noise ratio (SNR) 2D images of cells. The high SNR images are acquistions of Human U2OS cells taken from the Broad Bioimage Benchmark Collection and the low SNR images were created by synthetically adding strong read-out and shot-noise and applying pixel binning of 2x2, thus mimicking acquisitions at a very low light level.
DOI: 10.5281/zenodo.6973410
title: CARE 2D denoising and upsampling example data

description: Example data for 2D CARE denoising/upsampling consisting of pairs of low and high signal-to-noise ratio (SNR) 2D images of cells. The high SNR images are acquistions of Human U2OS cells taken from the Broad Bioimage Benchmark Collection and the low SNR images were created by synthetically adding strong read-out and shot-noise and applying pixel binning of 2x2, thus mimicking acquisitions at a very low light level.
DOI: 10.5281/zenodo.6973396
title: visuAAL Skin Segmentation Dataset

description: The visuAAL Skin Segmentation Dataset contains 46,775 high quality images divided into a training set with 45,623 images, and a validation set with 1,152 images. Skin areas have been obtained automatically from the FashionPedia garment dataset. The process to extract the skin areas is explained in detail in the paper 'From Garment to Skin: The visuAAL Skin Segmentation Dataset'. If you use the visuAAL Skin Segmentation Dataset, please, cite: https://doi.org/10.5281/zenodo.6973396 https://doi.org/10.1007/978-3-031-13321-3_6 How to use: Download the FashionPedia dataset from https://fashionpedia.github.io/home/Fashionpedia_download.html Download the visuAAL Skin Segmentation Dataset. The dataset consists of two folders, namely train_masks and val_masks. Each folder corresponds to the training and validation sets in the original FashionPedia dataset. After extracting the images from FashionPedia, for each image existing in the visuAAL skin segmentation dataset, the original image can be found with the same name (file_name in the annotations file). A sample of image data in the FashionPedia dataset is: {'id': 12305, 'width': 680, 'height': 1024, 'file_name': '064c8022b32931e787260d81ed5aafe8.jpg', 'license': 4, 'time_captured': 'March-August, 2018', 'original_url': 'https://farm2.staticflickr.com/1936/8607950470_9d9d76ced7_o.jpg', 'isstatic': 1, 'kaggle_id': '064c8022b32931e787260d81ed5aafe8'} NOTE: Not all the images in the FashionPedia dataset have the correponding skin mask in the visuAAL Skin Segmentation Dataset, as there are images in which only garment parts and not people are present in them. These images were removed when creating the visuAAL Skin Segmentation Dataset. However, all the instances in the visuAAL skin segmentation dataset have their corresponding match in the FashionPedia dataset.
DOI: 10.5281/zenodo.6973395
title: visuAAL Skin Segmentation Dataset

description: The visuAAL Skin Segmentation Dataset contains 46,775 high quality images divided into a training set with 45,623 images, and a validation set with 1,152 images. Skin areas have been obtained automatically from the FashionPedia garment dataset. The process to extract the skin areas is explained in detail in the paper 'From Garment to Skin: The visuAAL Skin Segmentation Dataset'. If you use the visuAAL Skin Segmentation Dataset, please, cite: https://doi.org/10.5281/zenodo.6973396 https://doi.org/10.1007/978-3-031-13321-3_6 How to use: Download the FashionPedia dataset from https://fashionpedia.github.io/home/Fashionpedia_download.html Download the visuAAL Skin Segmentation Dataset. The dataset consists of two folders, namely train_masks and val_masks. Each folder corresponds to the training and validation sets in the original FashionPedia dataset. After extracting the images from FashionPedia, for each image existing in the visuAAL skin segmentation dataset, the original image can be found with the same name (file_name in the annotations file). A sample of image data in the FashionPedia dataset is: {'id': 12305, 'width': 680, 'height': 1024, 'file_name': '064c8022b32931e787260d81ed5aafe8.jpg', 'license': 4, 'time_captured': 'March-August, 2018', 'original_url': 'https://farm2.staticflickr.com/1936/8607950470_9d9d76ced7_o.jpg', 'isstatic': 1, 'kaggle_id': '064c8022b32931e787260d81ed5aafe8'} NOTE: Not all the images in the FashionPedia dataset have the correponding skin mask in the visuAAL Skin Segmentation Dataset, as there are images in which only garment parts and not people are present in them. These images were removed when creating the visuAAL Skin Segmentation Dataset. However, all the instances in the visuAAL skin segmentation dataset have their corresponding match in the FashionPedia dataset.
DOI: 10.6084/m9.figshare.20417991
title: Time-resolved transcriptomic and proteomic data of Pseudomonas aeruginosa PA14

description: Time-resolved transcriptomic and proteomic data of Pseudomonas aeruignosa PA14 growing in LB media as described in Witte et. al (2022). For detailed description check the following link:
DOI: 10.6084/m9.figshare.20417991.v1
title: Time-resolved transcriptomic and proteomic data of Pseudomonas aeruginosa PA14

description: Time-resolved transcriptomic and proteomic data of Pseudomonas aeruignosa PA14 growing in LB media as described in Witte et. al (2022). For detailed description check the following link:
DOI: 10.17034/d9707141-e891-4f0a-a610-43a99602f516
title: Survey questionnaire for critical care researchers and clinicians

description: Critical care researchers and clinicians were surveyed on issues concerning healthcare research in general. The overall objective of this survey was to obtain the views of clinicians and researchers about the importance of early phase trials, the use of surrogate outcomes and outcome standardisation. Another objective was to prioritise the outcomes identified in the systematic review, based on its relevance in clinical decision making, research and overall importance. The questions to the clinicians and researchers were specific to critical care studies. Dataset is embargoed until 31 July 2025.
DOI: 10.17034/1438b348-dbb9-42b9-9d11-e532e6c32ccf
title: Surrogate outcome measures

description: A surrogate endpoint is a biomarker intended to substitute for a clinical endpoint that should predict clinical benefit or harm or lack of both (definition by National Institute of Health working group). A valid surrogate measure should aid the diagnosis of the disease, be able to predict the clinical endpoint and be able to monitor the response to the intervention. An ideal surrogate outcome measure should mediate all mechanisms of action to the clinical endpoint. Note Figure 1 of this dataset shows an ideal surrogate outcome measure. Figure 2 shows invalid markers. This dataset is embargoed until 31 July 2025.
DOI: 10.17034/9313f094-a717-436a-b095-5faddcd1c593
title: Search strategy dataset

description: The search strategy was used to select randomised control trial articles from three databases, MEDLINE (Medical Literature Analysis and Retrieval System Online, or MEDLARS Online) is a bibliographic database of life sciences and biomedical information, EMBASE (Excerpta Medica dataBASE) and CINAHL (Cumulated Index to Nursing and Allied Health Literature) from six critical care journals, American journal of respiratory & critical care medicine, Lancet respiratory medicine, Chest, Critical care medicine and Intensive care medicine. This dataset is embargoed until 31 July 2025.
DOI: 10.11583/dtu.19672470.v1
title: Insulation Thickness Optimizer, ITO

description: The Excel file contains an interactive tool, ITO, standing for "Insulation Thickness Optimizer". The purpose is to make it quick and straightforward to identify the insulation thickness with minimum CO2 emissions. The tool is developed for Copenhagen, nine Greenlandic destinations and eight insulation products. <br> The necessary inputs are: - The building location - The insulation type - How the waste is handled - ESL, Estimated Service Life of the building <br> These basic inputs produce the following outputs: - Eopt, the minimum possible emissions - dopt, the corresponding insulation thickness to Eopt <br> Formulas, inputs and parameters can be adjusted for the tool, ITO, to fit any location, insulation material and other conditions. <br> To use the tool it is necessary to have a license for Excel. <br> The reference to the peer-reviewed article will be added when it has been published. <br> Please cite this work as: N.K. Friis. 2022. Insulation Thickness Optimizer, ITO. Dataset. Technical University of Denmark, 10.11583/DTU.19672470. <br> This work is licensed under a CCBY 4.0 license. <br> Contact: Naja Kastrup Friis, https://orcid.org/0000-0002-1371-573X nfri@dtu.dk
DOI: 10.17034/672f458d-fc0f-4758-b488-3a34ea21627d
title: Systematic review dataset

description: Randomised controlled trials published in six journals in the critical care category with the highest impact factor at the time was included in the sytematic review. All interventions, pharmacological, non-pharmacological and medical device were included in this review, based on the assumption that the studies aimed to improve the clinical and efficacy outcomes of the patients and these outcomes were similar across several types of interventions. There are three sheets in the excel sheet. The first sheet is the selected articles for the systematic review. The second sheet is the outcome extracted and the third sheet is the outcome extraction form. Note this dataset is available as xlsx (with 4 tabs),. The dataset is also available in cvs format (with each tab of the xlsx saved as separate file). The dataset is embargoed until 31 July 202
DOI: 10.17034/ff193212-be13-44a7-839d-850aad4f19e3
title: Correspondence inviting interested participants to partake in research

description: The UK Clinical Research Collaboration (UKCRC) collaboration brings together UK research funding bodies, universities, National Health Service (NHS), regulatory authorities, pharmaceutical industries, and patients. This dataset is correspondence (an email) which included the survey link (Email to UKCRC Network) was circulated to the Statisticians and Health Economists within the network by the Programme Director. The participants were able to access the survey to provide their responses anonymously. Allstat is a UK-based worldwide email broadcast system for the statistical community. An email inviting the interested participants (Initial Email to ALLSTAT) was circulated on the mailing list. Interested participants were requested to get in touch via email. The participants who had shown interest in the initial invite were emailed information on the survey which included the survey link (Email to ALLSTAT with Survey Information and Survey Link).
DOI: 10.17034/50009d99-6644-4d45-a8c5-5f0bdb7565b9
title: Survey questionnaire for statisticians and methodologists

description: Statisticians and health economists were surveyed on issues concerning healthcare research in general. The objective of the survey was to gather the views on the relevance of Phase II studies and to gather views on the use of surrogate outcome measures in health care research. Statisticians and health economists were contacted through UK Clinical Research Collaboration (UKCRC) network and Allstat mailing list. The dataset is embargoed until 31 July 2025.
DOI: 10.5281/zenodo.6913816
title: era5 monthly solar radiation, rain, 100m wind

description: era5 monthly solar radiation, rain, 100m wind
DOI: 10.5281/zenodo.6913815
title: era5 monthly solar radiation, rain, 100m wind

description: era5 monthly solar radiation, rain, 100m wind
DOI: 10.5281/zenodo.6972738
title: Data for GEN

description: These data are from GDSC and for GEN; specifically, the cancer drug response prediction task.
DOI: 10.5281/zenodo.6562495
title: Data for GEN

description: These data are from GDSC and for GEN; specifically, the cancer drug response prediction task.
DOI: 10.5525/gla.researchdata.1304
title: Rapid and Selective Generation of H2S within Mitochondria Protects Against Cardiac Ischemia-Reperfusion Injury
DOI: 10.3886/e119372v1-124740
title: Data and Code for: The Political Impact of Immigration: Evidence from the United States

description: This paper studies the impact of immigration to the United States on the vote share for the Republican Party using county-level data from 1990 to 2016. Our main contribution is to show that an increase in high-skilled immigrants decreases the share of Republican votes, while an inflow of low-skilled immigrants increases it. These effects are mainly due to the indirect impact on existing citizens' votes and this is independent of the origin country and race of immigrants. We find that the political effect of immigration is heterogeneous across counties and depends on their skill level, public spending and non-economic characteristics.<br><br><br>
DOI: 10.5281/zenodo.6837701
title: Supplementary Data for "Phosphorus variations in volcanic sequences reveal the linkage between regional tectonics and terrestrial biota evolution" in G-Cubed.

description: Supplementary data tables for Ma et al. (2022) associated with the paper entitled "Phosphorus variations in volcanic sequences reveal the linkage between regional tectonics and terrestrial biota evolution" published in <em>G-Cubed</em>.
DOI: 10.5281/zenodo.6837700
title: Supplementary Data for "Phosphorus variations in volcanic sequences reveal the linkage between regional tectonics and terrestrial biota evolution" in G-Cubed.

description: Supplementary data tables for Ma et al. (2022) associated with the paper entitled "Phosphorus variations in volcanic sequences reveal the linkage between regional tectonics and terrestrial biota evolution" published in <em>G-Cubed</em>.
DOI: 10.5281/zenodo.6837442
title: Supplementary Data for "Phosphorus variations in volcanic sequences reveal the linkage between regional tectonics and terrestrial biota evolution" in G-Cubed.

description: Supplementary data tables for Ma et al. (2022) associated with the paper entitled "Phosphorus variations in volcanic sequences reveal the linkage between regional tectonics and terrestrial biota evolution" published in <em>G-Cubed</em>.
DOI: 10.5281/zenodo.6837441
title: Supplementary Data for "Phosphorus variations in volcanic sequences reveal the linkage between regional tectonics and terrestrial biota evolution" in G-Cubed.

description: Supplementary data tables for Ma et al. (2022) associated with the paper entitled "Phosphorus variations in volcanic sequences reveal the linkage between regional tectonics and terrestrial biota evolution" published in <em>G-Cubed</em>.
DOI: 10.6084/m9.figshare.20448489
title: Ultrasound-based adaptive prosthetic control dataset (UltraPro)

description: This is a ultrasound-based adaptive prosthetic control dataset . Detailed description will be added a little bit later.
DOI: 10.5519/qd.hejbiqmf
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (71 records)
DOI: 10.22008/fk2/oxutji/tje1l8
title: SchovsboNielsen2017GasdataSuplementarydata.xlsx

description: :unav
DOI: 10.22008/fk2/oxutji
title: Replication Data for: "Generation and origin of natural gas in Lower Palaeozoic shales from southern Sweden"

description: Head Space and sorbed gas Measurements
DOI: 10.6084/m9.figshare.19739023
title: DATA KEVIN SURVEY 3 AUGUST 2021

description: <br> This data is derived from a cross-sectional survey used to collect primary data from 211 randomly selected cage operators (98) and pond farmers (113) in Kenya's Siaya, Kisumu, and Homabay Counties between December 2020 and April 2021. It includes variables relating to the relationship between TAM constructs, namely Perceived Ease of Use (PEOU), Perceived Usefulness (PU), Attitude towards Use (ATT), and Behavioral Intention (BI) to use Black Soldier Fly Larvae in Aquaculture.
DOI: 10.6084/m9.figshare.19739023.v4
title: DATA KEVIN SURVEY 3 AUGUST 2021

description: <br> This data is derived from a cross-sectional survey used to collect primary data from 211 randomly selected cage operators (98) and pond farmers (113) in Kenya's Siaya, Kisumu, and Homabay Counties between December 2020 and April 2021. It includes variables relating to the relationship between TAM constructs, namely Perceived Ease of Use (PEOU), Perceived Usefulness (PU), Attitude towards Use (ATT), and Behavioral Intention (BI) to use Black Soldier Fly Larvae in Aquaculture.
DOI: 10.5519/qd.gsqx0ata
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (29 records)
DOI: 10.34740/kaggle/dsv/4043651
title: YouTube Daily
DOI: 10.6084/m9.figshare.20448570
title: Social vitality.sav

description: This Spss data is associated with the social vitality of university students and their experience quality
DOI: 10.6084/m9.figshare.12988619.v1
title: Reliability and validity of Persian versions of Mini-BESTest and Brief-BESTest in persons with Parkinson’s disease

description: Mini-BESTest and Brief-BESTest are used to assess balance in patients with a wide range of balance disorders. While there are Persian versions of Mini-BESTest and Brief-BESTest, the psychometric properties have not been thoroughly evaluated. This study aimed to assess the reliability and validity of the Persian versions of Mini-BESTest and Brief-BESTest in persons with Parkinson’s disease (PD). Three medical students rated videotaped performances of 49 individuals with PD on the Persian Mini-BESTest, Persian Brief-BESTest, and Berg balance scale (BBS). Healthy adults were matched with persons having PD in terms of age and gender. There were no floor and ceiling effects. Inter- and intra-rater reliability was excellent (ICC = 0.965–0.973). The minimal detectable changes were 2.37 and 3.47 for Persian versions of Mini-BESTest and Brief-BESTest, respectively. The Persian versions of Mini-BESTest and Brief-BESTest had very good correlations with BBS (r &gt; 0.7) confirming construct validity. There was a very good correlation between the Mini-BESTest and the Brief-BESTest total scores (r = 0.78). There were significant differences between the persons with PD and healthy adults on both tests supporting discriminant validity. Significant differences in balance performances across Hoehn and Yahr stages were found which supported known-groups validity. The Persian versions of Mini-BESTest and Brief-BESTest are reliable and valid instruments for balance evaluation in persons with PD. Further study to determine the reliability and validity of both tests when examining patients in real-time in the clinic is warranted.
DOI: 10.6084/m9.figshare.12988619
title: Reliability and validity of Persian versions of Mini-BESTest and Brief-BESTest in persons with Parkinson’s disease

description: Mini-BESTest and Brief-BESTest are used to assess balance in patients with a wide range of balance disorders. While there are Persian versions of Mini-BESTest and Brief-BESTest, the psychometric properties have not been thoroughly evaluated. This study aimed to assess the reliability and validity of the Persian versions of Mini-BESTest and Brief-BESTest in persons with Parkinson’s disease (PD). Three medical students rated videotaped performances of 49 individuals with PD on the Persian Mini-BESTest, Persian Brief-BESTest, and Berg balance scale (BBS). Healthy adults were matched with persons having PD in terms of age and gender. There were no floor and ceiling effects. Inter- and intra-rater reliability was excellent (ICC = 0.965–0.973). The minimal detectable changes were 2.37 and 3.47 for Persian versions of Mini-BESTest and Brief-BESTest, respectively. The Persian versions of Mini-BESTest and Brief-BESTest had very good correlations with BBS (r &gt; 0.7) confirming construct validity. There was a very good correlation between the Mini-BESTest and the Brief-BESTest total scores (r = 0.78). There were significant differences between the persons with PD and healthy adults on both tests supporting discriminant validity. Significant differences in balance performances across Hoehn and Yahr stages were found which supported known-groups validity. The Persian versions of Mini-BESTest and Brief-BESTest are reliable and valid instruments for balance evaluation in persons with PD. Further study to determine the reliability and validity of both tests when examining patients in real-time in the clinic is warranted.
DOI: 10.5281/zenodo.6427379
title: Identification of Performance Changes at Code Level (Measurement Configuration Dataset)

description: <strong>Measurement Configuration Dataset </strong> <em>This is the anonymous reviewing version; the source code repository will be added after the review.</em> This dataset provides reproduction data for performance measurement configuration at source code level in Java. The measurement data can be obtained using the precision-experiments repository https://anonymous.4open.science/r/precision-experiments-C613/ (Examining Different Repetition Counts) yourself. These data conatained here are the data we obtained from execution on i7-4770 CPU @ 3.40GHz. The analysis was tested on Ubuntu 20.04 and gnuplot 5.2.8. It will not work with older gnuplot versions. To execute the analysis, extract the data by <pre><code class="language-bash">tar -xvf basic-parameter-comparison.tar tar -xvf parallel-sequential-comparison.tar</code></pre> and afterwards build the precision-experiments repo and execute the analysis by <pre><code class="language-bash">cd precision-experiments/precision-analysis/ ../gradlew fatJar cd scripts/configuration-analysis/ ./executeCompleteAnalysis.sh ../../../../basic-parameter-comparison ../../../../parallel-sequential-comparison</code></pre> Afterwards, the following files will be present: <strong>precision-experiments/precision-analysis/scripts/configuration-analysis/repetitionHeatmaps/heatmap_all_en.pdf</strong> (Heatmaps for different repetition counts) <strong>precision-experiments/precision-analysis/scripts/configuration-analysis/repetitionHeatmaps/heatmap_outlierRemoval_en.pdf </strong>(Heatmap with and without outlier removal for 1000 repetitions) <strong>precision-experiments/precision-analysis/scripts/configuration-analysis/histogram_outliers_en.pdf</strong> (Histogram of the outliers) <strong>precision-experiments/precision-analysis/scripts/configuration-analysis/heatmap_parallel_en.pdf </strong>(Heatmap with sequential and parallel execution)
description: Data will be de-anonymized after reviews