cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.6848984.v1
title: Opportunity or threat? Public attitudes towards EU freedom of movement

description: This article examines the effect of individual and contextual variables on preference formation towards European Union (EU) freedom of movement. Our multilevel analyses of Eurobarometer data show that citizens with low levels of human capital and strong feelings of national identity are more likely to oppose intra-EU migration. However, we argue that in order to fully grasp variation in public preferences, we need to consider the domestic context. Utilitarian and affective theories have more explanatory power in richer countries, but in less affluent member states support for free movement is evenly high irrespective of individual dispositions. Our findings have implications for the progress of European integration, especially at a time when the EU is in the process of deciding on a course of action about its future direction.
DOI: 10.17605/osf.io/4bt92
title: The Synergistic Impact of Stress Hyperglycemia ratio and Hemoglobin to Red Blood Cell Distribution Width Ratio: A New Paradigm for Enhancing Mortality Prediction After Thrombolysis

description: This is the presented data from the research entitled “The Synergistic Impact of Stress Hyperglycemia Ratio and Hemoglobin to Red Blood Cell Distribution Width Ratio: A New Paradigm for Enhancing Mortality Prediction After Thrombolysis.” This study aims to investigate whether elevated SHR combined with reduced HB/RDW at admission increases the risk of in-hospital mortality, poor functional outcome at hospital discharge, early neurological deterioration, 3-month mortality, and 3-month functional outcomes (excellent functional outcome, functional independence, poor functional outcome) in AIS patients treated with rt-PA compared to those with normal levels of both indices.
DOI: 10.6084/m9.figshare.27905967.v1
title: <b>Plasma carnitine metabolites in early pregnancy and genetic </b><b>pre</b><b>disposition with risk of gestational diabetes mellitus</b>

description: This paper examined the association between plasma carnitine metabolites in early pregnancy and the risk of GDM, and the potential interactions with the genetic predisposition among Chinses women. We conducted a nested case-control study using data from the Tongji-Huaxi-Shuangliu Birth Cohort. Our results showed that several plasma carnitine biomarkers were significantly associated with GDM risk. Additionally, the predictive ability of traditional GDM prediction models was marginally improved by including these carnitine biomarkers. Furthermore, we found significant interactions between two carnitine biomarkers (C16:1 and C16:2) and genetic predisposition on GDM risk.
DOI: 10.6084/m9.figshare.27919209
title: MSLesSeg: baseline and benchmarking of a new Multiple Sclerosis Lesion Segmentation dataset

description: MSLesSeg is a publicly accessible MRI dataset aimed at advancing research in Multiple Sclerosis (MS) lesion segmentation. It includes 115 MRI scans from 75 patients, featuring T1, T2, and FLAIR sequences. The dataset is enriched with supplementary clinical data gathered from multiple sources. Expert-validated annotations provide high-quality lesion segmentation labels, offering a reliable, human-labeled benchmark for evaluating segmentation algorithms.
DOI: 10.6084/m9.figshare.28745315.v2
title: Impact of anthropogenic emission estimates on air quality and human health effects

description: In this study, we use the Community Atmosphere Model version 6 with chemistry (CAM6-Chem), along with the Community Emissions Data System (CEDS), the Copernicus Atmosphere Monitoring Service Global Anthropogenic Emissions (CAMS-GLOB-ANT), and Evaluating the Climate and Air Quality Impacts of Short-Lived Pollutants version 6b (ECLIPSEv6b) inventory, to investigate the impacts of air quality and human health for the year 2015.
DOI: 10.17632/st6fxh2mnb
title: Atomic Philosophy in the Path of Light

description: In the present article contains on each and every particle produce by own method, so there are no any man med unit, but the quantity is same; All calculation done without any power for current unit, and equivalent value of Joule to electron Volt or eV to Joule. Calorie, etc.

 But every number I use with the current unit, how it relates, has been properly mathematically reviewed .
Like one mass = 1.782662 x 10^-36 Kg, one energy = 1.6021766208 x 10^-19 Joule, here 1.782662 and 1.6021766208 unit.
That means if compare with current unit; calculation should be multiplied (or divided) by 10 or, multiplier of 10 like 1000,10000,10,0000 to convert it from current unit to different unit like- Kilogram, gram, meter, second, etc. As per need. 
Each and every Root; square; into; etc. direction of part by part different internal changes of a particle when it create. 

Some new formulas have been discussed with the help of mathematical equations on various aspects of Atom, electrons, and Protons. Visible lights, etc.
And the four primary color of visible light, the relationship of “Pi” to atom is reviewed in a logically, mathematically way. 
Therefore, all readers are requested to read the entire article carefully and with patience. Otherwise it will be difficult to understand the article.
I found the habit of the original and prime, or, root of numbers/digits in them. If the same result is found again and again, and in different way either method, then in the language of science it considered as evidence. From this belief I have tried to present all those calculations in this article.
DOI: 10.17632/vcmcb3yd2s
title: Transactional T10I4D100K

description: The statistical details of this dataset were provided below:

Database size (total no of transactions) : 99935 
Number of items : 870 
Minimum Transaction Size : 1 
Average Transaction Size : 10.101836193525791 
Maximum Transaction Size : 29 
Standard Deviation Transaction Size : 3.667097909135199 
Variance in Transaction Sizes : 13.447741640067324 
Sparsity : 0.9883886940304302

Please cite the following reference:

Rage Uday Kiran, Masaru Kitsuregawa: Efficient discovery of correlated patterns using multiple minimum all-confidence thresholds. J. Intell. Inf. Syst. 45(3): 357-377 (2015)

URL: https://link.springer.com/article/10.1007/s10844-014-0314-7

Disclaimer: This dataset was downloaded from fimi repository - http://fimi.uantwerpen.be/data/
DOI: 10.6084/m9.figshare.23259107.v2
title: stream-chat-react-native - code review analysis

description: Data analysis results on stream-chat-react-native data set - using ESLint and SonarQube
DOI: 10.17632/wbyswm62vv
title: Standardized tensile testing of soft tissue using a 3D printed clamping system

description: Biomechanical testing of soft tissues forms the backbone in the experimental validation of tissue engineering and for modelling purposes. The standardized testing of soft tissues requires different experimental protocols and fixtures compared to hard tissues or non-biological materials due to their characteristics. Some of the most commonly-used clamping methods for soft tissue testing affect the tissues’ mechanical properties as chemicals are involved to decelerate degradation and autolysis. Moreover, they are unsuitable for standardized and high-throughput testing. Material slippage is also a recurrent unwanted influence on the testing routine with impact on measurement validity. Addressing these issues, this protocol presents a clamping system for simplified testing of biological soft tissues with all necessary components manufactured utilizing 3D printing technology. Templates allow trimming the samples into standardized shapes and sizes while preparation tables facilitate clamping in a fixed distance. The key parts of the system are clamps with a pyramid design, which allow to mount biological soft tissues before transferring it into the testing device and minimize material slippage during tensile testing. Flexible holder arms are used to transfer samples from preparation tables into the testing device and simplify positioning. Mechanical testing itself is performed with digital image correlation (DIC) for precise strain measurements. Files included: STL files for 3D printing and CAD files (PTC Creo): Clamp flat pyramids, Clamp flat pyramids, Cutting plate bottom, Cutting plate top, Holder arm, Molding device bottom, Molding device top, Mounting adapters, Preparation table Video: Standardized soft tissue tensile testing Also see publication: Utilization of 3D printing technology to facilitate and standardize soft tissue testing Nature Scientific Reports https://doi.org/10.1038/s41598-018-29583-4
DOI: 10.6084/m9.figshare.19432982.v1
title: Global Seabed Oxygen Uptake (Jorgensen et al., 2022)

description: Global maps of the total sediment oxygen uptake (TOU & DOU) of the seabed at 0.1 x 0.1 degree resolution. Units are in mmol O2 m-2 d-1. No data is given the value of -1.<br>TOU = total oxygen uptakeDOU = diffusive oxygen uptake<br>See Jorgensen et al. (2022; Earth-Science Reviews: "Sediment oxygen consumption: Role in the global marine carbon cycle") for calculations used to derived these global maps.
DOI: 10.6084/m9.figshare.1201734.v3
title: Autonomous Docking station telsa Electric Vehicles

description: Autonomous Docking station telsa Electric Vehicles
DOI: 10.6084/m9.figshare.28835663.v1
title: Supplemental Table 2. Elevated Liver Enzymes in Turner Syndrome: The Role of Low-Grade Inflammation and Hormonal Imbalances.

description: Elevated Liver Enzymes in Turner Syndrome: The Role of Low-Grade Inflammation and Hormonal Imbalances.
DOI: 10.6084/m9.figshare.5121310.v1
title: Supplementary Material for: Food Allergy in Ghanaian Schoolchildren: Data on Sensitization and Reported Food Allergy

description: <i>Background:</i> Epidemiological data on food allergy are scarce in African countries. We studied the prevalence of food sensitization in Ghanaian schoolchildren. <i>Methods:</i> Children (5–16 years; n = 1,714) from 9 Ghanaian schools were given parental consent to participate in the study. Adverse reactions and food consumption were determined by a questionnaire and atopy by skin prick testing (SPT) to peanut and 6 fruits. Subjects with positive SPTs were considered cases (n = 43) and matched with at least 1 control (n = 84), using age, sex, and school as matching criteria. Serum samples from case-control sets were analyzed for specific IgE (sIgE) to foods that elicited a positive SPT response in cases. <i>Results:</i> Overall, 11% of 1,407 children reported adverse reactions to foods, and 5% of 1,431 children showed a positive SPT reaction mostly directed against peanut and pineapple (both 2%). Although there was a positive association between adverse reactions and SPT responses to any food allergen in the urban children (adjusted OR = 3.6, 95% CI 1.2–10.8), most of the reported adverse reactions were not in children showing an SPT reaction to the specific food item. sIgE sensitization was very variable for the different foods, ranging from 0 to 100% in cases, and from 0 to 25% among controls. High IgE levels for a food item significantly increased the risk of SPT positivity to any food item in the urban, but not in the rural, schoolchildren. <i>Conclusions:</i> Specific foods were identified to be allergenic in Ghana. We show a good association between SPT and sIgE in urban, but not in rural, schoolchildren. However, there was no clear association between reported adverse reactions to food and SPT or sIgE.
DOI: 10.6084/m9.figshare.12142101.v1
title: Laporte 2020

description: Datasets and figures for the publication
DOI: 10.6084/m9.figshare.22709869.v1
title: Supplemental Tables.docx

description: Tables: EDCs, beta-cell function and risk of diabetes
DOI: 10.6084/m9.figshare.26106120.v1
title: Track measurements from Sauropod dinosaur tracks from the Purbeck Group (Early Cretaceous) of Spyway Quarry, Dorset, UK

description: Supplementary Table 1. Automated circularity and maximum diameter track measurements generated from Figure 4 in ImageJ.
DOI: 10.6084/m9.figshare.27050839.v1
title: do file.do

description: Transparency is often advocated as a key strategy for increasing public trust in government, but empirical findings on its effectiveness remain inconclusive. By integrating an information processing perspective with transparency literature, this study argues that citizens interpret government information differently based on their media use patterns, partisan identity, and values, which in turn leads to varying effects of transparency on trust in government. Using individual-level survey data combined with provincial-level data from China, the study finds that transparency on provincial government websites is positively correlated with trust in local government. This positive effect is particularly pronounced among CCP members, individuals who frequently use traditional media, and those with stronger authoritarian values.
DOI: 10.6084/m9.figshare.3563097.v1
title: Appendix C. Parameter estimates obtained using TMB for models fitted to the ringed seal data.

description: Parameter estimates obtained using TMB for models fitted to the ringed seal data.
DOI: 10.6084/m9.figshare.12580328.v2
title: COVID-19 Chest X-Ray Image Repository

description: Dataset of publicly available images from COVID-19 positive patients collected from various sources over the net. All images are chest x-rays from frontal view (AP or PA). There is a <i>ZIP </i>file containing <b>755 </b>images.<br>Note that some of the images are from pediatrics and/or from early-stage patients with no specific image findings noted by the radiologist; but all of them are from PCR-positive cases. Related guideline and details are available in the related GitHub repo.
DOI: 10.6084/m9.figshare.21118915.v2
title: Feline environmental variables data

description: Data used in the in the analysis of the article "Fearfulness associates with problematic behaviours and poor socialization in cats".* Mikkola S, Salonen M, Hakanen E, Lohi H (2022) Fearfulness associates with problematic behaviours and poor socialization in cats. <em>iScience x.</em>
DOI: 10.6084/m9.figshare.24012681.v1
title: Ethical Approval in Indonesia

description: The Approval from Ethical Research Board Faculty of Nursing Universitas Indonesia
DOI: 10.6084/m9.figshare.25245436.v1
title: treefile in the Fig. 2

description: treefile in the Fig. 2Bacteria: bac_output.treefileArchaea: ar53_output.treefile
DOI: 10.6084/m9.figshare.28777946.v1
title: Supplementary Material for: Quality of Life after Deep Brain Stimulation: A primary versus secondary dystonia comparative study

description: Introduction. Generalized dystonia is a motor disorder causing major limitations in daily living activities. Deep brain stimulation (DBS) is an established therapy for primary disorders, but its efficacy in secondary ones remains variable. Although quality of life (QoL) assessment is crucial in disabling conditions to understand the comprehensive impact of surgical treatment on daily life, the available questionnaires are not well adapted. 
Methods. Herein, QoL after DBS was evaluated using a “homemade” scale. The DBS-QoL scale is a new questionnaire specifically designed for generalized dystonia patients. 
Results. Twenty-one DYT1 patients and 40 cerebral palsy patients underwent GPi-DBS during the inclusion period. Clinical improvement was measured using the BFMDRS and compared to QoL evolution using the DBS-QoL. We identified a significant positive impact of DBS on motor and functional aspects for both groups, with superior gains in DYT1 patients. In this group, we found significant improvement in functional aspects, whereas in perinatal hypoxic patients, the opposite trend was reported, with better satisfaction in terms of wellbeing. Across both etiologies, patients expressed satisfaction with the surgical outcomes (83%).
Conclusion. QoL assessment, using a dedicated scale, was shown to complement BFMDRS, enhancing the detection of subtle symptom improvements in DBS-treated patients.
DOI: 10.6084/m9.figshare.8170925.v1
title: Rough and trimmed data in ovo virus infection

description: Rough and trimmed data of honey bee breeding for suppressed in ovo virus infection, together with data on the kinship of the tested queens (pedigree). This allowed us to estimated the heritabilities of different traits related to in ovo virus infection.<br>
DOI: 10.17632/9z3s9yph4t
title: High Lexical Construal Levels Decrease Negativity Bias in Online Reading: Evidence from Recognition and Eye-tracking Experiments

description: Negativity bias in online reading widely occurs and leads to harmful results at the individual and social levels, but few studies have examined how to reduce this negativity bias from the perspective of negative words. This study aimed to examine whether and how high lexical construal levels decrease negativity bias in online reading via a recognition memory experiment and an eye-tracking experiment. In Study 1, a total of 70 participants (36 females) finished the recognition memory experiment. The results revealed the existence of negative memory bias in online reading and that high lexical construal levels decreased this bias by decreasing the sensitivity and decision criteria of negative words. In Study 2, a total of 53 participants (36 females) finished the eye-tracking experiment. The results indicated that at low lexical construal levels, participants allocated more cognitive resources to positive words, while at high lexical construal levels, the allocation of cognitive resources to negative and positive words was balanced. These findings highlight the possible mechanism by which high lexical construal levels decrease negativity bias in online reading.
DOI: 10.6084/m9.figshare.19091444.v2
title: ,,,

description: ED triage
DOI: 10.17632/s3tbk5796t
title: Executive Functions in Primary Progressive Aphasia: a Meta-Analysis

description: This dataset hold the research data used for the meta-analysis on executive functions in primary progressive aphasia. It includes: (1) data extraction table, with all data extracted from all included articles, (2) PRISMA checklist, (3) references of all included articles, (4) R markdown document including script and results.
DOI: 10.6084/m9.figshare.19403069.v4
title: Representing dynamic lanes in road network models

description: <br> These codes and data are aimed at constructing time-dependent road network model to represent the time-dependent topological relationships among lanes. We shared data and core codes in the figshare repository. The descriptions of files are as follows: Data Folder: The file contains road data for testing.<br> <br> <br> Code Folder: Code of time-dependent road network model construction and update. <br>
DOI: 10.6084/m9.figshare.23935269.v1
title: ChatGPT-generated help produces learning gains equivalent to human tutors on mathematics skills

description: This dataset contains 274 rows corresponding to the 274 learners participating in a 3x4 study where participants were randomly assigned to one of three mathematics hint conditions (ChatGPT, Human tutor, No hints) and one of four lessons from OpenStax Elementary Algebra, Intermediate Algebra, College Algebra, or Statistics textbooks. Participants were recruited from Mechanical Turk. Columns of the dataset contain the anonymous userID of the participants (anonUserID), the lesson they were assigned to, the hint condition they were assigned to, their percent correct on a three-item preTest and postTest, the sessionTime in seconds, the number of total questions answered (3 pre test + 5 condition + 3 post test), and the learningGain (post-test - pre-test).
DOI: 10.6084/m9.figshare.25515019.v1
title: Several samples visually interpreted from the very high-resolution images from Google Earth for rice mapping research in China

description: A dataset for several samples visually interpreted from the very high-resolution images from Google Earth for rice mapping research in China.The file format is GeoParquet, and the geometries are Polygons, which contain three fields: covertype, region, and year, which represent the covertype code, the name of the provincial administrative region, and the year of the polygon, respectively. The meanings of the covertype codes are as follows:0: non-cropland (natural vegetation, built-up areas, water bodies...)1: single-season rice (certain)2: double-season rice (certain)3: rice (uncertain whether it is single- or double-season rice)4: other crops (maize, soybean, peanut...)5: non-rice (maize, soybean, peanut, natural vegetation, built-up areas, water bodies...)
DOI: 10.6084/m9.figshare.28279997.v2
title: CNTC Chinese News Text Classification Dataset

description: The CNTC corpus is a public dataset available on the Baidu PaddlePaddle AI Studio platform, containing 668,854 text samples. It covers multiple news categories, providing comprehensive support for text classification tasks across different domains and making it suitable for various text mining scenarios. The CNTC corpus exhibits a significant imbalance in category distribution.
DOI: 10.6084/m9.figshare.c.3614981_d4.v1
title: Additional file 2: of Strong ground motion in the Kathmandu Valley during the 2015 Gorkha, Nepal, earthquake

description: TVU001504250611.dat. Strong motion acceleration data at TVU station. (DAT 606 kb)
DOI: 10.17632/5p8y8s88xp
title: Data for: Distinct Neural Responses to Social and Semantic Violations: An N400 Study

description: Event-related potential and behavioral data with SAS scripts.
DOI: 10.17632/zzf3x4gs24
title: Tim-3-CD4+T cell C3 RNA-seq

description: Research hypothesis: How does Tim-3+T cell profile regulate the function of T cells
RNA-seq analysis data of Tim-3-CD4+T cells sorted by flow sorting technology
DOI: 10.6084/m9.figshare.3520901.v1
title: Appendix A. Tables and figures describing study sites, ANOVA results , model selection , experimental design, seed traps, seed sample histograms, and nonmetric scaling plots with three axes.

description: Tables and figures describing study sites, ANOVA results , model selection , experimental design, seed traps, seed sample histograms, and nonmetric scaling plots with three axes.
DOI: 10.25452/figshare.plus.19629864.v5
title: RNA-seq Titration Results supporting "Cross-platform normalization enables machine learning model training on microarray and RNA-seq data simultaneously"

description: This data accompanies the manuscript "Cross-platform normalization enables machine learning model training on microarray and RNA-seq data simultaneously" by Foltz, Taroni, and Greene https://doi.org/10.1038/s42003-023-04588-6 Please refer to our github page. The file contains all the raw input data, output files needed for plotting, and the intermediate files (including models and normalized data) from one repeat (seed 3274). <br> Abstract: Large compendia of gene expression data have proven valuable for the discovery of novel biological relationships. Historically, the majority of available RNA assays were run on microarray, while RNA-seq is now the platform of choice for many new experiments. The data structure and distributions between the platforms differ, making it challenging to combine them directly. Here we perform supervised and unsupervised machine learning evaluations to assess which existing normalization methods are best suited for combining microarray and RNA-seq data. We find that quantile and Training Distribution Matching normalization allow for supervised and unsupervised model training on microarray and RNA-seq data simultaneously. Nonparanormal normalization and z-scores are also appropriate for some applications, including pathway analysis with Pathway-Level Information Extractor (PLIER). We demonstrate that it is possible to perform effective cross-platform normalization using existing methods to combine microarray and RNA-seq data for machine learning applications.