cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19387406.v2
title: A data set of distributed global population and water withdrawal from 1960 to 2020

description: The data set provides a set of population density and water withdrawal intensity products from 1960 to 2020 distributed to the administrative units or the corresponding regions. It fills the gaps in the multi-year data set for the accuracy of population density and the intensity of water withdrawal to ensure the accuracy of the time series and the demand of spatially distributed data sets. <br> <br> ” A data set of distributed global population and water withdrawal from 1960 to 2020 “
DOI: 10.6084/m9.figshare.24991419.v1
title: Supplementary materials article: The lipid composition of the exo-metabolome from <i>Haemonchus contortus</i>

description: Additional data set from untarget lipidomics analysis on the lipid profile secreted by the parasitic nematode <i>Haemonchus contortus</i>
DOI: 10.6084/m9.figshare.14423435.v1
title: File 1: Full-length Cyc2PV-1 sequences

description: Full-length nucleotide and amino acid sequence for Cyc2PV-1 expression construct used in purification.
DOI: 10.6084/m9.figshare.23816229.v1
title: Benzene-Methanol-August2023.zip

description: Data repository for pubblication in Nature Communications 2023.
DOI: 10.17632/b2c4gm3n8s
title: Does beautification technology use affect appearance anxiety? 

description: Through beautification technology use (BTU), people can retouch and modify their virtual appearance. Studies of the effect of BTU on appearance anxiety (AA) report contradictory findings, and the influence mechanism remains unclear. This article applies a technology adoption perspective to further investigate. Study 1 employs an experimental method to explore whether BTU predicts an increase in state AA, using data from college students (N = 64). Study 2 (N = 251) and Study 3 (N = 491) then use quota sampling and online surveys of beautification technology users to test the curvilinear relationship between BTU and trait AA. Study 3 further explores the latent mechanisms. 

Hypotheses:
Hypothesis 1: Beautification technology use predicts an increase in state appearance anxiety.
Hypothesis 2: A U-shaped relationship exists between beautification technology use and trait appearance anxiety.
Hypothesis 3: Beautification technology use has a positive effect on body surveillance.
Hypothesis 4: Body surveillance has a positive effect on appearance anxiety.
Hypothesis 5: Body surveillance plays a mediating role between beautification technology use and appearance anxiety.
Hypothesis 7: Perceived control has a positive effect on appearance anxiety.
Hypothesis 8: Perceived control plays a mediating role between beautification technology use and appearance anxiety.
Hypothesis 9: There is a curvilinear (inverted U-shaped) relationship between BTU and positive social feedback, such that the positive relationship diminishes at high levels of BTU.
Hypothesis 10: Positive social feedback has a negative effect on appearance anxiety.
Hypothesis 11: Positive social feedback plays a mediating role between beautification technology use and appearance anxiety.

The findings showed that: (1) BTU predicted an increase in state AA (supporting H1) and had a U-shaped effect on trait AA (supporting H2). (2) Underlying the U-shaped relationship were a series of inconsistent mediating effects: body surveillance was a positive mediator (supporting H3~5) whereas perceived control (intrinsic motivation) and positive social feedback (extrinsic motivation) were negative mediators (supporting H8, 11) . (3) In combination, the linear positive effect and two curvilinear negative effects with diminishing returns explain the U-shape, with AA lowest for relatively moderate BTU. The inconsistent mediation model provides interpretational clarity on why people depend on and indulge in BTU and how this influences AA.
DOI: 10.17632/shy65zhnp8
title: Elements shaping Zambia's GDP-CO2 Nexus: An autoregressive distributed lag approach to cointegration.

description: Time series data for Zambia from 1991 to 2023 detailing GDP per Capita, greenhouse emission per Capita, inflation, unemployment and urbanization population growth rate.
DOI: 10.6084/m9.figshare.21229667.v1
title: CONSORT CHECK LIST study 3

description: Consort check list of the study: <br> A randomized clinical trial of the effects of an eight-week integrated functional core and plyometric training program on young rhythmic gymnasts’ explosive strength
DOI: 10.6084/m9.figshare.25555860.v4
title: 137 individual keratinocytes genotyped from human skin

description: We performed DNA and RNA sequencing of 137 colonies of normal human keratinocytes. To accompany our manuscript, we include summaries of the 137 keratinocyte clones from this study. Each page of the pdf corresponds to an individual keratinocyte clone and is structured similarly as follows:Panel A shows tissue and cellular images, where available, alongside information describing clone size, cell morphology, and anatomic location of the donor tissue.Panel B shows the variant allele fraction of raw calls relative to their validation status. Variant allele fractions indicate how we inferred the mutational status of variants outside of the expressed and phase-able portions of the genome. Variants were either validated as somatic mutations or assumed to be amplification artifacts (i.e. invalidated) based on their patterns in the DNA and RNA sequencing data. Note that variants that were validated as somatic mutations were more likely to have VAFs around 1 or 0.5. This is consistent with variants being either heterozygous (VAFs of 0.5) or homozygous (VAFs of 1). Pathogenic mutations are highlighted in red, while potentially pathogenic mutations are highlighted in orange.Panel C shows copy number alterations called from DNA and RNA sequencing data (red = gain; blue = loss) alongside any identified regions of allelic dropout (blue = mono-allelic dropout; black = bi-allelic dropout). The fraction of each clone with allelic dropout is indicated. As expected, deletions coincided with mono-allelic dropout, and thus we also report the portion of the genome with allelic dropout “excluding deletions” – this is an indicator of our sensitivity to detect mutations.Panel D, where available, depicts phylogenetically related cells, which include the number of similar mutations, unique mutations and the proportion of these mutations that are UV and non-UV.
DOI: 10.6084/m9.figshare.26550406.v2
title: Genome assembly and annotation of black wolfberry (Lycium ruthenicum)

description: A chromosome-level genome of black wolfberry
DOI: 10.14749/27646635
title: National Research and Experimental Development Survey (R&D) 2021-22: All provinces in South Africa - Aggregated

description: <p> This data set contains data on the R&D expenditure by province, type of R&D, research fields, socioeconomic objectives, sources of funds and province. R&D personnel data is also included. The data is recorded for each of the following economic sectors of the South African economy: Business, Government, Higher Education, Not-for-Profit Organisations and Science Councils.</p><p> Response rate = 100 x [Responses / (Responses + Non-responses - Out-of-scopes)], where non-responses include refusals and out-of-scopes include closed down, non-R&D performer, return to sender, untraceable, etc.</p><ul> <li>  Business sector response rate = 100 x [280/(280 + 187 - 32)] = 64.4%</li> <li>  Not-for-profit sector response rate = 100 x [34/(34 + 20 - 4)] = 68.0%</li> <li>  Government sector response rate = 100 x [42/(42 + 26 - 8)] = 70.0%</li> <li>  Science Councils sector response rate = 100 x [11/(11 + 0 - 0)] = 100.0%</li> <li>  Higher Education sector (Public) response rate = 100 x [20/(20 + 6 - 0)] = 76.9%</li> <li>  Higher Education sector (Private) response rate = 100 x [5/(5+ 1 - 0)] =83.3%</li></ul><p> Overall survey response rate = 100 x [392/(392 + 240 - 44)] = 66.7%</p>
DOI: 10.6084/m9.figshare.13398065.v4
title: Expression of 197 surface markers and 462 mRNAs in 15281 cells from blood and bone marrow from a young healthy donor

description: seurat v3 object<br><b>ASSAYS</b>:AB: Antibody expression dataRNA: mRNA expression dataBOTH: Antibody and mRNA expression matrices concatenated<br><b>DIMENSIONALITY REDUCTION</b><b>Projected</b>: Data was projected on the reference dataset MOFAUMAP coordinates.<br><b>METADATA</b>Batch: Sample1 (Bone marrow) or Sample2 (Blood)<br><b>ct</b>: Projected cell type (cell type labels from the reference dataset are used).Idents(object) uses an unsupervised clustering performed on this dataset.<br><br>For the reference dataset, see https://doi.org/10.6084/m9.figshare.13397651.v2<br><b>Changelog</b>v2: Compared to the previous version of the file, projected UMAP coordinates and projected cell type labels were added.<br>v3: Objects were slimmed to correspond to the information described in our study. Data now only contains relevant dimensions reductions and metadata columns; unused RNA and antibody targets were excluded from the objects.v4: Added Batch information back in which was dropped from v2 to v3
DOI: 10.6084/m9.figshare.26068075.v1
title: Liver.h5ad.gz

description: Processed mouse liver Seq-Scope dataset from Cho et al. (<i>Cell</i>, 2021), containing 37,505 cells from 6 normal donors and 4 early-onset liver failure induced by excessive mTORC1 signaling (<i>Tsc1</i><sup><em>Δhep</em></sup><i>/Depdc5</i><sup><em>Δhep</em></sup> or TD model) donors. The cell niches have been identified by scNiche.
DOI: 10.6084/m9.figshare.3526736.v1
title: Full Archive

description: Full Archive
DOI: 10.17632/2cc4dbktp8
title: Dermatology Images: frequent cutaneous findings in neurofibromatosis type 1 - Supplemental Material

description: Supplemental Material for JAAD Dermatology Images: frequent cutaneous findings in neurofibromatosis type 1
DOI: 10.17632/c9zp27tvj6
title: Database of publications in Scopus for a bibliometric study on sexual harassment.

description: The object of this research is the scientific production on "sexual harassment" in the field of social sciences. The type of analysis to be carried out is exploratory, descriptive and quantitative based on the techniques and tools of bibliometric analysis of the documents stored in the Scopus bibliographic database. Systematic literature reviews in research work are very useful for researchers because they help them to delve deeper into the field of study, to know the most cited trends, networks, works and authors, and to raise questions for future research (Muyor and Fernández-Prados, 2021). To these advantages can be added some risks such as "inflated" citations due to self-citation abuses, distinguishing citations to criticise a certain work, defining precise semantic search fields, etc. (Holden, & Barker, 2005). In any case, bibliometric studies contemplate a formal and rigorous procedure that guarantees the quality of the results obtained by using increasingly sophisticated analysis techniques and software and increasingly systematic and complete compilations of scientific publications (Ball, 2020).
The steps followed to delimit the scope of the study were based on the decision of the database to be consulted, the search term and fields, as well as the time interval in which the sample of documents to be analysed would finally be located. Firstly, Scopus was chosen because it is the largest database of abstracts and citations of peer-reviewed literature containing around 25,100 indexed titles including journals, books, proceedings, etc. and some 77.8 million records or documents (Elsevier, 2020). Secondly, the search term selected aims to collect those publications that address the topic or term "sexual harassment" and that appeared in the title, abstract or keyword fields, finding some 7,900 documents. In addition, it was limited to articles published up to and including the year 2020, excluding those published in 2021 and those announced for 2022 as these years are still incomplete, leaving 7,181 documents. Finally, those records confined to the thematic area of the social sciences (Social Sciences) were selected, reducing the final sample to 2,980 documents.
DOI: 10.6084/m9.figshare.19989395.v1
title: Whole genome alignments of Drosophila species

description: Files in this dataset
<br>
<strong>Acalyptratae20.hal</strong>
Whole genome alignments of 20 Drosophila species by progressive cactus
<br>
<strong>supplementary_file_unannotated_alignments.txt</strong>
the alignments of lineage-specific de novo gene candidates, with orthologs in close species and nongenic ortholog regions in outgroup speces.
DOI: 10.17632/wr8xrcghmh
title: Trends in Non-squamous cervical cancer prevalence, histological type, stage, age, and human papillomavirus type in southwest China from 2009 to 2023: A Large Retrospective Study

description: To describe the trends in non-squamous cervical cancer (Non-SCC) prevalence, histological type, stage, age, and human papillomavirus type in southwest China from 2009 to 2024.
DOI: 10.6084/m9.figshare.22138439.v1
title: glove dataset.zip

description: A dataset of 1000 electrical protective gloves
DOI: 10.6084/m9.figshare.26402233.v2
title: Code and dataset

description: Jupyter notebook showing the clustering of materials according to their band structures along with the dataset
DOI: 10.17632/hh8cm45j34
title: EyePACS DR CVS Data

description: Preliminary dataset used to generate abstract for research paper. Courtesy of EyePACs.
DOI: 10.6084/m9.figshare.27763119.v1
title: This is the dataset associated with the paper “Decoupled peak property learning for efficient andinterpretable ECD spectra prediction”.

description: This is a work that utilizes a deep learning framework to predict ECD (Electronic Circular Dichroism) spectra.
DOI: 10.6084/m9.figshare.16811311.v1
title: Political Consumerism in US, UK, and France

description: This is a cross-sectional, cross-national survey project with data collected in 2017 and 2019.
DOI: 10.6084/m9.figshare.5167510.v1
title: MCD - coastal segment level

description: Contains the data on coastal segment level, see table 1 of the reference for detailed information
DOI: 10.6084/m9.figshare.22046615.v1
title: Two recurrent fetal congenital heart defects original data.zip

description: The data containing the Sanger sequencing original results and <strong>ultrasonic image of two cases with recurrent fetal congenital heart defects.</strong>
DOI: 10.6084/m9.figshare.23553249.v1
title: A cytosystematic study of the <i>Dianthus virgineus</i> complex (Caryophyllaceae) in the Central Mediterranean

description: Here are uploaded all 357 FCS files from which RGS values were estimated in this study. We also provided a CSV file containing a legend for population code.
DOI: 10.6084/m9.figshare.29132102.v1
title: Data Available -- Islam-et-al "Dynamicasome" Communications Biology (Nature) 2025

description: This is raw data from a study published on Communications Biology for Nature Journals.
DOI: 10.6084/m9.figshare.2951263.v140
title: UNH-RVAT 3-D Spalart--Allmaras RANS simulation results

description: Results from simulating the UNH-RVAT cross-flow turbine in three dimensions with the Spalart--Allmaras RANS model in OpenFOAM 2.3.x (590d57f32fed). See link below for case files (note: use the `SpalartAllmaras` branch), which include a script for downloading and extracting, as well as scripts for post-processing.
DOI: 10.6084/m9.figshare.7796711.v1
title: Analysis scripts associated with manuscript "Rigorous Large-Scale Educational RCTs are Often Uninformative: Should We Be Concerned?"

description: Scripts to reproduce the analyses from manuscript "Rigorous Large-Scale Educational RCTs are Often Uninformative: Should We Be Concerned?"
DOI: 10.6084/m9.figshare.16992127.v1
title: Water consumption data

description: The database presents the volume of water consumed registered by individual water meters. It presents consumption data of 8 district metered areas (DMA) over a period of 23 months. Four DMAs had its pressure reduced as part of a leakage reduction program and four DMAs did not have its pressure reduced over the period presented.The data base also contains information on private water tanks volume and the pressure before and after the installation of a pressure reduction valve (PRV).
DOI: 10.17632/gz4s5354cd
title: Zigomatic Implants

description: Zigomatic implanst references
DOI: 10.6084/m9.figshare.28522067.v1
title: Supplementary Material for: Risk factors for incomplete occlusion in patients with small intracranial aneurysms (&lt;7mm) after flow-diversion treatment: a multicenter experience

description: Introduction
The indicator of flow diverters (FDs) received approval extension for small (&lt;7 mm) unruptured intracranial aneurysms (UIAs). However, the factors related to aneurysm occlusion remain unclear. Thus, we conducted a multicenter analysis to explore the risk factors for incomplete occlusion (ICO) following FD implantation for small UIAs.

Methods
We retrospectively reviewed patients from 5 comprehensive hospitals in China with small UIAs treated with either Pipeline or Tubridge between September 2018 and September 2022. Baseline data were prospectively collected at admission. The relationship between baseline characteristics and occlusion status was analyzed and multivariate logistic regression models were performed to identify the independently related factors.

Results
A total of 565 patients with 565 small UIAs were enrolled. During a mean angiographic follow-up of 10.64 ± 5.99 months, ICO was detected in 116 cases (20.5%). After adjusting for candidate variables, hypertension (adjusted odds ratio [aOR] = 2.274, 95% confidence interval [CI] = 1.462-3.538, p &lt;0.001), coronary disease (aOR = 2.742, 95%CI = 1.148-6.552, p = 0.023), larger aneurysm size (aOR = 1.833, 95%CI = 1.425-2.356, p &lt;0.001), lower size ratio (SR, aOR = 0.380, 95% CI = 0.166-0.869, p = 0.022), and less coil application (aOR = 0.212, 95% CI = 0.061-0.741, p = 0.015) were independently associated with ICO of small UIAs.

Conclusion
Hypertension, coronary disease, larger aneurysm size, lower SR, and less coil application were independent predictors of ICO for small UIAs after FD implantation. Neurointerventionalists should focus more on blood pressure management and aneurysm morphological assessment in flow-diversion treatment for small UIAs.
DOI: 10.17632/w4ybttxvz7
title: Consumer attitudes, social networks and consumer technology usage

description: This study proposes that the relationship between consumer attitude towards technology and consumer technology usage is strengthened when levels of strong and weak social network ties increase in magnitude. This argument is tested on primary data from 425 mobile banking service users resident in in Kenya. 
The data sets comprise of 
-	An excel worksheet labelled, Mobile banking usage- survey analysis
-	Raw data file labelled, Mobile banking survey final.sav
-	Data Tables labelled – Data tables 
-	Final survey tool labelled – Survey tool – consumer technology usage 
-	Conceptual framework labelled – Figure 1

The hypothesis paths are depicted on the conceptual framework labelled as Figure 1

Hypothesis 1: Favourable perceived usefulness of a technology is positively associated with the extent and frequency of consumer technology usage
Hypothesis 2: favourable perceived ease of use of a technology is positively associated with the extent and frequency of consumer technology usage 
Hypothesis 3: Strong social network ties positively influence the extent and frequency of consumer technology usage
Hypothesis 4: weak social network ties positively influence the extent and frequency of consumer technology usage 
Hypothesis 5: The relationship between perceived usefulness of a technology and consumer technology usage is strengthened when levels of strong social network ties increase in magnitude
Hypothesis 6: The relationship between perceived ease of use of a technology and consumer technology usage is strengthened when levels of strong social network ties increase in magnitude
Hypothesis 7: The relationship between perceived usefulness of a technology and consumer technology usage is strengthened when levels of weak social network ties increase in magnitude
Hypothesis 8: The relationship between perceived ease of use of a technology and consumer technology usage is strengthened when levels of weak social network ties increase in magnitude

The study sampled 1475 residents who were over 18 years of age. After screen for eligibility, total of 425 individuals accounting for 29% of the sampled population met the survey criteria. 

Respondents’ competence 
A three-item scale was used to assess the respondents’ competence. The responses were indicated on a scale of 1 to 7, where 1 indicated “strongly disagree” and 7 indicated “strongly agree”. The results are depicted in Table 1.

Respondents’ characteristics 
Table 2 demonstrates the respondents’ characteristics

Aggregate descriptives   
Table 3 presents the mean scores and standard deviation of each construct. 

Structural model estimation
Ordinary Least Squares (OLS) regression analysis was used to examine the relationship between the independent variable, moderators, and dependent variables. The models are presented in Table 4. 
The equations in Table 4 were used to arrive at regression estimates for the dependent variable, Consumer technology usage as shown in Table 5
DOI: 10.6084/m9.figshare.23804994.v1
title: <b>Fed-batch cultivation of </b><i><b>Euglena gracilis</b></i><b> for the high-yield production and GPC-assisted molecular weight determination of paramylon</b>

description: Raw data for the figures for BBB by Fukuda et.al.
DOI: 10.6084/m9.figshare.16622302.v1
title: Annotation of Acrocephalus scirpaceus genome

description: The softmasked genome assembly of the reed warbler (Acrocephalus scirpaceus) and the softmasked genome assemblies of 9 bird species downloaded from NCBI were used with Mash v. 2.3 to estimate a distance matrix, which was converted into a full matrix and used as input to RapidNJ v. 2.3.2 to create a guide tree based on the neighbour-joining method. Cactus v. 1.3.0 was run with the guide tree and the softmasked genome assemblies as input. We also used Comparative Annotation Toolkit (CAT) v. 2.2.1-36-gfc1623d together with the hierarchical alignment format file from Cactus, with chicken (Gallus gallus) as reference genome, reed warbler as the target genome and the AUGUSTUS species parameter set to ‘chicken’. InterProScan v. 5.34-73 was run on the predicted proteins to find functional annotations, and DIAMOND v. 2.0.7 was used to compare the predicted proteins against UniProtKB/Swiss-Prot release 2021_03. AGAT v. 0.5.3 was used to generate statistics from the GFF3 file with annotations and to add functional annotations from InterProScan and gene names from UniProtKB/Swiss-Prot. We predicted 14,645 protein coding genes.
DOI: 10.6084/m9.figshare.23582403.v2
title: NeuroGen Dataset

description: NeuroGen dataset contains two sessions, six subjects.In session 1, each subject viewed the same set of 480 images. Some subjects didn't complete the full scan.In session 2, each subject viewed different set of 336 images. Some subjects didn't complete the full scan.Please see details of how the data are structured in the README.md file.
DOI: 10.6084/m9.figshare.c.3598085_d5.v1
title: MOESM7 of Skeletal light-scattering accelerates bleaching response in reef-building corals

description: Additional file 7: Table S1a. Nucleotide sequencing. Primers [79â  82] and annealing temperatures used for polymerase chain reaction amplification and nucleotide sequencing.