cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.16811701.v1
title: Environmental data used for PCA, and site age

description: A dataset established in 2017 containing environmental data from the CityScapeLabs research platform in Berlin, Germany.This dataset is a subset of the main CityScapeLabs dataset which was used in the paper titled "Soil physico-chemical properties change across an urbanity gradient in Berlin", currently in review.<br>Data was collected by Lena Fiechter, Moritz von der Lippe and Anne Hiller, with one additional parameter added by James Whitehead.<br>For more details on the CityScapeLab research platform please see:von der Lippe, M.; Buchholz, S.; Hiller, A.; Seitz, B.; Kowarik, I. CityScapeLab Berlin: A Research Platform for Untangling Urbanization Effects on Biodiversity. <em>Sustainability</em> 2020, <em>12</em>, 2565. https://doi.org/10.3390/su12062565<br>
DOI: 10.6084/m9.figshare.20422254.v2
title: Tree and scripts used for biogeography and other downstream analysis

description: This tree was used to reconstruct the ancestral biogeography and estimate divergence times
DOI: 10.6084/m9.figshare.23504301.v1
title: Field_Data_Faults.xlsx

description: Faults measurements taken during the field campaign in Northern Peloponnese and Corinth Rift southern margin
DOI: 10.6084/m9.figshare.3523907.v1
title: Appendix C. An example data input file for the ectotherm model.

description: An example data input file for the ectotherm model.
DOI: 10.6084/m9.figshare.7040582.v1
title: Additional file 1: of Effectiveness of skull X-RAY to determine cochlear implant insertion depth

description: Data. (XLSX 622 kb)
DOI: 10.6084/m9.figshare.8218940.v1
title: Accelerated Discovery of Efficient Solar-cell Materials using Quantum and Machine-learning Methods :Spectroscopic limited maximum efficiency (SLME) data

description: Solar-energy plays an important role in solving serious environmental problems and meeting high-energy demand. However, the lack of suitable materials hinders further progress of this technology. Here, we present the largest inorganic solar-cell material search to date using density functional theory (DFT) and machine-learning approaches. We calculated the spectroscopy limited maximum efficiency (SLME) using Tran-Blaha modified Becke-Johnson potential for 5097 non-metallic materials, and identified 1997 candidates with a SLME higher than 10%, including 934 candidates with a suitable convex-hull stability and effective carrier mass. Screening for 2D-layered cases, we found 58 potential materials and performed G<sub>0</sub>W<sub>0</sub> calculations on a subset to estimate the prediction-uncertainty. As the above DFT methods are still computationally expensive, we developed a high accuracy machine learning model to pre-screen efficient materials and applied it to over a million materials. Our results provide a general framework and universal strategy for the design of high-efficiency solar cell materials. The data and tools are publicly distributed at: https://www.ctcms.nist.gov/~knc6/JVASP.html, https://www.ctcms.nist.gov/jarvisml/, https://jarvis.nist.gov/ and https://github.com/usnistgov/jarvis .
DOI: 10.6084/m9.figshare.8253062.v3
title: Financial risk indicators

description: 金融风险指标的数据来自WDI，EPS，新浪财经和Guo Yan Net。 <br>
DOI: 10.17632/rs2wsgxptd
title: LINF_190015600

description: Protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/vhdn9nx29b
title: Replication code and data for "Robust portfolio selection with subjective risk aversion under dependence uncertainty"

description: The files contain the replication code and data and replication instructions that replicate the results presented in the paper titled "Robust portfolio selection with subjective risk aversion under dependence uncertainty".
DOI: 10.6084/m9.figshare.17284253.v1
title: Additional file 1 of Design and performance of a bovine 200 k SNP chip developed for endangered German Black Pied cattle (DSN)

description: Additional file 1: Table S1. Distribution of variants across chromosomes detected by whole genome sequencing and included in the DSN200k chip design. Number of tiled and successfully called variants for DSN are reported.
DOI: 10.6084/m9.figshare.19507957.v1
title: Supplementary Material for: Neuropsychological Profile of Early Cognitive Impairment in Cerebral Small Vessel Disease

description: <b><i>Introduction:</i></b> The neuropsychological feature of vascular mild cognitive impairment is a deficit of the frontal-subcortical circuit; however, the features in the early stage are not consistent. In the present study, we aimed to investigate the neuropsychological features of the very early stage of cognitive impairment with cerebral small vessel disease (CSVD) and to elucidate the cognitive differences among CSVD subtypes. <b><i>Methods:</i></b> A comprehensive neuropsychological test battery was applied to nondemented subjects scoring below the cutoff point 26 of the Japanese version of the Montreal Cognitive Assessment. After factor analysis was conducted to identify covert cognitive factors in the battery, correlation analyses were performed between the factors and CSVD subtypes: white matter hyperintensity (WMH), lacunar infarcts (LIs), cerebral microbleeds (CMBs), perivascular spaces, and cortical atrophy. <b><i>Results:</i></b> Among the 465 recruited patients, 139 underwent a full neuropsychological test battery. Through factor analysis, the following three factors were extracted: executive function, memory, and attention. Of the CSVD features, total WMH was correlated with executive function and memory, whereas deep WMH was correlated with memory alone. Of the CSVD subtypes, LIs and CMBs were correlated only with executive function. Frontal and posterior atrophy were correlated with memory and attention, whereas medial temporal atrophy was correlated with memory alone. <b><i>Conclusions:</i></b> Executive dysfunction accompanied by subtle impairment of memory and processing speed was the main feature of neuropsychological profiles in the subjects with CSVD, even in the very early stage. Furthermore, each CSVD feature and focal cerebral atrophy are associated with cognitive impairment.
DOI: 10.6084/m9.figshare.27610098.v1
title: Tables and figures

description: This are Appendices 1 to 7 of the paper: <b>A roadmap for harlequin frog systematics, with a partial revision of Amazonian species related to </b><b><i>Atelopus spumarius</i></b>
DOI: 10.17632/rhs88fdrwg
title: Trained Generative and Classification Models from "Generating Synthetic Past and Future States of Knee Osteoarthritis Radiographs Using Cycle-Consistent Generative Adversarial Neural Networks"

description: This repository encompasses the fully trained Cycle-Consistent Generative Adversarial Neural Networks and the EfficientNetV2 Classification model from the paper "Generating Synthetic Past and Future States of Knee Osteoarthritis Radiographs Using Cycle-Consistent Generative Adversarial Neural Networks", published in Computers in Biology and Medicine (Elsevier) https://www.sciencedirect.com/science/article/pii/S0010482525001350. To load these models effectively, users must have TensorFlow/Keras installed and be running Python version 3.7 or higher.
DOI: 10.6084/m9.figshare.13273196.v1
title: Dose-dependant reduction of sucrose acceptance by ants via the addition of quinine

description: This is the raw data and a brief write-up of a project examining the effect of quinine on the acceptability of sucrose to the ant <i>Lasius niger</i>. It includes a brief abstract/summary, a methods description, and a visual presentation of the results<br>
DOI: 10.6084/m9.figshare.24002586.v1
title: ELFDataBank_2023.txt

description: Experimental database on the entrained liquid fraction in annular gas-liquid two-phase flows in tubes and channels (4175 data points from 53 literature studies; 10 fluids combinations; operating pressures from atmospheric to 20 MPa; experiments carried out with adiabatic, evaporating and condensing flows through circular tubes and non-circular channels with diameters from 3.02 mm to 155.7 mm)
DOI: 10.6084/m9.figshare.3458720.v1
title: data_for_PLoS_June2016.sav

description: Using mixed design analysis of variance (ANOVA), this research investigates the effects of a subtle simulated increase in adiposity on women’s employment chances in the service sector. Employing a unique simulation of altering individuals’ BMIs and the literature on ‘aesthetic labour’, the study suggests that, especially for women, being heavier, but still within a healthy BMI, deleteriously impacts on hireability ratings. The research explores the gendered dimension of this prejudice by asking whether female employees at the upper end of a healthy BMI range are likely to be viewed more negatively than their overtly overweight male counterparts. The study concludes by considering the implications of these findings.
DOI: 10.17632/3jhcmzt7n3
title: Temporal Variations in Medications Prescribed for Atopic Dermatitis, 2005–2019

description: Supplementary Appendix for Temporal Variations in Medications Prescribed for Atopic Dermatitis, 2005–2019
DOI: 10.6084/m9.figshare.14994498.v1
title: Dataset from: A survey of funders’ and institutions’ needs for understanding researchers’ open research practices

description: In July-August 2020 PLOS surveyed funders and institutions globally to understand if, how and why they seek to understand the open research practices of researchers, and the importance of related tasks, and respondents' satisfaction with their ability to complete those tasks. Researchers were recruited via direct email campaigns, promoted Facebook and Twitter posts, a post on the PLOS Blog, and emails to industry contacts who distributed the survey on our behalf.<br><br> This dataset consists of: 1) The survey sent to researchers (pdf). 2) The anonymised data export of survey results (xlsx) 3) Additional scatter plots not included in the associated manuscript file showing importance and satisfaction scores by respondent cohorts (xlsx) The data export has been processed to retain the anonymity of participants. Some responses in columns F and H of the 'PLOS_funder_institution_survey2' worksheet have been deleted or partially deleted, as indicated in the relevant cells.
DOI: 10.6084/m9.figshare.21968051.v1
title: GrowGreen - West Gorton - Manchester - Ground Temperature Results

description: Ground temperature results for the West Gorton Community Park, Manchester. Results captured as part of the H2020 GrowGreen Project. Grant Agreement number: 730283.
DOI: 10.17632/rpnvdc7b53
title: Penerapan Perpol Nomor 8 Tahun 2021 Tentang Penanganan Tindak Pidana Berdasarkan Keadilan Restoratif Di Direktorat Reserse Kriminal Umum Polda Bali

description: Upaya mewujudkan penyelesaian tindak pidana dengan mengedepankan keadilan restoratif, Kepolisian Negara Republik Indonesia telah menerbitkan Peraturan Kepolisian Negara Republik Indonesia Nomor 8 Tahun 2021 tentang Penanganan Tindak Pidana berdasarkan Keadilan Restoratif, sebagai cara penyelesaian tindak pidana dengan mengedepankan pemulihan kembali pada keadaan semula dan keseimbangan perlindungan dan kepentingan korban dan pelaku tindak pidana yang tidak berorantasi pada pemindaan. Adapun permasalahan yang diangkat dalam penelitian ini adalah Bagaimana penerapan Perpol Nomor 8 Tahun 2021 tentang Penanganan Tindak pidana Berdasarkan Keadilan Restoratif di Direktorat Reserse Kriminal Umum Polda Bali dan Bagaimana upaya Direktorat Reserse Kriminal Umum Polda Bali dalam Penyelesaian Penanganan Tindak Pidana Berdasarkan Keadilan. Jenis penelitian yang dipergunakan adalah jenis penelitian hukum empiris dan penelitian ini bersifat deskriptif. Sumber data yang digunakan berasal dari data primer dan sekunder. Teknik pengumpulan data yang penulis gunakan dalam penelitian ini adalah dengan menggunakan teknik teknik wawancara dan studi dokumen. Penelitian ini menggunakan teknik pengolahan data yang dilakukan dengan cara mensistematika data-data hukum yang ada. Hasil penelitian menunjukkan belum maksimalnya Penerapan Perpol Nomor 8 Tahun 2021 Tentang Penanganan Tindak Pidana Berdasarkan Keadilan Restoratif di Direktorat Reserse Kriminal Umum Polda Bali. Adapun Upaya Direktorat Reserse Kriminal Umum Polda Bali Dalam Penyelesaian Penanganan Tindak Pidana Berdasarkan Keadilan Restoratif, adalah dengan melakukan Sosialiasai kepada penyidik dan penyidik pembantu dan kepada masyarakat umum, menyiapkan ruangan keadilan restoratif sebagai sarana mediasi pihak yang bermasalah serta membuat mekanisme penyelesaian perkara berdasarkan keadilan restoratif.
DOI: 10.6084/m9.figshare.12967634.v1
title: Almeida-Silva_et_al_2020

description: Data and code associated with the paper "Exploring the complexity of soybean (<i>Glycine max</i>) transcriptional regulation using global gene co-expression networks", published in Planta (doi: 10.1007/s00425-020-03499-8).
DOI: 10.17632/rbyszyd6g7
title: ANÁLISIS BIBLIOMÉTRICO DE LA PRODUCCIÓN CIENTÍFICA SOBRE OBESIDAD INFANTIL

description: El presente archivo contiene:
1. Base de datos crudas o sin procesar
2. Procesamiento de datos
3.Criterios de búsqueda
4. Flujograma de selección de archivos
DOI: 10.17632/xd3h8w4rbk
title: Replication package for Central Bank Information Effects and Transatlantic Spillovers

description: This is a replication package for the paper "Central Bank Information Effects and Transatlantic Spillovers."
DOI: 10.6084/m9.figshare.1008911.v2
title: Mapping the Structure of the Archaeological Web

description: A fileset to accompany an article in a special issue of <em>Internet</em> Archaeology. In this article, I map the structure of the web to understand the context of archaeological blogging. What is the context of our archaeological blogging? When we blog, are we merely shouting into the void? Do archaeological bloggers link only to one another, and do we shout only to each other (which, it must be admitted, is what our journals and conferences do, too, albeit at slower pace)? Assume a person knows nothing about archaeology: would that person find your blog? Your project website? Your department’s website? Does academic blogging matter? One way to answer these questions is through a mapping of the archaeological web. When a layperson finds a site, she might signal its perceived value through linking, retweeting, commenting, and writing her own blog posts about it. Therefore, various network metrics of this map of the archaeological web can be taken as a kind of proxy for evaluating the impact of our blogging. Given that these blogs are all publicly available (if one knows or can find the address), blogging is a kind of public archaeology- not necessarily an archaeology done for the public, but rather an archaeology done in view of the public. It would be interesting to know if this kind of public archaeology has an impact at all. These signals and linkages in the general noise of the internet are the subject of this paper. In order for us as archaeologists to generate the strongest possible signals on the web, we need to understand the structures that have emerged within the web to best facilitate dissemination. This can help us increase our signals’ visiblity, even though all roads eventually lead to Wikipedia.
DOI: 10.6084/m9.figshare.28869608.v1
title: BED files for primer trimming - amplicon based sequencing of TOSV segments L, M and S (C.ARBO.SEQ project)

description: BED files required for primer trimming during data analysis of amplicon based Illumina sequencing of Toscana virus segments L, M and S
DOI: 10.6084/m9.figshare.3555408.v1
title: Appendix A. Search string and detailed description of data collection, construction of log response ratios, mixed model analysis, and tests of bias.

description: Search string and detailed description of data collection, construction of log response ratios, mixed model analysis, and tests of bias.
DOI: 10.17632/fst4m6s3ms
title: Data for: Size- and sex-related sensitivity differences of aquatic crustaceans to imidacloprid

description: Raw data and the outputs of openGUTS for paper Size- and sex-related sensitivity differences of aquatic crustaceans to imidacloprid.
DOI: 10.17632/wsd75n5fgk
title: Data for: Estimating the Impacts of Financing Support Policies towards Photovoltaic Market in Indonesia: A Social-Energy-Economy-Environment Model Simulation

description: Data is used for Agent-based Renewables model for Integrated Sustainable Energy (ARISE), a solar energy policy model designed for use in developing countries. However, the data is for Indonesia case. The GIS files contains data for socio-economic characteristics and renewable energy potential; meanwhile m input output 6.txt is Leontief Inverse Matrix from Indonesian input output table 2010. Please refers the Appendix for more detailed description of the data.
DOI: 10.17632/wyynyghcgg
title: Benefits of 3D-Total Body Photography and Digital Dermoscopy with Machine Learning Tools for Early Melanoma Detection in high-risk patients

description: Supplementary Material.
Mendeley Supplementary Figure 1. STROBE inclusion flow diagram.
DOI: 10.17632/4k9y97s7z9
title: Data For Cyclic Immonium Ion of Lactyllysine Reveals Widespread Lactylation  in the Human Proteome

description: Uncropped scans of blots and gels in Figures and Extended Data.
DOI: 10.6084/m9.figshare.28870568.v1
title: Supplementary Table 1. Primer sequences for qPCR

description: Primer sequences for qPCR. Use in the manuscript "Disruption of PRLR from lactotropes induces transient hyperprolactinemia and improvement of glucose metabolism"
DOI: 10.17632/vhhjx2c78f
title: Education and Polygamy: Evidence from Cameroon

description: This is the replication package (data and code) for the paper "Education and Polygamy: Evidence from Cameroon"
DOI: 10.6084/m9.figshare.14696733.v1
title: Sawyer Mill Dam Removal Study Middle Impoundment GCP Photos

description: These are ground truth photos for a subset of the surveyed GCPs for the middle impoundment area in the Evans et al. Sawyer Mill dam removal study (Dover, NH, USA). These photos were used to help mark the GCPs in the drone imagery in Agisoft PhotoScan Professional for the drone imagery collection dates relevant for the reservoir response manuscript. They are provided here for transparency and in case anyone wants to create their own versions of the PhotoScan models. <br>Please note that the file name corresponds to the date surveyed and GCP ID. For the July 19, 2019 measurements, there was a mix up where the GCPs' surveyed point number was used as the PhotoScan marker label rather than the GCP ID (but the correct coordinates were used, see survey spreadsheet and scanned survey notebook sheets). These points' images are labeled with their GCP ID here. Also some of the marker labels diverged from their GCP IDs for the 8.9.2019 measurements while managing them in PhotoScan, which is also noted in the file names.<br>These materials were made using resources from an NSF EPSCoR funded project “RII Track-2 FEC: Strengthening the scientific basis for decision-making about dams: Multi-scale, coupled-systems research on ecological, social, and economic trade-offs” (a.k.a. "Future of Dams"). Support for this project is provided by the National Science Foundation’s Research Infrastructure Improvement NSF #IIA-1539071. Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.<br><br>Special thanks to the students who helped survey these markers in the field and processed the survey data.
DOI: 10.6084/m9.figshare.14898774.v4
title: Dataset of the Screening Test for Aphasia and Dysarthria (STAD): consecutively selected brain injury patients from 20 medical centers in Japan

description: STAD was specifically designed for Speech-Language Pathologist’s (SLP’s) clinical practice and can be useful in specific contexts, such as in early bedside investigations, obtaining a quick summary of communicative function prior to the administration of other tests, and in cases where more in-depth testing is not feasible.
DOI: 10.6084/m9.figshare.24202605.v1
title: <b>Ships and Offshore Structures</b>

description: The files include experimental data, underwater photos and videos.
DOI: 10.6084/m9.figshare.25816252.v2
title: Supplemental Material: Cretaceous evolution of the northeastern Asian continent: Insights from the Pikou strike-slip fault zone of the Liaodong Peninsula, NE China

description: We provide zircon U-Pb dating results of sandstones and granites along the Pikou strike-slip fault zone of the Liaodong Peninsula, NE China, to tentatively constrain the formation time and structural evolution of this fault zone. Then, combined with regional multidisciplinary data, we determine the timing of transition from the Early Cretaceous extension to the Late Cretaceous shortening in the NE Asian continent and build up new Cretaceous evolution scenarios of both the Liaodong Peninsula and the NE Asian continent.
DOI: 10.6084/m9.figshare.27242253.v1
title: 2024_METABRIC_TNBC.csv

description: A .csv file containing the TNBC, stage I-III donors' gene expression from the METABRIC database, as obtained from cBioPortal. Used in Parsons et al. 2024.
DOI: 10.6084/m9.figshare.28137911.v1
title: <b>NVivo Data for Beyond propaganda</b>

description: With the free flow of information and decentralization brought about by social media, public diplomacy as the main means to enhance soft power is facing more and more challenges. This study attempts to define the concept of externally driven public diplomacy (ED-PD) and provides an empirical analysis of its application, using China's recently implemented a series of visa-exemption policies as a case study. The study analyzes China's visa-exemption policies from December 2023 to December 2024 and the ED-PD process initiated by this series of policies and conducts word frequency analysis and frame analysis of YouTube videos related to “China travel”. NVivo is employed for its ability to process large volumes of unstructured text data, enabling precise coding and intuitive visualization. The results show that YouTubers' positive attitudes towards China and the image repair framework used in their narratives are effective in enhancing China's national image. This proves the potential of ED-PD in breaking stereotypes and enhancing soft power, and that ED-PD utilizes non-state actors such as tourists and influencers to shape the country's image through spontaneous, independent content. It has a higher degree of authenticity and credibility than traditional government-led public diplomacy and resonates better with global audiences. Meanwhile, the study suggests that policymakers in each country should adopt policies to promote a friendly environment for third-party narratives according to the favorable conditions in their countries to further promote the development of ED-PD.
DOI: 10.17632/39jmkdy8xz
title: An open-label study evaluating the efficacy of abatacept in alopecia areata supplementary data

description: Supplementary materials for the manuscript "An open-label study evaluating the efficacy of abatacept in alopecia areata"
DOI: 10.6084/m9.figshare.19213299.v2
title: European LD reference (with blocks)

description: LD reference (correlations between pairs of genetic variants) for 1,054,330 HapMap3 variants based on 362,320 European individuals of the UK biobank.<br>Pairs of variants further than 3 cM apart are assumed to have 0 correlation. <br>And LD blocks have been defined so that correlation is 0 outside of these blocks.<br>
DOI: 10.6084/m9.figshare.21780107.v1
title: 2022 World Cup Group Stage.xlsx

description: 2022 FIFA World Cup group stage
DOI: 10.6084/m9.figshare.24652245.v1
title: Gold Standard Paper data-Excel format.xlsx

description: Data set of Gold standard manuscript