cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/k7tvzcjwyd
title: Survey Data on Consumer Attitudes towards Sustainable Apparel: An Investigation of the TPB Framework

description: The data obtained from this study will be effective in enhancing the understanding of consumer attitude towards environmentally friendly clothing and how these sentiments influence their shopping experience.
DOI: 10.17632/7jzgfwhznn
title: Design and implementation of a versatile magnetic field mapper

description: Mapping out magnetic field profiles from arbitrarily shaped magnets is an essential step in research, manufacturing, and maintenance. It helps you find out what’s under the surface of any object and identify areas of high-flux density in addition to determining field homogeneity which can be crucial for magnetic spectroscopy. Our magnetic field mapper is easy-to-use, has a user-friendly interface, and can be operated remotely. The mapper is a triple axis Hall effect-based magnetometer, which means that it can measure the strength of magnetic fields in 3D. It is made up of three Hall sensors which are mounted on a triple-slot sensor probe which is attached to translation stages allowing motion in three dimensions. The translation in X and Y motion (independent) is from −50 to +50 mm while in Z is from −150 to +150 mm with a nominal resolution of 0.1 mm. The height of the magnetometer is 1000 mm and it’s specially design for mapping the magnetic fields for permanent magnet assemblies used in low-field or mobile NMR applications. The mapper is low cost and easy to manufacture. All the required material are easy to find and in this database we provide all the designs required to replicate this instrument.
DOI: 10.17632/d3d4h5bvss
title: Protocol for assessing neighborhood physical disorder using the YOLOv8 deep learning mode

description: These compressed files contain the Python code and models mentioned in the paper "Protocol for Evaluating Neighborhood Physical Disorder Incorporating Multiple Street View Sources." The paper provides detailed steps for neighborhood physical disorder assessment using multiple data sources (commercial street views, self-collected street views).

Code:
Includes Python computational code related to the steps mentioned in the paper.

YOLOv8 Model:
This is a Python implementation of the YOLOv8 architecture, including trained models for prediction.
DOI: 10.6084/m9.figshare.8907338.v1
title: cea

description: cost data for inpatient integrative oncology treatment of stage IV pancreatic cancer patients<br>
DOI: 10.6084/m9.figshare.1320819.v1
title: Effects of Neonicotinoids on Bumblebees

description: A date set created by the Farmed Environment Research Agency, UK in a study of bumblebees conducted in 2012
DOI: 10.6084/m9.figshare.20489376.v1
title: The co-expression of lncRNA and mRNA in the cumulus-oocyte complex of rabbits exposed to ammonia

description: We used a combination of RNA deep sequencing, qRT-PCR, and bioinformatic analysis to explore regulatory mechanism of lncRNA and mRNA in COCs. The results from GO items showed that female meiosis sister chromatid cohesion and regulation of follicle-stimulating hormone secretion were involved in the mechanism of rabbis exposed to NH3. Co-expression analysis found that lncRNA-mRNA network was correlated with cumulus cell and oocyte function. NH3 exposure decreased mRNA expression of reproductive function-related genes (Cyp11a, Cyp19a, LHR and Kitlg) and increased the mRNA expression of genotoxicity-related genes (Sirt1) in rabbit COCs.
DOI: 10.6084/m9.figshare.21695111.v1
title: Supplementary Material for: Relationship of atezolizumab plus bevacizumab treatment with muscle volume loss in unresectable hepatocellular carcinoma patients– multicenter analysis

description: Background/Aim: There is no known report regarding the relationship of atezolizumab plus bevacizumab (Atez/Bev) treatment with muscle volume loss (MVL) in unresectable hepatocellular carcinoma (u-HCC) patients. This study aimed to elucidate the clinical relationship between MVL and Atez/Bev. Materials/Methods: From September 2020 to December 2021, 229 u-HCC patients treated with Atez/Bev and with muscle volume data obtained by computed tomography at the baseline available were analyzed (median age, 74 years; males, 186 (81.2%); ECOG PS 0/1, 221 (96.5%); HCV:HBV:alcohol:others=81:33:40:75; Child-Pugh A, 212 (92.6%); mALBI grade 1:2a:2b=79:60:90; BCLC 0:A:B:C =1:24:87:117; median observation period, 6.8 months). Japan Society of Hepatology criteria were used for definition of MVL and prognostic factors were retrospectively evaluated. Results: Multivariate Cox-hazard analysis of prognostic factors for progression-free survival (PFS) showed elevated alpha-fetoprotein (AFP) (≥100 ng/mL) (HR 1.848, 95%CI 1.264-2.702, P=0.002), modified albumin-bilirubin (mALBI) grade (≥2a) (HR 1.563, 95%CI 1.035-2.359, P=0.034), and MVL (HR 1.479, 95%CI 1.020-2.144, P=0.039) as significant factors. For overall survival (OS), significant factors included elevated AFP (≥100 ng/mL) (HR 3.564, 95%CI 1.856-6.844, P&lt;0.001), mALBI grade (≥2a) (HR 3.451, 95%CI 1.580-7.538, P=0.002), and MVL (HR 2.119, 95%CI 1.150-3.904, P=0.016). Patients with MVL (MVL group, n=91) showed worse PFS than those without (non-MVL group, n=138) (median PFS 5.3 vs. 7.6 months, P=0.025), while the MVL group showed worse OS (P=0.038), though neither reached the median survival time. Conclusion: MVL may be a clinical factor related to poor prognosis in patients receiving Atez/Bev treatment for u-HCC.
DOI: 10.6084/m9.figshare.21947252.v1
title: Supplementary Material for: Anastomotic Leakages after Surgery for Gastroesophageal Cancer: A Systematic Review and Meta-Analysis on Endoscopic versus Surgical Management

description: <b><i>Introduction:</i></b> With the increase of esophageal and gastric cancer, surgery will be more often performed. Anastomotic leakage (AL) is one of the most feared postoperative complications of gastroesophageal surgery. It can be managed by conservative, endoscopic (such as endoscopic vacuum therapy and stenting), or surgical methods, but optimal treatment remains controversial. The aim of our meta-analysis was to compare (a) endoscopic and surgical interventions and (b) different endoscopic treatments for AL following gastroesophageal cancer surgery. <b><i>Methods:</i></b> Systematic review and meta-analysis, with search in three online databases for studies evaluating surgical and endoscopic treatments for AL following gastroesophageal cancer surgery. <b><i>Results:</i></b> A total of 32 studies comprising 1,080 patients were included. Compared with surgical intervention, endoscopic treatment presented similar clinical success, hospital length of stay, and intensive care unit length of stay, but lower in-hospital mortality (6.4% [95% CI: 3.8–9.6%] vs. 35.8% [95% CI: 23.9–48.5%]. Endoscopic vacuum therapy was associated with a lower rate of complications (OR 0.348 [95% CI: 0.127–0.954]), shorter ICU length of stay (mean difference −14.77 days [95% CI: −26.57 to −2.98]), and time until AL resolution (17.6 days [95% CI: 14.1–21.2] vs. 39.4 days [95% CI: 27.0–51.8]) when compared with stenting, but there were no significant differences in terms of clinical success, mortality, reinterventions, or hospital length of stay. <b><i>Conclusions:</i></b> Endoscopic treatment, in particular endoscopic vacuum therapy, seems safer and more effective when compared with surgery. However, more robust comparative studies are needed, especially for clarifying which is the best treatment in specific situations (according to patient and leak characteristics).
DOI: 10.6084/m9.figshare.7308971.v1
title: DataFile1.csv

description: Refractive indices at five wavelenghts for ZEISS Immersol 518F as measured with our system and as described by the producer
DOI: 10.17632/gp8wztfwr3
title: Data for: Dynamic Effects of Tourism Shocks on Innovation in an Open-Economy Schumpeterian Growth Model

description: This dataset can generate the results for all tables in our article.
DOI: 10.6084/m9.figshare.27263676.v1
title: <b>A Framework for Accurate Prediction of Plastic-Degrading Enzymes using Convolutional Neural Networks</b>

description: The growing accumulation of plastic waste presents a significant environmental challenge, necessitating innovative approaches to mitigate its impact.
DOI: 10.6084/m9.figshare.28829420.v4
title: R codes for Global CNP Manuscript

description: We compile data from a global survey including 200 natural ecosystems from five climate zones, covering vegetation types of forests, grasslands, and shrublands to investigate how soil microbiomes (i.e., key functional genes and their affiliated metabolic pathways, as well as gene modules encoding carbohydrates hydrolysis) adapt to resource quantity (i.e., soil elemental stocks and pools including multiple C, N and P forms) and stoichiometry (soil total C:N, N:P and C:P) in terrestrial ecosystems at a global scale. Perennial vascular plant cover and productivity were quantified at each sampling site as a measure of vegetation functional characteristics. Information on the functioning of soil microbiomes was characterized by metagenomic sequencing of the extracted soil DNA.
DOI: 10.6084/m9.figshare.7012436.v2
title: Supplementary File S6 from Integrated human-virus metabolic stoichiometric modelling predicts host-based antiviral targets against Chikungunya, Dengue and Zika viruses.

description: Results from the <i>in-silico</i> media variation sensitivity analyses to evaluate the effectiveness of the host-derived enforcement antiviral targets over a range of varied media compositions for CHIKV, DENV and ZIKV viruses.
DOI: 10.17605/osf.io/vf4u7
title: NEST-Intervention - Evaluating the impact of a personalized case management intervention for Caregivers of children with chronic illnesses or disabilities on mental health and resilience

description: The aim of this study was to evaluate the effectiveness of a personalized, cross-sectoral case management intervention delivered by Family Health Partners (FGPs) in enhancing well-being, reducing stress and mental distress, and strengthening resilience among caregivers of children with chronic illnesses or disabilities.
DOI: 10.6084/m9.figshare.11545176.v1
title: Zhou et al_2020_PNAS_dataset.xlsx

description: <b>National Long-term Water Use Dataset of China (NLWUD)</b> <b>Citation: </b>Zhou, F.; Bo, Y.; Ciais, P.; Dumas, P.; Tang, Q.; Wang, X.; et al., Deceleration of China’s human water use and its key drivers. <b><i>PNAS</i></b>.<b><i> </i></b>2020, 117: 1-10. https://doi.org/10.1073/pnas.1909902117. <b>Contact:</b><b> </b>Direct questions, additional information regarding publications and research by email to zhouf@pku.edu.cn. <b>Data Products:</b>1. Water use by sector and prefecture during the period 1965–2013.2. Water use intensity (WUI) by sector and prefecture during the period 1965–2013.3. Size indicators by sector and prefecture during the period 1965–2013, where the indicators include Irrigated area by crop, Industrial gross value added (GVA) by sub-sector, Service GVA, urban and rural populations, and livestock population by animal.4. LMDI decomposition results of water use change for three periods (1965-1975, 1975-1992, 1992-2013).5. Data for identifying the drivers for irrigation and industrial WUIs and Budyko-type analysis by province during the period 1971–2013, including Potential irrigation requirements, Freshwater availability allocated to irrigation sector, the ratio between the area equipped for water-conserving irrigation and total irrigated area (water-conserving irrigation technologies refer to drip or sprinkler irrigation systems and canal lining), the ratio of recycled water to total industrial WU, the ratio of evaporated water to total industrial WU, and irrigation water consumption.6. GIS files for spatial distribution of 341 prefectures in China.7. Codes used in data analysis/figure creation for the manuscript. The Codes were written by Yan Bo at the Peking University. <b>List of crops, industries, and livestocks included:</b>Wheat, maize, rice, vegetables and fruits, and other crops;thermal electricity, mining, cement, electronics, machinery, metallurgy, petrochemicals, textile, paper making, food processing, and other industries;swine, sheep, poultries, cattle, donkeys, horses, and mules <b>License:</b>Creative Commons Attribution 4.0 International Data may be freely downloaded for research, study, or teaching, but must be cited appropriately. Re-release of the data, or incorporation of the data into a commercial product, is allowed only with explicit permission. If you would like to request permission to use this dataset for another purpose, please contact us at zhouf@pku.edu.cn.
DOI: 10.6084/m9.figshare.19375103.v3
title: Global Urban Road Network Patterns

description: This is the outcome data of the paper "Global Urban Road Network Patterns". It contains the spatial data of grid cells of our cities of interests, with multiscale road network patterns. The grid cells are 1km-resolution (mid scale in this study) WorldPop grids. <br>To briefly describe the properties, <i>small_cls</i>, <i>mid_cls</i> and <i>large_cls </i>denote the pattern at each scale of the grid. <i>small_cls </i>consists of four patterns delimited by commas, indicating the pattern of the top left, top right, bottom left and bottom right small grids. <i>largeGroup </i>is the large grid this mid grid belongs to, and <i>position</i> is its position on the large grid.
DOI: 10.6084/m9.figshare.28004600.v1
title: Supplementary Material for: Cytogenomic characterization of murine osteosarcoma cell line SEWA

description: Introduction: The SEWA cell line, which is derived from a virus induced murine osteosarcoma (OS) ascites was established in the 1980s from a serially transplanted male derived tumor that first published in 1961. It has been applied in about 50 studies but was never genetically characterized in detail; this study fills that gap.
Methods: The SEWA cell line was analyzed for its chromosomal constitution using molecular cytogenetic approaches. Array comparative genomic hybridization was performed to characterize copy number alterations.
Results: SEWA has a near diploid karyotype without Y chromosome material. The complex karyotype includes neocentrics and simple and complex rearrangements. Amplification of MYC oncogene was detected in two homogeneously staining regions on two different derivative chromosomes. 
Conclusion. An in silico translation of the obtained results to the human genome indicated that SEWA is suitable as a model for advanced human OS.
DOI: 10.6084/m9.figshare.13309049.v1
title: Gene clusters potentially associated with environmental adaptation, bioremediation, biocontrol, and plant-growth promotion in H. alvei A23BA

description: Gene clusters potentially associated with environmental adaptation, bioremediation, biocontrol, and plant-growth promotion in <i>H. alvei</i> A23BA
DOI: 10.6084/m9.figshare.26531005.v1
title: Data source (1) for "Slow optical response of semi-insulating GaN film studied by terahertz emission and photoluminescence spectroscopy"

description: Row data for the paper "Slow optical response of semi-insulating GaN film studied by terahertz emission and photoluminescence spectroscopy"Fig2, Figs4-6, Figs10 and 11 are included.
DOI: 10.17632/jg2z4xgtmz
title: Dataset of Retinal blood Vessels of Healthy and Diabetic Retinopathy Individuals

description: This dataset contains 50 retinal blood vessels extracted from retinal images available in Diabetic Retinopathy Image Database (DRiDB) public database. The database contains 50 colour fundus images that were captured with Zeiss VISUCAM 200 fundus camera at 45o field of view. 36 of these images has signs of DR while 14 does not show any signs of DR.
DOI: 10.17632/m9thvfsj2d
title: Value Can Personal Projects Can Bring to Organizational Projects

description: We examine how people who have personal project experience compare with managers of organizational projects and what value they can bring. This is an important question because at times organizations and theorists assume that guest clients will automatically understand modus operandi of organizations and readily adapt to their culture and processes, which is not necessarily the case. We discover a fit between the two groups on three core variables — Efficient Planning, Togetherness, and Quality—, which means that managers can plan their activities to include guest clients with personal experiences in, for example, R&D projects or even in regular operations, and that less control is needed given these commonalities. Through five studies, we show that togetherness is a good-to-have element in the flow between Efficient Planning and Quality. We propose that performance in enhanced when operations are planned to maximize the value of guest clients who have personal project experience.
DOI: 10.17632/s2vgfkkmst
title: Data from : Benzalkonium runoff from roofs treated with biocide products - In situ pilot-scale study.

description: The dataset gives the concentrations of benzalkonium chloride (C12 and C14), a biocide used for tile roof maintenance, to fight against moss, lichens and algae, in the runoff of 10 pilote scale roof frames. Concentrations were measured over a one year period following biocidal tratment of the roof frames. Results show a major contamination of roof runoff immediately after treatment (from 5 to 30 mg/L), followed by an exponential decrease. 175 to 375 mm of cumulated rainfall is needed before the runoff concentrations become less than EC50 values forfish (280mg/l). The residual concentration in the runoff water remains above 4mg/L even after 640 mm of rainfall. The level of benzalkonium ions leaching depends on the roofing material, with lower concentrations and total mass leached from ceramic tiles than from concrete tiles, and on the state of the tile (new or worn out).
DOI: 10.6084/m9.figshare.12011412.v1
title: High-Throughput Screening Platform for Solid Electrolytes Combining Hierarchical Ion-Transport Prediction Algorithms.

description: The combination of a materials database with high-throughput ion-transport calculations is an effective approach to screen for promising solid electrolytes. However, automating the complicated preprocessing involved in currently widely used ion-transport characterization algorithms, such as the first-principles nudged elastic band (FP-NEB) method, remains challenging. Here, we report on high-throughput screening platform for solid electrolytes (SPSE) that integrates a materials database with hierarchical ion-transport calculations realized by implementing empirical algorithms to assist in FP-NEB calculation. We first preliminarily screen candidates and determine the approximate ion-transport paths using empirical geometric analysis and bond valence method. A chain of images is then automatically generated along these paths for accurate FP-NEB calculation. In addition, an open web interface is actualized to enable access to the SPSE database, thereby facilitating machine learning. This interactive platform provides a workflow toward high-throughput screening for future discovery and design of promising solid electrolytes and the SPSE database is based on the FAIR principles for the benefit of the broad research community.<br>
DOI: 10.6084/m9.figshare.21456645.v4
title: Precise disease-state identification with healthy single-cell references - processed datasets and models

description: Processed datasets used for analyses benchmarking the use of control and atlas datasets as references for identification of disease-associated cell states.See our code repository for details on the data.
DOI: 10.6084/m9.figshare.28639649.v1
title: EEPC-GNN ICMLCN 2025 data

description: <i>EEPC-GNN</i> stands for Energy Efficient Power Control using Graph Neural Network. This repository contains the data of our paper "Bigraph GNN-Aided Energy Efficiency Maximization for Cell-Free Massive MIMO", in <i>IEEE International Conference on Machine Learning for Communication and Networking</i> (ICMLCN), 2025. The code is available at https://github.com/Nokia-Bell-Labs/energy-efficient-power-control-graph-neural-network
DOI: 10.6084/m9.figshare.11608962.v1
title: An experimental proposal for the study of coupled oscillations using a mechanical-wave spread simulator in a solid media

description: Abstract On this paper, we initially present an apparatus, constructed with easy-access materials that may be applied in the Hooke's law study by using PET bottle rings. At this experimentation's stage, we hope the teacher identifies along with his/her students that a broader ring has a longer elastic constant than the narrower one. Following from this, we propose a model in terms of coupled spring-mass oscillators to move forward towards the behavior analyses of a set of elevated rows comprising sinker weights connected by PET bottle rings, named in literature mechanical-wave spread simulator in a solid media. It is shown that the square of the oscillation normal modes' frequencies is proportional to the ring's spring constant (k) divided by the mass (m) of the sinker regardless of the number of rings or sinkers. Therefore, the greater the ratio k/m, the shorter the oscillation time is. We also introduce several measurement results such as period, frequency, elastic constant and mass, accompanied by a series of analysis of the relations between the quantities involved. We conclude that this study brings significant contributions to Physics teachers, especially due to the use of the wave simulator in the experimental problematization of coupled oscillations.
DOI: 10.6084/m9.figshare.12973148.v2
title: Single section of pipe for leak detection

description: This dataset contains the pressure and flow measurements for a water network with leaks at different locations. The experimental setup consists of a reservoir supplying a <i>1.5kW</i> pump. Water is pumped through a <i>25mm</i> diameter pipe with a length of <i>65m</i> . Leaks are introduced at <i>15m</i> , <i>30m</i> and <i>50m</i> and three different leak sizes are tested at each location. The dataset contains the pressures and flow measurements at the inlet and outlet of the pipe. The dataset is primarily used to investigate the effect of noise and model error for the identification of leaks using model-based leak detection strategies.
DOI: 10.6084/m9.figshare.15088722.v4
title: Myriapod genomes reveal ancestral horizontal gene transfer and hormonal gene loss in millipedes

description: Animals have fascinating diversity of life forms. Analyses of the available genome sequence reveals dynamic evolution of gene gain and loss at different lineages in the animal tree of life (e.g. Albalat and Canestro 2016; Sharma et al 2018; Fernandez and Gabaldon 2020; Guijarro-Clarke et al 2020; Jebb et al 2020). Gene gain via another kingdom as well as the evolutionary consequence of gene loss are generally ignored and difficult to interpret. Here we sequenced six new myriapod genomes at key phylogenetic positions of this understudied arthropod lineage (three millipedes and three centipedes). Comparison of myriapod genomes revealed multiple horizontal gene transfer (HGT) of genes shared between centipedes, including <i>glucose/arabinose dehydrogenase</i> that happened at the last common of ancestor of centipedes, while there was no detectable HGT shared between the millipedes. In all millipede lineages, the loss of <i>juvenile hormone O-methyltransferase</i>, a key enzyme in catalysing the last step of sesquiterpenoid hormone methyl farnesoate production in arthropods was revealed. These findings provided the first evidence of shared HGT in the last common ancestor of centipede ancestor, while gene loss event could indeed happen in endocrine system in contrary to the conventional view of stepwise gene gain resulting in diversity of animal physiology for adaptation to environment.
DOI: 10.6084/m9.figshare.25782471.v2
title: HONO observations and model data at SORPES station, Nanjing during March 24 to 27, 2019

description: Incorporating missing sources of HONO in the air quality model helps to better represent the observed magnitude and temporal variations of HONO.