cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.25816276.v1
title: NTS-YOLO

description: NTS-YOLO：a nocturnal traffic sign detection method based on improved YOLOv5In this paper, a nighttime traffic sign recognition method "NTS-YOLO" is proposed, which consists of three main parts. Firstly, this paper adopts the unsupervised nighttime image enhancement technique proposed by Ye-Young Kim et al. Secondly, the Convolutional Block Attention Module (CBAM) attentional mechanism is introduced on the basis of the YOLOv5 network structure, and lastly, the Optimal Transmission Allocation (OTA) loss function is used to optimize the model's performance in the target detection task. With this approach, the accuracy of predicting the bounding box can be effectively optimized so that the model can predict the location of the target and the bounding box more accurately, thus improving the robustness and stability of the model in the target detection task.Other datasIn this paper, 599 nighttime images from the CCTSDB2021 dataset are referenced, of which 80% of the images (479 images) are used as the training set and 20% of the images (120 images) are used as the validation set. In view of the relatively small number of road sign types at night, 9170 daytime road scene images from the TT100K dataset are also referenced to increase the diversity of the data, which are divided into a training set (7208 images) and a validation set (1962 images) at a ratio of 8:2.Links to other publicly accessible locations of the data:CCTSDB2021：GitHub - csust7zhangjm/CCTSDB2021TT100K：http://cg.cs.tsinghua.edu.cn/traffic-sign/data_model_code/data.zipEnvironmentThe experimental environment consists of a high-performance computer configured with an Intel Core i7 processor, 32GB RAM, and an NVIDIA GeForce RTX 4060 graphics card. PyTorch 2.0.1 was chosen as the main deep learning framework, and CUDA technology was utilized to accelerate model training and inference to ensure computational efficiency and data processing power during the experiment.
DOI: 10.6084/m9.figshare.29039408.v1
title: Substantial Contribution of nocturnal oxic methane production in eutrophic freshwaters. Data

description: Sampling activities and field experiments were organized into the following three sections:<br>1) Diel sampling was conducted from 12:00 a.m. on August 31 to 12:00 a.m. on September 1 on a deck floating in the center of the bay. During the Diel cycle, collections were made every three hours for chemical analyses and air-water gas fluxes (CO2 and CH4. Sampling depths were 0.5 m, 3.0 m, 6.0 m, 12 m, 18 m, and 21 m below the water surface, respectively.A multiparameter water quality probe (YSI® EXO2, USA) was deployed in the field to continuously obtain water temperature, dissolved oxygen (DO), pH, and other water quality parameters along the vertical profiles. Physical and chemical parameters were continuously obtained along the vertical profile.<br>2) Quantitative evaluation of oxygenated CH4. The field experiment consisted of the following three additional pathways: a) Funnel-collected sediment-water and air-water boiling fluxes of CH 4 in the coastal region of the bay.4 Sediment-water diffusion of CH4 was estimated by sampling and analyzing the transport of sediment pore water within the bay.4 The mass of the water column was estimated by acoustic Doppler velocimetry (Flow Quest, US) on both sides of the floating deck in the Two sampling transects were sampled and flow measurements were made along vertical profiles, i.e., inside (InCx) and outside (OutCx Supplementary Figure S1<br>3)4 In-situ incubation experiments were conducted for 4 days at depths of 0.5 m, 6 m and 20 m below the water surface to track microbial metabolism-driven CH 4 kinetics. Water samples were collected in situ and sealed in 624 mL brown glass vials wrapped in black plastic bags to prevent photosynthesis during incubation. Four identical incubation bottles were deployed in the field at each depth to facilitate daily sampling over a 24-hour period.4 concentration changes and their stable isotope signatures I isotope analyzer (Picarro®, CA, USA.). Triplicate copies were performed for quality control.<br>
DOI: 10.6084/m9.figshare.3520670.v1
title: Appendix A. Details of the studies and data included in the meta-analysis.

description: Details of the studies and data included in the meta-analysis.
DOI: 10.6084/m9.figshare.22080719.v1
title: Artificial reef literature review - list of literature and metric values used in quantitative analysis

description: Supplemental_data_A is a list of literature from a review to evaluate the effects of artificial reefs on components of a social ecological fishery system in marine/estuarine waters around the world. This includes the citation, if it was included in the quantitative analysis, and what effects and/or feedbacks the papers described. <br> Supplemental_data_B is a list of metric values that was used for the quantitative analysis section in the literature review. This includes the citation, the variable/metric name, a description (units), and values obtained from natural reefs vs. artificial reefs.
DOI: 10.6084/m9.figshare.25224758.v1
title: Population genetics of American mink in France

description: The American mink (<i>Neovison vison</i>) is known as a successful invader in Europe, impacting native species' population sizes and habitats. This study investigates the genetic structure and diversity of American mink populations in France over two decades (1997-2016). The analysis involves feral and farmed mink sampled from various regions, using ten autosomal microsatellite loci for genotyping. The objective is to identify genetic clusters, especially between feral and captive individuals, and assess changes in genetic structure over time. Results reveal high genetic diversity and low inbreeding within populations, with evidence of genetic structure influenced by both farm releases and feral colonization. The study highlights the reflection of the genetic structure in farm populations in the feral populations within the first period (1997-2007), and a decline of a lineage over time in the second period (2007-2016) with the emergence of a new genetic cluster, potentially influenced by factors such as selection, phenotypic changes, and interactions with pathogens. Overall, this research contributes to understanding the dynamics of American mink populations in France and their genetic variability, emphasizing the importance of ongoing monitoring and management efforts to mitigate the impact of this invasive species.
DOI: 10.6084/m9.figshare.28093916.v1
title: Questionnaire B

description: This is a questionnaire for a Delphi study.
DOI: 10.17632/hdhg8byr9b
title: Ixekizumab-induced urticaria is associated with the short duration of remission in psoriasis by activation of mast cells- Supplemental Data

description: "Ixekizumab-induced urticaria is associated with the short duration of remission in psoriasis by activation of mast cells"
Supplemental Data for JAAD Article
DOI: 10.17632/hj7k98t6pn
title: Notificações dos erros de imunização em Minas Gerais no ano 2021

description: Foi realizado a análise das notificações de erros de imunização relacionados às vacinas contra COVID-19 em Minas Gerais no ano 2021. Após tratamento e codificação dos dados, obtivemos 2724 notificações de erro de imunização.
DOI: 10.17632/pnd5789gyz
title: Geotechnical Cross-Section Dataset

description: This dataset is created for testing the online Geotechnical Cross Section Visualization Tool. This tool can be accessed from https://github.com/kaaner/fuzzy-msc There are 4 different datasets. These are excel files. Each file contains 3 sheets for storing Resistivity, seismic and drilling values. * Resistivity Sheet: The resistivity values and their corresponding locations are stored. Furthermore, X (starting point of cross-section), K (Elevation/Height) columns are defined. After these columns are defined, the columns Z (Depth) and R (Resistivity) are added. Desired number of depth-resistivity pairs can be added as columns. * Seismic sheet: Seismic velocities, seismic velocity ratios (Vp / Vs) and depth values are stored. Furthermore, X, K columns are defined. After these additions, columns with Z, Vp and Vs speeds are added. Seismic velocity values can be added to the sheet up to any depth. * Drilling sheet: This contains the results from the boreholes in the studied area. Furthermore, X, K columns are defined. Then, Z and T (ground type) values are added.
DOI: 10.6084/m9.figshare.11980383.v1
title: Kerguelen southern elephant seals blood stable isotopic values 2004-2018

description: Dataset relative to blood isotopic values of southern elephant seals (Mirounga leonina) from Kerguelen Islands, sampled from 2004 to 2018 (no data in 2017) at Courbet Peninsula. This dataset includes SIA relative to pups at weaning and to adult females during the breeding and/or moulting period.<br>id_ind: individual unique identifiersexe: either "M" for males or "F" for femalesstatut: "Ad" for adult females, and "Pup" for pupsmass: mass in kilogramsd13C: blood δ13C signature in ‰d15N: blood δ15N signature in ‰C:N: carbon to nitrogen mass ratio<br>
DOI: 10.6084/m9.figshare.1314969.v1
title: Early growth response gene 1 (Egr-1) regulates HSV-1 ICP4 and ICP22 gene expression

description: Early growth response gene 1 (Egr-1) regulates HSV-1 ICP4 and ICP22 gene expression
DOI: 10.6084/m9.figshare.17083910.v1
title: Additional file 2 of The emergence of chloroquine-sensitive Plasmodium falciparum is influenced by selected communities in some parts of the Central Region of Ghana

description: Additional file 2. Sections of the data analysed and a sample of Chi square and odd ratio analysis for pfcrt K76T at Cape Coast.
DOI: 10.6084/m9.figshare.21378327.v1
title: Dataset of LLSM, Spinning disk, MFM and STED for SPITFIR(e) algorithm

description: Dataset of Spitfir(e). <br> This dataset includes LLSM, spinning disk and STED data. Data was deconvolved using Spitfir(e) and Richardson-Lucy.
DOI: 10.6084/m9.figshare.21506571.v1
title: ODP 910A, stable oxygen isotopes

description: Planktonic d18O of Neogloboquadrina pachyderma (sin.) in ODP Hole 910
DOI: 10.6084/m9.figshare.7312196.v1
title: Case-based research on democratization

description: Empirical research on democratization is dominated by case studies and small-N comparisons. This article is a first attempt to take stock of qualitative case-based research on democratization. It finds that most articles use methods implicitly rather than explicitly and are disconnected from the burgeoning literature on case-based methodology. This makes it difficult to summarize the substantive findings or to evaluate the contributions of the various approaches to our knowledge of democratic transition and consolidation. There is much to gain from a closer collaboration between methods experts and empirical researchers of democratization.
DOI: 10.15131/shef.data.3495854.v1
title: Multimedia Tools and Applications - Experiments results for paper "Lightly supervised alignment of subtitles on multigenre broadcasts"

description: The files in the dataset correspond to results that have been generated for the Multimedia Tools and Applications (Springer ISSN: 1380-7501 / 1573-7721) article: "Lightly supervised alignment of subtitles on multigenre broadcasts".<br> <br> The files in the zip file are of three types:<br> - .ctm, which correspond to the output of the automatic speech recognition system or lightly supervised alignment system.<br>- .rttm, which correspond to the output of the speech segmentation system.<br> - .sys, which correspond to scoring of the speech segmentation, automatic speech recognition or lightly supervised alignment system.<br> <br>The following is a description about the naming convention of the files:<br> <br>TableX-LineY-[ser|wer|f1]: This is the output and scoring results corresponding to Line Y of Table X in the article in terms of SER, WER or F1 score.<br> <br> All three file types are standard outputs that are recognised by the speech technology community and can be opened using any text editor.
DOI: 10.6084/m9.figshare.14845005.v1
title: Increasing impact of warm droughts on northern ecosystem productivity over recent decades - Data

description: This repository contains the materials (data & code) to reproduce, interpret and verify the main figures presented in Gampe et al. 2021 ("Increasing impact of warm droughts on northern ecosystem productivity over recent decades", Nat. Clim. Change); DOI: 10.1038/s41558-021-01112-8
DOI: 10.6084/m9.figshare.23912331.v1
title: RandomForest classifiers

description: RandomForest classifier for PPI and H2RA group to classify samples collected before or after drug administration.
DOI: 10.7274/28792475.v1
title: Effects of the Breast Tissue Microenvironment on the Progression of Breast Cancer

description: Breast cancer is the second most common cancer in women. The breast tumor will remodel its surrounding environment to make it more permissive to invasion and eventual metastasis through alterations of the extracellular matrix (ECM), cells, and secretions. Examining these changes proves important as they give possible targets for therapeutics. There are multiple different risk factors for breast cancer and they all can cause changes in the normal breast environment. These changes in the normal breast microenvironment are critical to investigate as they can allow for the progression of breast cancer.
In this dissertation, first we examined the normal breast structure of mice groups with different generations of obesity. These matrices showed differences in the collagen structure, namely collagen curvature, that breast cells responded with increased migration and invasion when seeded on the ECM from mice with a high-fat dam. We then investigated if an increase in leptin concentration caused alterations in collagen curvature. Next, we investigated 3D tumor models and created a 3D bioprinted human obesity breast tumor model. After being characterized, both 2D breast cancer cell culture and our 3D tumor spheroid model were treated with different extracellular vesicle (EV) groups where we saw an increase in cell migration and invasion for those constructs treated with EVs from fibroblasts closer to the tumor. Finally, we examined the impact of chemotherapeutics on normal breast fibroblast ECM production. Those fibroblasts treated with doxorubicin had increased reactive oxygen species production and the ECM they generated had a curvier collagen structure, which caused breast cancer cells to have increased migration and invasion when seeded onto the generated ECM. Overall, through these studies we were able to show how different changes in collagen structure or proximity to a tumor can affect the progression of breast cancer cells to be more motile and invasive.
DOI: 10.6084/m9.figshare.14819301.v2
title: Australia Raw EEG data

description: Australian data set for registered report<br>
DOI: 10.6084/m9.figshare.1617835.v1
title: R code and results for: The precision of the arithmetic mean, geometric mean and percentiles for citation data: An experimental simulation modelling approach

description: Software (R code) and results for: Thelwall, M. (in press). The precision of the arithmetic mean, geometric mean and percentiles for citation data: An experimental simulation modelling approach. Journal of Informetrics.
DOI: 10.6084/m9.figshare.21709265.v1
title: Observational data

description: Observational data
DOI: 10.6084/m9.figshare.25431880.v2
title: Complete dataset and scripts for manuscript entitled: "Long-term dynamics of adaptation to a warming environment is dependent on historical background"; Authors: Marta A. Antunes, Afonso Grandela, Margarida Matos & Pedro Simões (2024)

description: Complete dataset and script for statistical analysis of manuscript entitled: "Long-term dynamics of adaptation to a warming environment is dependent on historical background", Authors: Marta A. Antunes, Afonso Grandela, Margarida Matos & Pedro Simões (2024). Archived at https://www.biorxiv.org/content/10.1101/2024.02.15.580572v2Dataset includes assays performed at generations 39 and 52, analysing populations of different history (PT vs NL) and selection (warming: WNL and WPT, controls: NL and PT), tested in two assay environments (W vs C)<br><br>
DOI: 10.6084/m9.figshare.5602720.v1
title: Geochemistry data of Nolans Bore obtained by LA-ICP-MS

description: LAICPMS data of minerals from Nolans Bore.<br>
DOI: 10.17632/fn3p3st69b
title: Sessile macrobenthic assemblages on shallow subtidal rocky reefs – Adriatic Sea (Mediterranean Sea)

description: This data set is the result of a manipulative experiment  carried out as a part of research activities supported by the European Community within the 7th Framework Programme (FP7/2007−2013) for the project ‘Towards COast to COast NETworks of Marine Protected Areas (from the shore to the high and deep sea), coupled with sea-based wind energy potential (CoCoNet)’, Grant Agreement No. 287844. 
The experiment was carried out at seven locations representative of shallow subtidal rocky reefs in the Adriatic Sea. In most cases locations were selected within Marine Protected Areas (MPAs), natural parks or reserves, or other areas included in current and future conservation plans, in order to assess the connectivity potential of the existing and projected network of protected areas in the basin. Locations were: MPA of Tremiti islands (42° 7'11.24"N - 15°29'2.25"E), MPA of Torre Guaceto (40°42'59.46"N - 17°47'59.77"E), EU Special Area of Conservation, Otranto (40° 7'13.53"N - 18°30'39.38"E); Croatia: Kornati Islands National Park (43°49'14.68"N - 15°14'5.37"E); Montenegro: Herceg Novi (42°22'46.96"N - 18°34'49.96"E); Albania: Karaburun-Sazan National Park (40°24'1.45"N - 19°18'52.99"E); Greece: EU proposed Site of Community Importance, Othonoi Island (39°50'7.27"N - 19°23'29.86"E). For each location, three random sites (1-5 km apart) characterized by comparable conditions, in terms of type and slope of the substrate and exposure, were identified. At each site, six square patches (few meters apart, each approximately 2 m2) were randomly selected on sub-horizontal rocky bottoms at 5-7 m depth and permanently marked at the four corners with screws and epoxy putty. Three of the six patches were randomly chosen and experimentally disturbed by removing the resident assemblages from the substrate. Epibenthic assemblages in treatment patches were scraped off with chisels and hammers. Steel brushes were used to remove organism remains after treatment. The other three patches were left untouched and used as reference during the experiment. The experimental setup started in June 2013 and treatments in all locations were performed within one months. Sessile assemblages were sampled in five sampling occasions, one at the beginning of the experiment (July-August 2013, undisturbed patches only) and then at 3 (October-November 2013), 9 (April-May 2014), 12 (July-August 2014) and 24 (July-August 2015) months since disturbance. Three random 400 cm2 photographic samples were taken in each patch for each time of sampling by using a digital underwater camera equipped with strobes. A total of 1,701 photographic samples were collected and analyzed to identify epibenthic organisms. Vagile organisms were not considered in the analysis. A total of 70 taxa/groups, most of them (~80%) at the level of species or genus were recorded. Data reported assemblage composition (presence/absence) for each site, separately for disturbed and undisturbed assemblages, in each time of sampling.
DOI: 10.6084/m9.figshare.10052702.v1
title: MOESM6 of An in-depth multi-omics analysis in RLE-6TN rat alveolar epithelial cells allows for nanomaterial categorization

description: Additional file 6. To key drivers assigned GO terms of biological processes using the DAVID Bioinformatics Resources 6.8.
DOI: 10.6084/m9.figshare.17430749.v4
title: A data set of global river networks and corresponding water resources zones divisions V2.0

description: The data set provides global river networks and corresponding water resources zones at three arc-seconds resolution and seven level. It provides river networks with good accuracy and precision and water resource zones with clearer topological relationships to ensure the efficiency of hydrological simulation and the accuracy of water resources evaluation. <br> 'A data set of global river networks and corresponding water resources zones divisions V2.0'
DOI: 10.6084/m9.figshare.4711273.v1
title: Malawi 2015 Health Facilities Survey

description: This dataset contains estimates of the number of postabortion care (PAC) cases treated annually, from a nationally representative sample of health facilities in Malawi. It also includes the facility type, ownership, finite population correction factor, and regional weights.
DOI: 10.17632/6p4v8nssm2
title: Data for understanding trust in varied information sources, use of news media, and perception of misinformation regarding COVID-19 in Pakistan

description: The current data from 537 Pakistanis tells us about their trust in different information sources, use of news media, and perception of misinformation regarding COVID-19 in Pakistan. The dataset includes variables such as age, marital status, gender, social class, residential area, trust in source of information, use of news media for coronavirus information, and perception of misinformation regarding COVID-19 in Pakistan. We used Qualtrics to collect data via an online survey that was conducted between 24 April and 12 May 2020. This data will help future research to understand national and international scholarship relating to COVID-19.
DOI: 10.17632/y6w7cf53m9
title: PFAS in sediments and fishes in Tampa Bay

description: The objective of this study is to quantify PFASs in sediment and fishes collected from Tampa Bay to further estimate human health risks from dietary exposures. Sediment (n = 17) and fish (24 species, n = 140) were collected throughout Tampa Bay in 2020 and 2021 and analyzed for 25 PFAS compounds. Concentrations of PFASs in sediments and edible tissues of fish ranged from 36.8 to 2,990 ng kg-1 (dry weight) and 307 to 33,600 ng kg-1 (wet weight), respectively. Generally, levels were highest in Old Tampa Bay and decreased south towards the Gulf of Mexico. Profiles in both matrices were generally dominated by perfluorooctane sulfonic acid (PFOS) with variations by location.
DOI: 10.25405/data.ncl.14652723.v1
title: XRD srtio3 & tio2

description: XRD of different kinds of SrTiO3 pastes