cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/8ffrgcmjkm
title: Depth_Camera_Dataset

description: The dataset contains RGB and depth version video frames of
various hand movements captured with the Intel RealSense Depth
Camera D435. The camera has two channels for collecting both
RGB and depth frames at the same time. A large dataset is cre-
ated for accurate classification of hand gestures under complex
backgrounds. The dataset is made up of 29718 frames from
RGB and depth versions corresponding to various hand ges-
tures from different people collected at different time instances
with complex backgrounds. Hand movements corresponding
to scroll-right, scroll-left, scroll-up, scroll-down, zoom-in, and
zoom-out are included in the data. Each sequence has data of 40
frames, and there is a total of 662 sequences corresponding to
each gesture in the dataset
DOI: 10.17632/hjckz3hwgd
title: LINF_150022000

description: TMEM164-like protein; Leishmania infantum (strain JPCM5)
DOI: 10.6084/m9.figshare.28519360.v1
title: Retinal prosthesis: a comprehensive review

description: Retinal diseases continue to remain major contributors to the burden of global blindness. Interventions ranging from gene therapy to bioelectronics have been tried to reverse debilitating blindness associated with these diseases. Over the last seven decades, significant research has been done in the field of artificial vision and retinal prosthesis, and efforts have been made to develop advanced implants to improve the quality of life in patients with blindness. This review covers the history, evolution and the future of retinal prosthesis. The initial experiments to restore vision and the technological advances in the creation of these implants have been covered. The review discusses the potential of implants to improve the quality of life in blind patients. It also covers the prerequisites for implantation of retinal prosthesis, complications and their long-term results. There has been continuous improvement in the development of retinal prosthesis with the hope of being able to restore ambulatory vision and assistance in performing daily chores. Bio-engineering these implants is challenging and future course would explore developing less invasive approaches and improving the resolution. Translational success, widespread availability and improving access to these prostheses would reside in improved funding and support.
DOI: 10.6084/m9.figshare.13028069.v1
title: Raw reads statistic and plot

description: the statistic and plot of raw reads
DOI: 10.6084/m9.figshare.20730961.v1
title: Data collection for publication "The influence of variability on fire weather conditions in high latitude regions under present and future global warming"

description: This data collection contains the climate model and reanalysis data underlying figures in publication "The influence of variability on fire weather conditions in high latitude regions under present and future global warming" by M.T. Lund, K. Nordling, A.B. Gjeldsvik, and B.H. Samset ( The influence of variability on fire weather conditions in high latitude regions under present and future global warming - IOPscience ) <br> The code for the Canadian Fire Weather Index model used int the publication is openly available from publications.gc.ca/collections/collection_2016/rncan-nrcan/Fo133-1-424-eng.pdf (last access June 2023) <br>
DOI: 10.6084/m9.figshare.16955572.v1
title: Data ESOS NJIT 2020

description: Data recorded by an Entomological Stand-off optical sensor from August 2020 to November 2020 by the New Jersey Institute of Technology. The files provides the transit signals of approx 60,000 insects used in the A. Genoud et al 2021, PLOS One.
DOI: 10.6084/m9.figshare.28876853.v1
title: Global tissue specific transcriptome analysis of Musa spp., cv. Grand Naine (AAA) across twelve different tissues.

description: Global tissue specific transcriptome analysis of Musa spp., cv. Grand Naine (AAA) across twelve different tissues
DOI: 10.17632/n2mb4mf59x
title: Data for: Controlling Interfacial Reactions of Ti3SiC2/Ti2AlNb Brazed Joints by Transferring Graphene Layers

description: data supplement
DOI: 10.17866/rd.salford.24126213.v1
title: Echo Street, Manchester

description: Results and records from archaeological evaluation conducted on land off of Echo Street (Formerly Albion Street), Manchester.
DOI: 10.6084/m9.figshare.22269469.v1
title: agri_rice.tif

description: rice straw map
DOI: 10.6084/m9.figshare.28602182.v1
title: [CAD] Disruptive ROVA Electropneumatic Valve Technology for Satellite-Delivering Rocket Applications (Canadian Journal of Mechanical Engineering Research / 2025)

description: TO BE COMPLETE SOON, POST JOURNAL PUBLICATIONHere are stored the FreeCAD files of the novel ROVA pneumatic valve recently published officialy in a peer-reviewed journal. STEP and IGES files are also present, so the valve can also be loaded into other CAD packages.<br>
DOI: 10.6084/m9.figshare.28787906.v1
title: Table 1

description: Parameters of the BLDC motor.
DOI: 10.6084/m9.figshare.26706655.v1
title: Source data of the manuscript titled “Decreasing trend in destructive potential of tropical cyclones in the South Indian Ocean since the mid-1990s”

description: This file provides the source data for all the FIGURES in Manuscript titled "Decreasing trend in destructive potential of tropical cyclones in the South Indian Ocean since the mid-1990s"
DOI: 10.6084/m9.figshare.24198492.v1
title: Diversity measures data

description: CSV file (Diversity measures data) contains locationwise information on species richness, Shannon's Index and reference as separate columns. This is used for calculating various proposed measures in Jupyter Notebook file (Diversity Data AmRaS.ipynb), the notebook file also shows box-whisker plot shown in paper.
DOI: 10.6084/m9.figshare.5623513.v1
title: #ItsNotInYourHead Campaign Materials - Provoked Vestibulodynia

description: #ItsNotInYourHead is the hashtag associated with a campaign for a condition called Provoked Vestibulodynia (PVD), initiated by Dr. Lori Brotto and the Women's Health Research Institute in Vancouver, British Columbia. PVD is characterized by provoking pain with touch to the vulvar area, and affects up to 10% of women. The campaign aims to raise awareness about this condition and share evidenced-based research of psychological treatments that can help manage female genital pain.<br>These materials are meant to help promote the #ItsNotInYourHead campaign. They can be downloaded from this site - please be sure to use the hashtag and/or tag @NotInYourHead17 in all of your tweets!<br>
DOI: 10.6084/m9.figshare.16934659.v7
title: DATA for “Warming winters in lakes: Later ice onset promotes consumer overwintering and shapes springtime planktonic food webs” DOI: org/10.1073/pnas.2114840118

description: NOTE: <br>-Please use the latest version of the dataset (now V6), which includes info re. units and better corresponds to the code. Additional updates may be made over time. <br>-Details re. calculations and conversions are provided in the Methods/Appendix of the paper.-Contact info: mphebert4@gmail.com <br><br>ABSTRACT:<br>Global climate warming is causing the loss of freshwater ice around the Northern Hemisphere. Although the timing and duration of ice covers are known to regulate ecological processes in seasonally ice-covered ecosystems, the consequences of shortening winters for freshwater biota are poorly understood owing to the scarcity of under-ice research. Here, we present one of the first in-lake experiments to postpone ice-cover onset (by ≤21 d), thereby extending light availability (by ≤40 d) in early winter, and explicitly demonstrate cascading effects on pelagic food web processes and phenologies. Delaying ice-on elicited a sequence of events from winter to spring: 1) relatively greater densities of algal resources and primary consumers in early winter; 2) an enhanced prevalence of winter-active (overwintering) consumers throughout the ice-covered period, associated with augmented storage of high-quality fats likely due to a longer access to algal resources in early winter; and 3) an altered trophic structure after ice-off, with greater initial springtime densities of overwintering consumers driving stronger, earlier top-down regulation, effectively reducing the spring algal bloom. Increasingly later ice onset may thus promote consumer overwintering, which can confer a competitive advantage on taxa capable of surviving winters upon ice-off; a process that may diminish spring food availability for other consumers, potentially disrupting trophic linkages and energy flow pathways over the subsequent open-water season. In considering a future with warmer winters, these results provide empirical evidence that may help anticipate phenological responses to freshwater ice loss and, more broadly, constitute a case of climate-induced cross-seasonal cascade on realized food web processes.
DOI: 10.6084/m9.figshare.28747646.v1
title: Field measurements dataset for identifying DOC dynamics with coupling of EMMA and DOC-Q at a small mountainous headwater catchment of the Danjiangkou Reservoir, China

description: This study investigates rainfall(1-h), streamflow(1-min), streamflow dissolved organic carbon (DOC) (grab samples), streamflow specific conductivity (SC) (grab samples) and riparian soil water SC(1-min) across five storms in summer 2021 at Huanggou catchment, a small mountainous headwater catchment of the Danjiangkou Reservoir in Hanjiang River basin, central China. Streamflow was sourced from overland flow, subsurface flow and groundwater. Full-time DOC dynamics on fluxes and yields across five events were evaluated with coupling of SC-traced EMMA and DOC-Q relations of end-members. The study aims to provide insights into the event-scale DOC-Q of streamflow and two end-members, three end-member fluxes and yields of water/DOC during and between events, and shifts on DOC sources with antecedent condition and rainfall-runoff response.
DOI: 10.6084/m9.figshare.12654620.v2
title: Raw data: "Metabolic and Hematological Responses to Endotoxin-Induced Inflammation in Chicks Experiencing Embryonic TCDD Exposure"

description: Raw data from the manuscript "Metabolic and Hematological Responses to Endotoxin-Induced Inflammation in Chicks Experiencing Embryonic TCDD Exposure"
DOI: 10.6084/m9.figshare.27605577.v1
title: UT-MD files

description: This is the relevant file for molecular dynamics simulation of urea transporter
DOI: 10.6084/m9.figshare.21605772.v1
title: Arabic Text Copus (Raw, Unfiltered)

description: The corpus is extracted from extracted from 29,192,662 ClueWeb html. Each text file contains in average 30,000 different webpages. The size of the corpus is 18,482,719 terms.
DOI: 10.6084/m9.figshare.26160709.v3
title: Evidential Deep Learning for Interatomic Potential

description: Machine Learning Interatomic Potentials (MLIPs) are models that utilize machine learning techniques to fit interatomic potential functions, with training data derived from ab initio methods. Consequently, MLIPs can achieve ab initio potential function accuracy with significantly faster inference times and reduced computational resource consumption. However, the datasets required for training MLIPs at ab initio accuracy are inherently resource-intensive and cannot encompass all possible configurations. When MLIP models trained on these datasets are employed in molecular dynamics (MD) simulations, they may encounter out-of-distribution (OOD) data, leading to a collapse of the MD simulation. To mitigate this issue, active learning approaches can be employed, iteratively sampling OOD data to enrich the training database. Nonetheless, conventional methods often require substantial time or result in decreased MLIP model accuracy. We propose a novel uncertainty output method that effectively balances speed and accuracy, demonstrating excellent performance.The dataset is for the article "Evidential Deep Learning for Interatomic Potential",The dataset "liquid_aimd.pt" was used as the OOD data in water dataset, the dataset "newliquid_shifted" was used as the ID dataThe folder "small_molecule_weight" and "water_dataset_weight" contains the model weight documents of experiments performed in main textThe folder "UDD-MD" contains the model weight used to reproduce the result in Fig 4 in main text
DOI: 10.6084/m9.figshare.21792794.v1
title: Column Re-use_Apogee_Calibrations

description: Apogee A60 - MESF and size (Rosetta) calibration files and output
DOI: 10.6084/m9.figshare.23643555.v2
title: Movie Clip Dataset: A New Dataset for Generalised Real-World Violence Detection

description: A dataset with violent and non-violent scenes was collected from movies.
DOI: 10.17632/35m73mn9nr
title: Resettlement Area Detection Model

description: A Resettlement Area Detection (RAD) model is described to help local governments in depopulating regions evaluate candidate areas for post-disaster relocation. On this occasion, I have developed a method that sources annual population data for the past ten years and combined it with geographic features to compare population growth and population decline areas through a geographic lens to characterize population growth areas and enable the detection of urban structures likely to enable sustained population growth after resettlement. The method assumes that resettlement is a small part of a larger urban redevelopment and reconstruction scheme which together can generate sufficient movement of people into new relocation sites. In addition, the method proved that Tohoku-affected coastal areas with the potential for future population growth are: (1) In proximity to the regional city, (2) have accessible and conglomerate built-up areas closely connected to the main highway, and (3) are surrounded by farmlands which provide a large cohort of the population with sustained livelihood options. Data for the elaboration of this method can be found here.
DOI: 10.6084/m9.figshare.17820719.v1
title: Supplementary Material for: Do Concentration or Activity of Selenoproteins Change in Acute Stroke Patients? A Systematic Review and Meta-Analyses

description: <b><i>Introduction:</i></b> Stroke is characterized by deleterious oxidative stress. Selenoprotein enzymes are essential endogenous antioxidants, and detailed insight into their role after stroke could define new therapeutic treatments. This systematic review aimed to elucidate how blood selenoprotein concentration and activity change in the acute phase of stroke. <b><i>Methods:</i></b> We searched PubMed, EMBASE, and Medline databases for studies measuring serial blood selenoprotein concentration or activity in acute stroke patients or in stroke patients compared to non-stroke controls. Meta-analyses of studies stratified by the type of stroke, blood compartment, and type of selenoprotein measurement were conducted. <b><i>Results:</i></b> Eighteen studies and data from 941 stroke patients and 708 non-stroke controls were included in this review. Glutathione peroxidase (GPx) was the only identified selenoprotein, and its activity was most frequently measured. Results from 12 studies and 693 patients showed that compared to non-stroke controls in acute ischaemic stroke patients, the GPx activity increased in haemolysate (standardized mean difference [SMD]: 0.27, 95% CI: 0.07–0.47) but decreased in plasma (mean difference [MD]: −1.08 U/L, 95% CI: −1.94 to −0.22) and serum (SMD: −0.54, 95% CI: −0.91 to −0.17). From 4 identified studies in 106 acute haemorrhagic stroke patients, the GPx activity decreased in haemolysate (SMD: −0.40, 95% CI: −0.68 to −0.13) and remained unchanged in plasma (MD: −0.10 U/L, 95% CI: −0.81 to 0.61) and serum (MD: −5.00 U/mL, 95% CI: −36.17 to 26.17) compared to non-stroke controls. Results from studies assessing the GPx activity in the haemolysate compartment were inconsistent and characterized by high heterogeneity. <b><i>Conclusions:</i></b> Our results suggest a reduction of the blood GPx activity in acute ischaemic stroke patients, a lack of evidence regarding a role for GPx in haemorrhagic stroke patients, and insufficient evidence for other selenoproteins.
DOI: 10.6084/m9.figshare.7914122.v1
title: gVCF_HG03667

description: 1000 Genomes gVCF mapped to hs37d5 for HG03667. Complete collection: https://doi.org/10.6084/m9.figshare.c.4414307
DOI: 10.17632/92jsfzj7nt
title: Improvements made to the surgical procedure of cathetrization of the portal vein in pigs

description: Raw data related to the surgical procedure and the post-operative care of pigs submitted to the catheterization of the portal vein and the carotide artery.
DOI: 10.6084/m9.figshare.14642502.v1
title: SARS-CoV-2 disease severity and transmission efficiency is increased for airborne compared to fomite exposure in Syrian hamsters

description: SARS-CoV-2 transmission in hamsters showing that disease severity and transmission efficiency is routes of transmission dependent.
DOI: 10.6084/m9.figshare.19451882.v1
title: Placental FDDOS data analysis with layered model reconstruction.

description: Process FDDOS data of every single subject with multi-spectral and multi-source-detector separation.
DOI: 10.17632/gh5z7f2y26
title: Data for: Determining complex refractive index of cellulose nanocrystals by combination of Beer-Lambert and immersion matching methods

description: Complex refractive index of CNC as a function of wavelength (400 -700 nm) .
DOI: 10.6084/m9.figshare.10279625.v1
title: Coverage Data

description: Datasets used for the experiments in "Spatiotemporal Coverage Analysis of Moving Regions"<br>
DOI: 10.6084/m9.figshare.13655462.v1
title: Supplementary Material for: Metabolic Syndrome in Offspring of Parents with Metabolic Syndrome: A Meta-Analysis

description: <b><i>Background:</i></b> The metabolic syndrome (MetS) represents a clustering of risk factors for cardiovascular diseases that includes abdominal obesity, hypertension, dyslipidemia, and insulin resistance. <b><i>Objectives:</i></b> The objective of this study was to reassess the parent-offspring association of MetS since the available findings are still controversial. <b><i>Methods:</i></b> The Cochrane Library, PubMed, Embase, and Web of Science databases were searched to identify relevant articles. All studies comparing MetS status between the offspring of parents with MetS and offspring of parents without MetS were included in the analysis. <b><i>Results:</i></b> A total of 9 studies met the inclusion criteria and they were analyzed. Offspring of at least 1 parent with MetS had a higher risk of MetS (OR 3.88, 95% CI 2.58–5.83, <i>p</i> &lt; 0.001). Sons and daughters of fathers with MetS both had a higher risk of MetS (OR 2.31, 95% CI 1.70–3.12, <i>p</i> &lt; 0.001, and OR 1.73, 95% CI 1.37–2.18, <i>p</i> &lt; 0.001, respectively). Sons and daughters of mothers with MetS both had a higher risk of MetS (OR 1.95, 95% CI 1.37–2.76, <i>p</i> = 0.0002, and OR 1.91, 95% CI 1.54–2.35, <i>p</i> &lt; 0.001, respectively). <b><i>Conclusion:</i></b> This meta-analysis showed that there is a higher risk of MetS in the offspring of parents with MetS. However, there was no differential association of MetS according to gender and/or age of the offspring.
DOI: 10.17632/2yy6z3sfvr
title: SBAS-InSAR Monitoring in Zhouqu, China

description: Data for: Spatiotemporal evolution and failure mechanism of a complex landslide along active fault in Zhouqu region, China.
DOI: 10.17632/35m9whpm62
title: The summary dataset for prevalence of UTI in DM patient

description: This data provide a distribution of age, gender, duration of DM, diagnosis, urine culture result and antibiotics pattern from microorganisms isolated in urine culture
DOI: 10.17632/ghjkcjn4dj
title: Raw atmospheric pressure, relative humidity and light intensity data timeseries

description: Raw time-series data from atmospheric pressure, relative humidity, and light intensity measured in an interior environment. There are two sets of data, labeled training_data.csv and validation_data.csv each set where collected at different times using the same device. The atmospheric data is in pascals (Pa) and was collected using a BMP180 sensor; the relative humidity data is expressed as a percentage (%) and has been collected using a DTH11 sensor, and the light intensity data is expressed in lux (lx) and has been measured using a BH170 sensor. All of the data was collected using a sampling period of 10s. The training dataset contains 302845 data points, and the validation set contains 504862 data points.
DOI: 10.17632/vy8z394gfh
title: STAR-PROTOCOLS-D-22-00386R2 Table S1

description: Table S1: Oligonucleotides, RNA sequences and primers for library construction
DOI: 10.17632/zxp4z5wnm9
title: Multimineral coupling reveals the iron–sulfur cycle in a receding methane seep

description: Many studies have aimed to establish various minerals as archives of paleo- and modern methane seeps. Furthermore, the Fe-S cycle in methane seeps has attracted attention for a long time. The predominant biogeochemical reaction in methane seeps is sulfate reduction coupled with the anaerobic oxidation of methane, which mainly occurs in the sulfate–methane transition zone (SMTZ). The H2S generated from this reaction combines with active iron in the sediments and eventually forms pyrite (FeS2). Here, we studied a core with a length of 14 m sampled from the Shenhu area, South China Sea, via multiple methods, such as SEM and EDS tests. By evaluating the high contents of CRS and presence of various minerals, we found two paleo-SMTZs, which means that there were two methane seepage events. AMS14C dating and the carbon and oxygen isotopic test for planktonic foraminifera indicated successive sedimentation from MIS3 to MIS1. The low correlations between CRS and TOC and δ13CTOC indicated that organoclastic sulfate reduction was not the dominant biogeochemical reaction in this core. The increasing contents of pyrite and the mean diameter as well as the standard deviation of framboid and cubic pyrite found in several depth intervals and the extremely negative δ34S value of both CRS and hand-picked pyrite indicated that the two SMTZs were situated at or near the surface of the seafloor. The vast elemental sulfur that was distributed throughout the core (especially in the SMTZ) implied that the methane seep activity had subsided. Moreover, the intermediate species formed during pyrite and framboid goethite formation (pyrite pseudomorphs) that were discovered in various intervals further confirmed this viewpoint. Based on these results, we further concluded that the Fe-S cycle in this unique core was directly influenced by changes in the SMTZ position. High CRS and pyrite contents and larger framboids formed when methane flux intensified. After the methane seep activity weakened and the SMTZ migrated to deeper sediments, previously formed pyrite was oxidized by oxygen-containing seawater and thus formed intermediate species and ultimately Fe (hydrogen) oxide (especially framboid goethite). Therefore, our results provide a unique reference to establish a relatively complete Fe-S cycle through diverse sulfur- and/or iron-bearing minerals.