cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wddt4gbttd
title: CRACK500 with noisy annotation masks

description: This is the repository to host the dataset to train noisy labelled crack segmentation algorithm proposed by Zhang, et al. (upcoming) in the article "SelectSeg: Uncertainty-based selective training and prediction for accurate crack segmentation under limited data and noisy annotations". 

In the zip folder, you can find "train_crop_mask_(10,20,50,100)pct", corresponding to the case where 10%, 20%, 50%, and 100% masks have been replaced by their noisy version. 

For other files, including training images, and validation/test dataset, we refer the interested readers to https://github.com/fyangneil/pavement-crack-detection for the original development.
DOI: 10.6084/m9.figshare.24038166.v2
title: RoB2 datasheets

description: Here, you can find the datasheets used to evaluate the risk of bias of the included studies in the following review: Minozzi S, Ambrosi L, Saulle R, Uhm SS, Terplan M, Sinclair JMA, Agabio R. Psychosocial and medication interventions to stop or reduce alcohol consumption during pregnancy. Cochrane Database of Systematic Reviews TBD, Issue TBD. Art. No.: CD015042. DOI: 10.1002/14651858.CD015042.The evaluation of risk of bias was performed using RoB2 tool.
DOI: 10.17632/9b3fwvk378
title: Data for: Acoustics of performance buildings in Hispania: The Roman Theatre and Amphitheatre of Segobriga, Spain

description: Auralisations carried out in these two ancient buildings
DOI: 10.6084/m9.figshare.29037446.v1
title: Supporting Files for Likelihood analyses

description: Supporting Files for Likelihood analyses
DOI: 10.6084/m9.figshare.22683178.v1
title: DATABASE-PROYECT NLRP3 CP18/00028

description: <strong>Rationale:</strong> As the mechanism that links obstructive sleep apnea (OSA) with the regulation of inflammatory response is not well known, it is important to understand the inflammasome activation, mainly of NLRP3 (nucleotide-binding oligomerization domain-like receptor 3). <strong>Objectives:</strong> To assess the NLRP3 activity in patients with severe OSA and to identify its role in the systemic inflammatory response of patients with OSA. <strong>Methods:</strong> We analyzed the NLRP3 activity as well as key components of the inflammasome cascade, such as adaptor molecule apoptosis-associated speck-like protein, caspase-1, Gasdermin D, IL-1β, IL-18, and tissue factor, in monocytes and plasma from patients with severe OSA and control subjects without sleep apnea. We explored the association of the different key markers with inflammatory comorbidities. <strong>Measurements and Main Results:</strong> Monocytes from patients with severe OSA presented higher NLRP3 activity than those from control subjects, which directly correlated with the apnea-hypopnea index and hypoxemic indices. NLRP3 overactivity triggered inflammatory cytokines (IL-1β and IL-18) via caspase-1 and increased Gasdermin D, allowing for tissue factor to be released. <em>In vitro</em> models confirmed that monocytes increase NLRP3 signaling under intermittent hypoxia in a hypoxia-inducible factor-1α-dependent manner, and/or in combination with plasma from patients with OSA. Plasma concentrations of tissue factor were higher in patients with OSA with systemic inflammatory comorbidities than in those without them. <strong>Conclusions:</strong> In patients with severe OSA, NLRP3 activation might be a linking mechanism between intermittent hypoxia and other OSA-induced immediate changes with the development of systemic inflammatory response.
DOI: 10.17632/y99hwsj6j8
title: Influence of Hardening Process Over Modified Heat-Treated Carbon Steel Cutting Tool Materials

description: In this research work, we have found that tool wear rate of the materials of high-speed steel and Titanium alloy which are having optimum composition of carbon and other constituents. Here we have expounded the distinguishing characteristics of high-speed steel and Titanium alloys in respect to the tool wear. Subsequently, we have carried out heat treatment process, where two machined specimens were kept inside the muffle furnace once it attained required temperature, it was maintained at that temperature for a certain period of time and then cooled back to room temperature, we have conducted hardness test, tool wear test. In addition to these cutting operations have performed over mild steel and aluminum workpiece.
DOI: 10.6084/m9.figshare.27997862.v1
title: GCED challenges

description: The study aimed to examine the challenges faced by social studies teachers in implementing global citizenship education within two primary schools in Bangladesh. This study employed a qualitative case study approach, taking into account two elementary schools, one located in an urban area and the other in a rural one. The primary data for this study were acquired through in-depth interviews with four social studies teachers and two head teachers from two schools. Besides, four classroom observations and two focus group sessions with students were administered to gain more clarity. This study analyzed data thematically. This study finds seven core themes: knowledge about GC and GCED, integrating GCED, facilities and infrastructural support, Classroom management and teaching skills, Training and professional development, Assessment of GCED, and a load of tasks. Teachers of two primary schools face challenges in implementing global citizenship education effectively because of the lack of these seven aspects. So, policymakers and school authorities need to focus on solving these challenges to make students appropriate global citizens through social studies.
DOI: 10.6084/m9.figshare.29024060.v1
title: Experimental Description for Data Acquisition

description: This file details the procedure for acquiring the data related to our research "<b><i>Enhanced Power Harvesting and High-Efficiency MPPT for Photovoltaic Systems Using a Modified Zebra Optimizer under Partial Shading and Variation Load Conditions</i></b>"
DOI: 10.17632/wztzshk325
title: Turkish Sentence Dataset for Word Partitioning

description: The dataset contains the selected sentences for the appearing words in the datasets of analogy, NER, POS, and Sentiment analysis. Each dataset is also given in the folder. The main.txt is the selected sentences that represent the words in the dataset. The dataset is named as train.txt for extrinsic tasks and sentence-tr.json for analogy task. The analogy task contains all the word analogies in JSON format.
DOI: 10.6084/m9.figshare.28870880.v1
title: <b>Microstructural evolution and deformation mechanisms in CoCrNi medium entropy alloy fabricated by additive and subtractive hybrid manufacturing</b>

description: 增材制造和减材混合制造为高性能结构部件的集成制造提供了巨大的潜力。CoCrNi MEA 样品在增材制造 （AM） 后立即在高温下进行减材制造 （SM），通过热效应和机械效应的耦合形成深度约为 100 μm 的梯度微观结构。近加工表面表现出机械孪生和堆叠故障之间的相互作用，从而细化了晶粒并促进了纳米晶体的形成。动态再结晶 （DRX） 进一步细化了纳米晶结构，改善了残余应力分布并增强了应变硬化。三个关键机制促成了增强的特性。首先，表面塑性变形引入的由拉伸残余应力向压缩残余应力的转变有效抑制了裂纹的产生，促进了延性。其次，在高温下活化的 DRX 使细化的晶粒结构均匀化，提高了应变兼容性。第三，堆叠故障诱导的塑性、孪晶诱导的塑性和应变梯度硬化的协同激活稳定了塑性流动和延迟应变定位。与在室温下经受 SM 处理的试样（具有 ~60 μm 不均匀梯度层）相比，在高温下对试样进行 SM 处理导致屈服强度 （25%）、拉伸强度 （33%） 和伸长率 （70%） 比增材制造制造的 MEA 试样显着提高，表明强度和延展性之间存在明显的协同作用。
DOI: 10.6084/m9.figshare.24085281.v1
title: Do file replication material revision SP&A

description: Replication file <b>Welfare state regimes and social policy resistance to </b><b>fiscal consolidations</b>
DOI: 10.17632/9rg6gh79xy
title: Data for: Provenance and tectonic implications for the 3.28-3.23 Ga Fig Tree Group, central Barberton greenstone belt, South Africa

description: Sandstone petrography, mudstone geochemistry, and detrital geochronology sample locations and analytical data.
DOI: 10.18742/rdm01-570
title: A Virtual Cohort of Twenty-four Left-ventricular Models of Ischemic Cardiomyopathy Patients

description: Motivation: Computational models of the heart are increasingly being used in the development of devices, patient diagnosis and therapy guidance. While software techniques have been developed for simulating single hearts, there remain significant challenges in simulating cohorts of virtual hearts from multiple patients. Dataset Description: We present the first database of left-ventricular (LV) models suitable for electrophysiology simulations. Our database consists of twenty-four LV models including infarct scar morphology. These were generated from LGE-MRI acquired from ICM patients undergoing CRT. We used 24 image-based patient-specific models of LV anatomy and scar morphology. Briefly, LV endocardium and epicardium contours were manually drawn in each short-axis slice of LGE-MRI. Scar and BZ were segmented and reconstructed in 3D. A finite element tetrahedral mesh (mean edge length of 0.8mm) was generated and 3D reconstructed scar and BZ segmentations were mapped onto it. Rule-based fibres were assigned to the models. The elements of all the twenty-four meshes are labelled as follows: 1) Left ventricular myocardium 3) Scar core 4) Scar border zone We defined a system of universal ventricular coordinates on the meshes: an apico-basal coordinate varying continuously from 0 at the apex to 1 at the base; a transmural coordinate varying continuously from 0 at the endocardium to 1 at the epicardium; a rotational coordinate varying continuously from – π at the left ventricular free wall, 0 at the septum and then back to + π at the left ventricular free wall. We built the first cohort of twenty-four LV meshes from ICM patients LGE-MRI data. These geometries can be used for large cohort computational studies.
DOI: 10.6084/m9.figshare.28645574.v1
title: Urban and periurban agriculture in Bogota, Colombia - dataset

description: This research presents a socio-economic assessment of Urban and Peri-urban Agriculture (UPA) in Bogotá, Colombia. The study evaluates multiple dimensions of UPA—including environmental management, social interactions, economic contributions, and institutional engagement—to identify its strengths and limitations. Using a composite indicator framework and geospatial analysis, the research quantifies sustainability levels across different urban contexts and provides evidence-based recommendations to enhance UPA governance. The ultimate goal is to support the scalability of UPA initiatives and maximize their benefits for urban resilience, food security, and sustainable land use planning.
DOI: 10.6084/m9.figshare.11990745.v1
title: Antifungal

description: Antifungal
DOI: 10.6084/m9.figshare.25097753.v1
title: Comprehensive spatial landscape and plasticity of immunosuppressive fibroblasts in breast cancer

description: Although heterogeneity of FAP+ Cancer-Associated Fibroblasts (CAF) has been described in breast cancer, their plasticity and spatial distribution remain poorly understood. Here, we analyze trajectory inference, deconvolute spatial transcriptomics at single-cell level and perform functional assays to generate a high-resolution integrated map of breast cancer (BC), with a focus on inflammatory and myofibroblastic (iCAF/myCAF) FAP+ CAF clusters. We identify 10 spatially-organized FAP+ CAF-related cellular niches, called EcoCellTypes, which are differentially localized within tumors. Consistent with their spatial organization, cancer cells drive the transition of detoxification-associated iCAF (Detox-iCAF) towards immunosuppressive extracellular matrix (ECM)-producing myCAF (ECM-myCAF) via a DPP4- and YAP-dependent mechanism. In turn, ECM-myCAF polarize TREM2+ macrophages, regulatory NK and T cells to induce immunosuppressive EcoCellTypes, while Detox-iCAF are associated with FOLR2+ macrophages in an immuno-protective EcoCellType. FAP+ CAF subpopulations accumulate differently according to the invasive BC status and predict invasive recurrence of ductal carcinoma in situ (DCIS), which could help in identifying low-risk DCIS patients eligible for therapeutic de-escalation.
DOI: 10.6084/m9.figshare.25370527.v3
title: DUO

description: Aiming at the problem of low underwater recognition accuracy caused by dense and fuzzy targets in underwater target detection, an underwater target detection algorithm combining attention mechanism and downsampling is proposed.For the experimental evaluation, the Detecting Underwater Objects (DUO) dataset was used, The dataset was de-duplicated using a perceptual hash algorithm, of which 6671 sheets were used for training, 1111 sheets for testing, and 1111 sheets for validation. There are only a few similar images in the new dataset. Additionally, the DUO dataset includes some images from various underwater scene datasets.The total number of targets in the dataset is 74,515, of which the number of holothurians, echinus, scallops, and starfish are 7,887, 50,156, 1,924, and 14,548, respectively.Image tag has been converted from json file to txt file, which is convenient for yolo algorithm.
DOI: 10.6084/m9.figshare.26393338.v1
title: Baza podatkov za nacionalno evalvacijsko študijo Analiza potreb, pogojev in možnosti obveznega vključevanja otrok v enega izmed programov predšolske vzgoje z vidika zmanjševanja socialne, ekonomske in kulturne neenakosti (en: Database for the national evaluation study Analysis of the needs, conditions and opportunities for compulsory inclusion of children in early childhood education in terms of reducing social, economic and cultural inequalities)

description: The purpose of the evaluation study Analysis of the needs, conditions and possibilities of compulsory inclusion of children in one of the early childhood education (ECE) programmes from the perspective of reducing social, economic and cultural inequalities is to analyse the implementation of ECE programmes for children who are not enrolled in other ECE programmes before enrolment in school, to analyse the experiences of different stakeholders in education with regard to the participation of children in short programmes in terms of reducing social, economic and cultural inequalities, to prepare proposals for improving existing short programmes based on the analyses, to identify the conditions and options in the case of compulsory inclusion of children in each type of ECE programme. The aim was also to identify the vertical links between the ECE system and the primary education system, to provide expert background and orientations for educational policy in the context of the possible introduction of compulsory inclusion of children in one of the ECE programmes from the perspective of reducing social, cultural and economic inequalities, and to make proposals for further training of ECE teachers and other staff directly related to the topic of the evaluation study.The report for this study is available here ES_glavno_porocilo4_cistopis.pdf (gov.si)<br>The database is in Slovenian language. Instruments included are questionnaires for ECE teachers, ECE counsellors, ECE management staff, Primary education teachers, Primary education counsellors and Primary education management staff. For any further queries, please contact marta.licardo@um.si<br><br>
DOI: 10.6084/m9.figshare.27764853.v1
title: Multifactorial data for IOP, CCT, CMT for males

description: The study's primary aim was to investigate the associations between ocular parameters (intraocular pressure [IOP], central corneal [CCT] and macular [CMT] thickness) and systemic, metabolic, and hormone parameters in a small sample of young healthy men. IOP, CCT, and CMT were measured in nine healthy male volunteers. These measures along with blood glucose, blood pressure, and sex steroid hormones (testosterone, estrogen, and progesterone) were measured twice for each subject and regressed (along with self-reported age, height, and weight) onto IOP, CCT, and CMT.
DOI: 10.6084/m9.figshare.27220875.v1
title: Zhou8425B genome assembly and annotation

description: High-quality genome information is essential for efficiently deciphering and improving crop traits. Here we report a highly contiguous and accurate hexaploid genome assembly for the key wheat founder parent Zhou8425B, an elite 1BL/1RS translocation line with durable adult plant resistance (APR) against yellow rust (YR) disease. By integrating HiFi and Hi-C sequencing reads, a 14.75 Gb genome assembly, with contig N50 and scaffold N50 reaching 70.94 and 735.11 Mb, respectively, was developed for Zhou8425B. These files contain Zhou8425B genome assembly and annotation files.
DOI: 10.6084/m9.figshare.9616319.v13
title: MUG500+ Repository

description: Database of 500 High-resolution Healthy Human Skulls and 29 Craniotomy Skulls and Implants.<br>If you use any part of the dataset, please use the following references for citation in your work:<br>Li J., et al. MUG500+ Repository. Figshare, 2021. DOI: 10.6084/m9.figshare.9616319<br>Li J., et al. MUG500+: Database of 500 High-resolution Healthy Human Skulls and 29 Craniotomy Skulls and Implants. Data in Brief, Elsevier, 2021.<br>A recorded tutorial video about the semi-automatic cranial implant design workflow with Geomagic Sculpt can be viewed at:<br>https://www.youtube.com/watch?v=FzaR3ydjaSc<br>
DOI: 10.17632/2xkbpcy9cv
title: Cesium partitioning between granitic melts and aqueous fluids: Is Cs in hydrothermal fluids an accurate proxy of the degree of fractionation of parental magmas?

description: This is the dataset of article "Cesium partitioning between granitic melts and aqueous fluids: Is Cs in hydrothermal fluids an accurate proxy of the degree of fractionation of parental magmas?"
DOI: 10.6084/m9.figshare.25013873.v1
title: List of archaeological sites with contexts and cultures, in the Italian peninsula (‘on-site’ category and archaeology)

description: Dataset including the ‘on-sites’ category in the database, corresponding to the archaeological sites from which excavations and stratigraphic layers have yielded data useful for archaeobotanical studies.
DOI: 10.6084/m9.figshare.25568763.v3
title: Parameters of distributed systems

description: Various parameters of the distributed system are used for testing.
DOI: 10.6084/m9.figshare.25970014.v1
title: Coyote - Home Range

description: Data for coyote at the home range scale. Each line refers to a location, but latitudes and longitudes have been removed so that the exact locations of tracked animals is hidden. Case refers to whether each location was used or available. Other columns are resource values at that location. forest refers to forest coverscrub refers to scrub coverbarren refers to barren landwetland refers to wetland coverlichen refers to lichen coverelev refers to elevation
DOI: 10.6084/m9.figshare.12613649.v1
title: COVID-19 evolution in Cameroon

description: The proposed research includes daily data on the number of confirmed cases, the number of deaths, and the number of recovered from the COVID-19 pandemic going from March 6<sup>th,</sup> 2020 to April 10<sup>th</sup>, 2020. Our data have been collected from daily tweets of the public health minister, the daily report on the website of the ministry, and daily Facebook/twitter post of the main Cameroonian National media (Cameroon Radio Television, CRTV).
DOI: 10.6084/m9.figshare.19074188.v3
title: Kraken2 mouse reference database for GL

description: built as described here: https://github.com/nasa/GeneLab_Data_Processing/blob/master/Metagenomics/Estimate_host_reads_in_raw_data/Workflow_Documentation/SW_MGEstHostReads/reference-database-info.md <br> <br> Test fastq files hold 4 read pairs: 1 phage, 1 e. coli, 1 human, 1 mouse
DOI: 10.6084/m9.figshare.28200299.v1
title: 10X Visium

description: Dataset nameAbbreviationNo. of spots/cellsNo. of genesNo. of clustersH&E imageDLPFC # 15150710X_1515074221335387PDLPFC # 15150810X_1515084381335387PDLPFC # 15150910X_1515094788335387PDLPFC # 15151010X_1515104595335387PDLPFC # 15166910X_1516693636335385PDLPFC # 15167010X_1516703484335385PDLPFC # 15167110X_1516714093335385PDLPFC # 15167210X_1516723888335385PDLPFC # 15167310X_1516733611335387PDLPFC # 15167410X_1516743635335387PDLPFC # 15167510X_1516753566335387PDLPFC # 15167610X_1516763431335387PBreast Cancer Block A Section_110X_BC37983660120PMouse Brain (Coronal)10X_MB26881807815P
DOI: 10.6084/m9.figshare.1168744.v9
title: Inverted (Koch Snowflake) Fractal Model

description: This spreadsheet model is to complement the publication ' In Situ Experiment on Fractal Corresponds with Cosmological Observations and Conjectures.' This model is capable of demonstrating early universe 'inflation'. Read my working paper at In Situ Experiment on Fractal Corresponds with Cosmological Observations and Conjectures <br>
DOI: 10.6084/m9.figshare.13292102.v1
title: Behavioral affect in Children with Autism Spectrum Disorder During School Closures due to COVID-19 Pandemic in Japan: A Case-Controlled Study

description: <b>Aim</b>: Social distancing during the COVID-19 pandemic has affected the mental health of children. Children with autism spectrum disorder (ASD) display restricted behavior and could suffer more stress from change due to school closures than typically developing children. This study investigated the differences in behavioral affect between children with ASD and typically developing children during the COVID-19 pandemic. <b>Methods: </b>We conducted an online survey to collect data from mothers of 819 children with ASD and typically developing children in Japan aged between 6 to 18 years. We compared the prevalence of stress, stress factors, reactions, and behavioral affect during school closures between the ASD and the control group. <b>Results</b>: The data of 84 children with ASD and 361 age and sex-matched controls were analyzed. Over 75% of the children felt stress during this period in both groups, and there was no difference in the prevalence of stress between the groups (<i>p</i> = 0.74). However, children with ASD were more frustrated by changes in their schedule (<i>p</i> = 0.013). <b>Conclusion</b>: Behavioral affect in children with ASD might reflect stress reactions under school closures related the COVID-19. Therefore, strategies for mitigating the stress response of children with ASD should be implemented.
DOI: 10.6084/m9.figshare.20044024.v1
title: Reliability of overbite depth indicator (ODI) and anteroposterior dysplasia indicator (APDI) in the assessment of different vertical and sagittal dental malocclusions: a receiver operating characteristic (ROC) analysis

description: ABSTRACT Introduction: Differential diagnosis of skeletal and dental relationships is crucial for planning orthodontic treatment. Overbite depth indicator (ODI) and anteroposterior dysplasia indicator (APDI) had been introduced in the past for assessment of vertical and sagittal jaw relationships, respectively. Objective: The objectives of this study were to evaluate the reliability of ODI and APDI in overbite and Angle malocclusions, as well as assess their diagnostic reliability among males and females of different age groups. Material and Methods: This study was conducted using pretreatment dental casts and lateral cephalograms of 90 subjects. For ODI, subjects were divided into three groups based on overbite (normal overbite, open bite and deep bite). Likewise, the same subjects were divided for APDI into three groups, based on Angle's malocclusion classification (dental Class I, II and III malocclusions). Mann-Whitney U test was applied for comparison of study parameters regarding sex and different age groups. The mean values of ODI and APDI were compared among study groups by means of Kruskal-Wallis and post-hoc Dunnet T3 tests. The receiver operating characteristic (ROC) curve was applied to test diagnostic reliability. Results: Insignificant differences were found for ODI and APDI angles, particularly in regards to sex and age. Significant intergroup differences were found in different overbite groups and Angle's classification for ODI and APDI, respectively (p &lt; 0.001). ROC showed 91% and 88% constancy with dental pattern in ODI and APDI, respectively. Conclusions: ODI can reliably differentiate deep bite versus normal overbite and deep bite versus open bite. APDI can reliably differentiate dental Class I, II and III malocclusions.
DOI: 10.6084/m9.figshare.3518564.v1
title: Appendix D. Results from principal component analyzes used to reduce variables.

description: Results from principal component analyzes used to reduce variables.