cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.16787467.v1
title: Perspectives on the Barriers to and Needs of Teachers' Professional Development in the Philippines

description: Due to COVID-19, online education has become the norm in the Philippines. Yet even in its second year, online teaching and learning still faces ongoing challenges, as does the need for teacher professional development. This paper describes the results of a mixed-method study that explored teachers' perspectives on professional development barriers and needs. The data collection involved 174 teachers working in the National Capital Region. All of the participants completed a survey describing their professional development frequency, perspectives, barriers, and needs, while eight teachers volunteered for a follow-up in-depth interview. Using hierarchical multiple regression analyses, results have shown that pedagogical and information technology competencies needs of teachers depend mostly on their prior professional development experiences and their need to apply active learning and new teaching ideas.
DOI: 10.6084/m9.figshare.17697389.v1
title: Supplementary Material for: High Mast Cell Density Predicts a Favorable Prognosis in Patients with Pancreatic Neuroendocrine Neoplasms

description: Introduction: Mast cells are involved in allergic diseases, immune regulation, and tumor microenvironment modulation, with both pro- and anti-tumorigenic functions, and could serve as a prognostic factor in various cancers. However, their potential role in pancreatic neuroendocrine neoplasms (PanNENs) is largely unknown. Here, our aim was to investigate the presence of mast cells in PanNENs and evaluate their association with clinicopathological parameters and other common tumor-infiltrating immune cells. Methods: Tissue microarrays containing PanNEN samples from 187 patients were constructed and stained immunohistochemically for CD117, CD15, CD68, CD3, CD4, and CD8. Immune cells were counted from four high-power fields (HPFs; 400×) at maximal concentrations, and the mean counts were calculated per HPF. The cut-off values were set by X-tile. Results: The median (interquartile range) counts of CD117+ mast cells, CD15+ neutrophils, CD68+ macrophages, CD3+ T cells, and CD4+ T cells were 3.5 (2.0–6.0), 3.0 (1.3–6), 3.8 (2.5–5.8), 13 (8.0–24.0), 2.0 (1.0–4.0)/HPF, respectively. CD8+ T cells were not detected. The cut-off values for these immune cells were 1.5/HPF, 6/HPF, 4.8/HPF, 32.5/HPF, and 2/HPF, respectively. Low mast cell density was correlated with higher grades, non-insulinoma, and advanced stages. Moreover, high mast cell infiltration was associated with elevated CD4+ T cell and CD15+ neutrophil counts. Multivariate analysis revealed that high mast cell density was an independent predictor of prolonged progression-free survival in the entire cohort, in pancreatic neuroendocrine tumors, and in intermediate-grade, non-insulinoma, and advanced stage subgroups. Conclusions: These findings suggest a protective role of mast cells in PanNENs.
DOI: 10.17632/jbw7zn8nkb
title: Commercially important coral reef fishes recorded at the public market of Bongao, Tawi-Tawi in the Sulu Archipelago, Southern Philippines 

description: The data presents the various species of commercially important coral reef fishes encountered during the daily surveys conducted at the public market of Bongao, Tawi-Tawi, in 2018. The numbers indicate the count of individuals encountered on a given day. Blank entry means zero or the species was not encountered during the specific survey.
DOI: 10.6084/m9.figshare.12861131.v2
title: Innovation Ecosystem Design Datasets.xlsx

description: The datasets were collected from an ethnographic study with three innovation ecosystem case studies in the Northwest of England. These datasets show relations between ecosystem actors and strength of their ties collected through collaborations with SME ecosystem actors.
DOI: 10.6084/m9.figshare.19501339.v1
title: SPSSdata_step2_regression_20211218_submitted.xlsx

description: Raw data for "A study on factors affecting Japanese consumers behavior toward 5G smartphone purchase"
DOI: 10.6084/m9.figshare.21155419.v10
title: Database of freshwater macroinvertebrate occurrences across Cuba

description: File “occurrence_records.csv”: a dataset of georeferenced occurrence records of freshwater flatworms (Platyhelminthes: Tricladida), insects (Ephemeroptera, Odonata, Hemiptera, Trichoptera, Coleoptera, Diptera), crabs and shrimps (Crustacea: Decapoda), and mollusks (Mollusca) of Cuba. The information was collated from the scientific literature, unpublished field records, museum collections and online databases. The dataset is organized in 32 fields that contains information about the taxonomic classification of each recorded species; sex, and life stage of individuals; location, author and date of the record and a reference to the original data source. <br> File “species_list.csv”: an updated species list of 590 species of tricladid flatworms (Tricladida, phylum Platyhelminthes), the insect orders Ephemeroptera (mayflies), Odonata (dragonflies and damselflies), Trichoptera (cadiflies) and freshwater Hemiptera, Coleoptera, Decapoda (crabs and shrimps, subphylum Crustacea) and Mollusca from Cuba created after a revision of the literature. Only binomial scientific names (genus + species) were considered, avoiding the use of subgenus and subespecies categories. This list was taken as taxonomic reference to search information on species occurrence records and compile the information stored in “occurrence_records.csv”. <br> File “fields_database.docx”: list of fields and definitions used in the dataset (file “occurrence_records.csv”) of freshwater macroinvertebrates occurrence records from Cuba. Terms and definitions are according to Darwin Core standards (dc, http://www.tdwg.org/standards/450 ), Freshwater Core Template at Freshwater Biodiversity Data Portal (fwct, https://data.freshwaterbiodiversity.eu/) and Global Biodiversity Information Facility (gbif, https://www.gbif.org ). <br> File “scr_tech_val.R”: R script to screen “occurrence_records.csv” for georeferencing errors, incomplete information and redundant occurrence records. <br> File “scr_down_o_gbif_inat.R”: R script to download species occurrence records from GBIF and iNaturalist included in “occurrence_records.csv”.
DOI: 10.6084/m9.figshare.22318480.v1
title: dataset_Mindfulness_Social Self.xlsx

description: This is the dataset used in the article, containing quantiative and qualitative data
DOI: 10.6084/m9.figshare.25332565.v2
title: Cooling Capacity and SCP of Published Caloric Cooling Devices before 2023.docx

description: File updated on May, 5, 2024: adding one figure to indicate potential applications and their respective challenges. Minor change on data description: from "projected SCP at 0 K" to "projected SCP at deltaT_span = 0 K"._________________________________________________________________________________Original descriptionThe data set summarized the cooling capacity and specific cooling power (<i>SCP</i>) from published caloric cooling devices before 2023.For a fair comparison, the <i>SCP</i> was recorded at 0 K temperature span. If <i>SCP</i> at 0 K was available from the literature, the originally reported <i>SCP</i> with its original digits were taken. Otherwise, linear extrapolation from at least two different cooling capacities and their corresponding temperature span was used to derive <i>SCP</i> at 0 K span. In this case, we kept two digits.
DOI: 10.6084/m9.figshare.26323513.v2
title: <b>Pluto2.0-A benchmark for extract method refactoring recommendation</b>

description: Pluto 2.0 - Extract method refactoring recommendation benchmarkDescriptionPluto2.0 is a benchmark for evaluating extract method refactoring recommendation approaches. This version contains nine Open-source software studies as subjects and have nine variants in total.ReadmeBenchmark details is present in the readme file. VersionKindly always refer to the latest version. As it will contain updated contents in terms of missed or corrected data.
DOI: 10.6084/m9.figshare.3526262.v1
title: Appendix D. Two-dimensional convex hulls containing two representative communities shown relative to the Jasper Ridge pool of 54 woody species.

description: Two-dimensional convex hulls containing two representative communities shown relative to the Jasper Ridge pool of 54 woody species.
DOI: 10.17632/5rff6r5wg8
title: Data for: Atomistic simulations of Epoxy/Water/Aluminum systems using the ReaxFF method

description: glass transition temperature or crosslinked epoxy coatings. reaction of water and aluminum using reaxff method.
DOI: 10.17632/fznnbftt8x
title: Data for: Mapping Europa’s microfeatures in regional mosaics: new constraints on formation models

description: These are the ArcMap files created and reported on in Noviello et al. (submitted here)
DOI: 10.6084/m9.figshare.11475303.v1
title: The input file of Abaqus from Three-dimensional numerical simulation of soft tissue wound healing using constrained-mixture anisotropic hyperelasticity and gradient-enhanced damage mechanics

description: The input file for symmetric wound healing
DOI: 10.6084/m9.figshare.26112721.v1
title: SNP calling of "<i>Candidatus</i> Liberibacter asiaticus"

description: A total of 5,090 SNPs among 148 CLas genomes (135 sequenced in this study and 13 available in the NCBI database).
DOI: 10.6084/m9.figshare.7250453.v1
title: Steel Strength Data

description: 312 steels with experimental yield strength and ultimate tensile strength, extracted and cleaned (including de-duplicating) from Citrine. See reference 1.<br><br>Available as Monty Encoder encoded JSON and as CSV. Recommended access method is with the matminer Python package using the datasets module.<br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.
DOI: 10.17632/cjzfr9ykmz
title: Data for: What Age Do You Feel? - Subjective Age Identity and Economic Behaviors

description: This data contains the survey data on age categorization of behaviors.
DOI: 10.6084/m9.figshare.1394580.v1
title: Defining the roles of IFN-γ and IL-17A in inflammation and protection against Helicobacter pylori infection
DOI: 10.6084/m9.figshare.1565404.v1
title: Week 4 Transect Sweep Net data in YorkU Grasslands

description: The following data was collected by Kyle, Drew and I while our other group members collected the quadrat data. This was all done at York University's grasslands on September 30, 2015 from 2:30-430. The Weather was sunny with a temperature of around 18 degrees. We measured 30M with the transect and used the sweep nets to catch insects that were within 30cm of the transect (belt method). This was done by walking along the transect and sweeping left to right with the net. We had 5 replicates done in the mowed area but only 3 replicates done in the unmowed because we ran out of time. The insects caught were recorded by the total number caught in the net and also by number of reconganizable taxonomical units (RTU). The RTUs were spider, beetle, caterpillar, ant, leaf hopper and fly. The spider is not an insect but for our purposes we included the spider in our data. The transect was moved randomly via a random number generator ranging from 1-15 steps.
DOI: 10.6084/m9.figshare.23098262.v1
title: Table S4 DEG.xlsx

description: <strong>Table S4</strong>: Differentially expressed genes (Dehydrated/ad lib) for the kidney sn-multiome-seq.
DOI: 10.6084/m9.figshare.25879096.v1
title: LTR_Unit_MOLA_Elevations

description: Point elevations derived from analysis of Mars Orbiter Laser Altimeter (MOLA) data, for analysis of the LTR unit at Oxia Planum.
DOI: 10.17632/5m9c3472cn
title: Data for: FEED INTAKE AS AN ESTIMATION OF ATTRACTABILITY IN PACIFIC WHITE SHRIMP LITOPENAEUS VANNAMEI

description: Feed pellets count at each time point over the five-day experimental period for different experimental diet. Data set was formatted for R.
DOI: 10.6084/m9.figshare.27950625.v2
title: A list of differentially expressed genes in T. gondii after treatment with RSL3.

description: A list of differentially expressed genes in T. gondiiafter treatmentwith RSL3.
DOI: 10.6084/m9.figshare.3527621.v1
title: Appendix B. Effect sizes and their sampling variances.

description: Effect sizes and their sampling variances.
DOI: 10.17632/9tj726d4p5
title: College Students' Mental Health Data

description: The data collection contains the mental health data of 5,00 students, comprising college students' data with 25 distinct dimensions of mental health evaluation features such as anxiety, depression, stress, mood swings, and so on.
DOI: 10.6084/m9.figshare.28620087.v1
title: Communication-Efficient Distributed Sparse Learning with Oracle Property and Geometric Convergence*

description: This article introduces two highly efficient distributed non-convex sparse learning algorithms. Our approach accommodates non-convexity in both the loss function and penalty, acknowledging the potential non-uniqueness of local minimizers due to the inherent non-convexity. The development of an algorithm that ensures convergence to a locally minimal solution with desired statistical properties becomes imperative in this context. To overcome this challenge, we propose a strategy involving the relaxation of non-convexity in the penalty function through a local linear approximation. Addressing non-convexity in the loss function, we employ the proximal homotopy method, initiating the process with a relatively large regularization parameter that is gradually shrunk towards the target parameter. Theoretical considerations form the cornerstone of our work, in which we provide an explicit statistical rate for the approximated solution in each iteration. Our contributions extend to establishing oracle properties and demonstrating asymptotic normality, marking a significant advancement as the first asymptotic normality result for the approximated solution yielded by the algorithm. Consequently, our theoretical framework offers valuable insight into setting the optimization error, especially when undertaking statistical inference for the approximate estimator. In terms of computational efficacy, our algorithm exhibits a geometric convergence rate within each middle loop. We substantiate the validity of our theory through a comprehensive presentation of numerical results. This multifaceted analysis underscores the applicability of our proposed algorithms, consolidating their credibility in both the theoretical and computational domains.
DOI: 10.17632/fp77hgb466
title: Data for: Introgression is widespread in the radiation of carnivorous Nepenthes pitcher plants
DOI: 10.17632/wtvnv9fv44
title: Country-level plastic bag legislation against plastic waste and select Human Development Indices
DOI: 10.6084/m9.figshare.24298036.v1
title: Replication Package

description: This is the replication package containing the dataset for code detection of AIGC Detectors, code to setup and run AIGC Detectors and the results from AIGC Detectors
DOI: 10.6084/m9.figshare.27193236.v1
title: <b>Building Trust through ESG</b>

description: The research explores how Environmental, Social, and Governance (ESG) practices influence consumer behavior in the fashion industry. It examines the role of corporate image and word-of-mouth (WOM) in mediating the relationship between ESG practices and consumer trust, which in turn affects purchase decisions. Through a survey of Generation Z consumers, the study highlights how positive ESG practices improve brand image, increase trust, and encourage sustainable fashion consumption. The findings emphasize the importance of ethical behavior and sustainability in shaping consumer loyalty and competitive advantage for fashion companies.
DOI: 10.17632/9v37g2y9fc
title: BCL2024_Inferring storefront vacancy using mobile sensing images and computer vision approaches

description: This dataset functions as supplementary material for the paper entitled 'Inferring Storefront Vacancy Using Mobile Sensing Images and Computer Vision Approaches,' which has been published in the Journal Computers, Environment, and Urban Systems. The dataset comprises the pre-trained Faster RCNN model, meticulously crafted for the recognition of vacant shops (located in the modal_data folder), along with the corresponding training data formatted in VOC within the VOCdevkit folder. Additionally, the GIS results of identified stores and aggregated outcomes at the street level are stored in Results_Xining.rar. For a comprehensive understanding of usage guidelines, please refer to the detailed operational instructions outlined in the README.
DOI: 10.17632/y9m8ptydgw
title: Dataset for Elucidating the G'' overshoot in soft materials with a yield transition via a time-resolved experimental strain decomposition

description: This is the collection of data and analysis code used to produce the manuscript "Elucidating the G'' overshoot in soft materials with a yield transition via a time-resolved experimental strain decomposition", PNAS (2020), accepted manuscript.
DOI: 10.6084/m9.figshare.25466890.v4
title: Ruiz et al. (2024) - eDNA epigenetic clock for seabass

description: While acquiring age information is crucial for efficient stock management and biodiversity conservation, traditional aging methods fail to offer a universal, non-invasive, and precise way of estimating a wild animal’s age. DNA methylation from tissue DNA (tDNA) was recently proposed as a method to overcome these issues, and showed more accurate results than telomere-length-based age assessments. Here, we used environmental DNA (eDNA) for the first time as a template for age estimation, focusing on the larval phase (10–24 days post-hatch) of cultured <i>Dicentrarchus labrax </i>(seabass), a species of major economic and conservation interest. We were able to directly detect various modification types (<i>e.g.,</i> cytosine and adenosine methylation in all contexts) across the whole genome using amplification-free nanopore sequencing. However, aging sites were only present in the mitogenome, which could be a specific feature of eDNA methylation or the consequence of better DNA protection within mitochondria. By considering qualitative and quantitative information about aging sites according to an objective model selection framework, our epigenetic clock reached a training accuracy of 2.6 days (Median Absolute Error) and provided excellent age estimates afterwards (R² = 0.99). Such performances surpass those of previously established clocks, notably for adult <i>D. labrax</i> even when scaling MAE to the age range, which could be linked to a more dynamic epigenome during early life stages. Overall, our study demonstrates that eDNA can be used for precise age and biodiversity assessments involving third-generation sequencing of mitogenomes, although further methodological developments are needed before field applications can be envisaged.
DOI: 10.6084/m9.figshare.28159622.v1
title: Supplement IX for “Recombinant expression of receptor binding domains of all eight subtypes of botulinum neurotoxin type A for generation of antitoxins with broad reactivity”.

description: Supplement IX
DOI: 10.17632/8r2jgm6ygh
title: Data For: Internet Gaming Disorder: An Emerging Public Health Concern Among an Advanced Level Student Population from Colombo, Sri Lanka

description: The following database contains the data obtained by a cross-sectional survey conducted among 395 Advanced Level students studying in four schools of the Colombo Educational Zone, Sri Lanka. It was the aim of this study to determine the prevalence and associations of Internet Gaming Disorder among a Sri Lankan student population. Participants filled a pretested, self-administered questionnaire exploring sociodemographic factors, academic characteristics, extra-curricular involvement, sleep factors and gaming habits/preferences. Internet Gaming Disorder (IGD) has been assessed using English and Sinhala versions of the Internet Gaming Disorder Scale (IGDS9-SF) developed by Pontes and Griffiths in 2015. Positive IGD status has been determined based on the endorsement of five or more items, with a score of 4/5 or 5/5 considered as an endorsement of a particular item. Motives for gaming have been assessed using the Motives for Online Gaming Questionnaire (MOGQ) and subscale scores (i.e., Social, Escape, Competition, Fantasy, Skill Development, Coping and Recreation) have been summed up using the scores of relevant items (Demetrovics et al., 2011). Sleep Quality has been assessed using the Single Item Sleep Quality Scale (SISQ), scored from 1-10 with higher scores indicating better sleep quality (Snyder et al., 2018). Psychosocial factors such as self-esteem, having no/few friends and not being satisfied with one's appearance has been graded on a 5-point Likert Scale with higher scores indicating higher levels of agreement. A similar scale is used to assess interindividual factors such as the parent-child and teacher-student relationship. Note that the distribution of IGDS9-SF scores is not normal in this sample, warranting the necessity of using non-parametric methods for analysis. Some of the categories in the variables have been amalgamated (shown as “Cat.”) to facilitate analysis in the original study.
DOI: 10.17632/z6w4xd6s3s
title: Data for "Modeling intensive ocean-cyrosphere interactions in Lützow-Holm Bay, East Antarctica"

description: Data for "Modeling intensive ocean-cryosphere interactions in Lützow-Holm Bay, East Antarctica"
DOI: 10.6084/m9.figshare.24417079.v1
title: CNN_stacking_model.zip

description: <b>PhytoExpr</b>
DOI: 10.17632/4wcrr6vswv
title: Confocal Images for "An integrated approach reveals a regulatory mechanism coupling Src's kinase activity, localization, and phosphotransferase-independent functions"

description: Confocal images used for scoring blebbing or non-blebbing cells in "An integrated approach reveals a regulatory mechanism coupling Src's kinase activity, localization, and phosphotransferase-independent functions." There is a master list of all images and conditions, and a PDF of training images that were used to train an independent scorer as to what blebbing and non-blebbing cells look like. Images are sorted by figure.
DOI: 10.17632/bxj4w3v68t
title: Export, Import, CPI of Vietnam

description: This Vietnamese data spans from January 2009 to December 2020.
DOI: 10.17632/hzh7y84hys
title: Temperature and Concentration Affect the Formation of Aerosolizable Salt Particles from Sublimating Saline Ices: Implications for Sea Salt Aerosol Production in Polar Regions (Dataset)

description: This data comprises high resolution figures for the paper "Temperature and Concentration Affect the Formation of Aerosolizable Salt Particles from Sublimating Saline Ices: Implications for Sea Salt Aerosol Production in Polar Regions" by Závacká et. al.
DOI: 10.17632/r8hc54x6bf
title: Glycometabolic reprogramming-mediated XRCC1 lactylation confers therapeutic resistance in high ALDH1A3-expressing glioblastomas

description: This dataset supports the submitted article "Glycometabolic reprogramming-mediated XRCC1 lactylation confers therapeutic resistance in high ALDH1A3-expressing glioblastomas". It includes one text file of mRNA sequencing for glioblastoma stem cells (GSCs), one text file for non-targeted metabolomics analyses in GSCs and two text files to show the immunoprecipitation-mass spectrometry (IP-MS) analysis in GSCs.