cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/tzs2dmdvrf
title: Data for: Evolution in a General Equilibrium framework

description: Is an evolutive model in the framework of the General Equilibrium Theory In this work, we consider a general equilibrium model in which an economy is characterized by the distribution of firms on the branches of industry. We will show that it is possible to build a dynamic based on the decisions of the managers or owners of the firms. Their investment decisions will cause the distribution of the firms in the branches of production to be modified, which will result in price changes. In a neighborhood of a singularity, these decisions, even when they are small, could lead to abrupt and unexpected changes in the behavior of the economy. It is for this reason that we say that singular economies are the prelude to economic crises. In opposite, in a neighborhood of a regular economy, small changes in the decisions of the managers do not imply big changes in the posterior behavior of the economy.
DOI: 10.6084/m9.figshare.12362699.v1
title: Data set 1 - Forty-Two reports and configuration files (662 individual samples)

description: Forty-Two's files: command-line yaml generating script (.sh), configuration file (.yaml), queries (.txt), reference organisms (.tsv) and external contamination reports (taxonomic affiliations and summary; .tsv).
DOI: 10.6084/m9.figshare.12937092.v1
title: ProteomeTools(non tryptic) - Prosit fragmentation - Data

description: Non-tryptic ProteomeTools (HCD+CID) data as training, test and holdout dataset for machine learning applications.<br>
DOI: 10.6084/m9.figshare.21800910.v1
title: Annotation of two scaphopod genomes

description: Annotation of two scaphopod genomes, <em>Siphonodentalium dalli</em> (Sda) and <em>Pictodentalium vernedei</em> (Pve)
DOI: 10.6084/m9.figshare.29104781.v1
title: La Teoria dell’Universo Elastico (TUE): logica, test e formule (in italiano)

description: Language: Italian. / Lingua: Italiano.<br>This work presents the Elastic Universe Theory (TUE), a new paradigm for cosmology that describes the vacuum as an elastic continuum with measurable mechanical response. The theory provides a unified explanation for dark energy, dark matter, cosmic acceleration, H₀ tension, black hole singularities, and stellar drift, using a single constitutive elastic law—without ad hoc ingredients. The manuscript includes historical context, main equations, passed experimental and mathematical tests, and epistemological perspectives. Intended for researchers, academics, students, and enthusiasts, with a special focus on the Italian scientific community.<br>Questo lavoro presenta la Teoria dell’Universo Elastico (TUE), un nuovo paradigma per la cosmologia che interpreta il vuoto come un continuum elastico dotato di risposta meccanica. Viene proposta una sintesi tra approcci classici, relativistici e quantistici, spiegando fenomeni come energia oscura, materia oscura, accelerazione cosmica, tensione di H₀, singolarità dei buchi neri e derive stellari tramite un’unica legge costitutiva elastica, senza ricorrere a ingredienti ad hoc. Sono illustrati i fondamenti storici, le formule principali, i test sperimentali e matematici superati, e le prospettive epistemologiche di questa visione. Il lavoro è rivolto a ricercatori, docenti, studenti e appassionati di fisica teorica, con particolare attenzione alla comunità scientifica italiana.Keyword: universo elastico, teoria elastica, vuoto elastico, cosmologia, fisica teorica, materia oscura, energia oscura, accelerazione cosmica, teoria gravitazionale, buchi neri, singolarità, derivazione delle stelle, tensione di Hubble, fenomeni cosmologici, cosmologia teorica, fisica delle particelle, campo quantistico, onde gravitazionali, elasticità del vuoto, spazio-tempo elastico, deformazione elastica, teoria unificata, relatività generale, modelli cosmologici, fenomenologia fisica, universo in espansione, energia del vuoto, fluttuazioni quantisticheelastic universe, elastic theory, elastic vacuum, cosmology, theoretical physics, dark matter, dark energy, cosmic acceleration, gravitational theory, black holes, singularity, stellar drift, Hubble tension, cosmological phenomena, theoretical cosmology, particle physics, quantum field, gravitational waves, vacuum elasticity, elastic spacetime, elastic deformation, unified theory, general relativity, cosmological models, physical phenomenology, expanding universe, vacuum energy, quantum fluctuations<br>
DOI: 10.17632/jps7rfkytr
title: CustFRE: An Annotated Dataset for Extraction of Family Relations from English Text 

description: Data description in related Data in Brief article.
DOI: 10.6084/m9.figshare.19990838.v2
title: C. neoformans Database of Biological Parts.xlsx

description: This is a Database of Biological Genetic Parts of <em>Cryptococcus neoformans</em> containing 23 different promoters, coding sequences and terminators, which were previously used and whose functionality has already been proven for this organism. This work was made in order to facilitate the build and assembly of genetic circuits and plasmids for the study of this pathogen. Those parts were obtained by searching the literature, using bibliographic databases such as PubMed and Google Scholar, and the plasmid database AddGene. Then, they were validated through specialized alignment (BLAST) from NCBI, followed by confirmatory search on databases such as, FungiDB, UniProt or Ensembl Fungi.
DOI: 10.6084/m9.figshare.26539999.v3
title: Tree density and the 48 explanatory variables of the 4367 plots in North American boreal forests.

description: Location: North American boreal forestsSize: 4367 plotsType: ABMI, NFI, PSP plotsProv: province, territory or state where the plot isObs_Density: tree density from field measurement (trees/ha; DBH &gt;= 10.0 cm).Est_Crowther_Density: tree density estimates from Crowther et al.'s biome map (trees/ha).HumanDev: percent of developed and managed landHumanPop: population density (km<sup>-2</sup>)Landcover: land cover type defined in the Land Cover Classification System (LCCS)Long: longitude (° W)Lat: latitude (° N)Elev: elevation (m)Slope: angle of inclination of the terrain (°)Eastness: sine of aspect of the terrain to northNorthness: cosine of aspect of the terrain to northTRI: terrain ruggedness indexStandht: stand height as mean height of the tallest 3 trees (m)Standht2: square of Standht (m<sup>2</sup>)Canopyht: canopy height from Sentinel-2 imagery (m)LAI: leaf area indexEVI: enhanced vegetation indexNDVI: normalized difference vegetation indexASM_EVI: angular second moment (orderliness) of EVIHomogeneity_EVI: similarity of EVI between adjacent pixelsContrast_EVI: exponentially weighted difference in EVI between adjacent pixelsDissimilarity_EVI: difference in EVI between adjacent pixelsTCECC: cation exchange capacity of the clay fraction in the topsoil (soil between 0 and 30 cm under the ground) (cmol kg<sup>-1</sup>)TpHH2O: topsoil pH (in water)TC: topsoil carbon content (kg C m<sup>-2</sup>)AET: actual evapotranspiration as water use (mm day<sup>-1</sup>)Alpha: Priestley-Taylor alpha coefficient for soil water deficitnhx: anthropogenic NHx input (g N m<sup>-2</sup> year<sup>-1</sup>)noy: anthropogenic NOy input (g N m<sup>-2</sup> year<sup>-1</sup>)Evapotranspiration: Penman-Monteith reference evapotranspiration (mm day<sup>-1</sup>)Aridity: ration between mean annual precipitation and mean annual Penman-Monteith reference evapotranspirationSolar_Radiation: incident solar radiation (kJ m<sup>-2</sup> day<sup>-1</sup>)Wind: wind speed at 2 m above the ground (m s<sup>-1</sup>)BIO1: Mean annual temperature (℃)BIO2: Mean diurnal range (mean of monthly difference between maximum and minimum temperature) (℃)BIO3: Isothermality (BIO2/BIO7 * 100)BIO4: Temperature seasonality (standard deviation of monthly temperature) (℃)BIO5: Maximum temperature of warmest month (℃)BIO6: Minimum temperature of coldest month (℃)BIO7: Temperature annual range (BIO5-BIO6) (℃)BIO8: Mean temperature of wettest quarter (℃)BIO9: Mean temperature of driest quarter (℃)BIO10: Mean temperature of warmest quarter (℃)BIO11: Mean temperature of coldest quarter (℃)BIO12: Annual precipitation (mm)BIO13: Precipitation of wettest month (mm)BIO14: Precipitation: driest month (mm)BIO15: Precipitation: seasonality (coefficient of variation of monthly precipitation; Standard deviation of BIO12/mean of BIO12 * 100)BIO16: Precipitation of wettest quarter (mm)BIO17: Precipitation: driest quarter (mm)BIO18: Precipitation of warmest quarter (mm)BIO19: Precipitation of coldest quarter (mm)<br>
DOI: 10.6084/m9.figshare.27705417.v1
title: Data from: Greening the concrete: socio-economic patterns of wild plant utilization in rapidly urbanizing biodiversity hotspots

description: Original dataset from: Greening the concrete: socio-economic patterns of wild plant utilization in rapidly urbanizing biodiversity hotspots
DOI: 10.6084/m9.figshare.15163737.v1
title: EEA-2021-0101_Hamidi_Data.xlsx

description: Blank nuts and necrosis spots are the main symptoms of true bugs to hazelnuts. Our results showed a strong relationship between symptoms and phenology of both hazelnuts and true bugs. Deep penetrations of stylet of adults and last instar nymphs may explain differences between symptoms. Given that no biocontrol solutions are available against true bugs, the study contribute to the development of IPM strategies against <i>P. prasina</i> and <i>G. acuteangulatus</i> in French hazel orchards
DOI: 10.6084/m9.figshare.7860956.v1
title: Antarctic_Shipwrecks.csv

description: The dataset represents a complete collection of know shipwrecks, lost vessels and/or debilitating incidents located in the Antarctic region (between -60 and -80 latitude) between the years 1578 to 2016. The dataset maintains information on the vessel name, year of incident, location of incident, coordinates, country of registration, purpose of expedition, and, when available, the cause of the incident. A large portion of this dataset was originally collected and organized by The Australian Antarctic Data Centre (AADC) and was modified by the author in March, 2019. The main purpose of this dataset is to provide new insight, or at least new tools for viewing the history of Antarctic exploration through the lens of shipwreck data. <br>
DOI: 10.7294/23503851.v1
title: Missouri Results of the Wildlife Viewer Survey

description: Through a 2021 AFWA MultiState Conservation Grant, Virginia Tech and the AFWA Wildlife Viewing and Nature Tourism Working Group conducted national and state level surveys to gather more data on wildlife viewers. This dataset is from the survey conducted in Missouri. It contains: 1. Missouri Wildlife Viewer Survey.pdf: a pdf version of the survey instrument 2. Missouri_WildlifeViewerSurvey.csv: a csv (comma-separated values) file of the dataset 3. Missouri_WildlifeViewerSurvey.sav: a sav (compatible with SPSS, the Statistical Package for Social Science) file of the dataset 4. WildlifeViewerSurveyData_VariableGuide: a guide to each variable name in the datasets.
DOI: 10.17632/rxswfdhzd7
title: Higher Education Institution

description: This study intends to investigate the possibility of performance appraisal practices (PAPs) such as performance feedback, financial reward, job promotion, performance recognition, and training to serve as predicting factors that influence employee engagement and employee performance. Responses were gathered from 203 employees of Malaysia Higher Education Institutions (HEIs) using a stratified sampling technique. The PLS-SEM was employed for hypotheses testing, the data analysis and reporting. The findings reveal that training and financial reward significantly and positively affect employee engagement while performance feedback, job promotion and performance recognition on employee engagement have no significant influence. On the other hand, the results show that there is a significant and positive relationship between all the PAPs and employee performance except in the case of financial reward. Also, employee engagement has a significant effect on employee performance. This outcome suggests that, there is a distinction engagement and performance of employees in academic settings. The study uncovers why there is need for policy and decision makers in education sector to focus more on how job promotion, performance feedback and performance recognition can be optimized for job engagement among academic staff of the Tertiary Institutions and financial reward for effective employee performance on the other side.
DOI: 10.17632/9rpnn7tdvb
title: Data for: Designing molecularly imprinted polymer (MIP) as protecting vessel for dipeptide formation towards the synthesis of aspartame
DOI: 10.6084/m9.figshare.26012824.v2
title: Data Analysis Process of the Study: Key Information Summary, Dimensional Analysis, and Content Analysis

description: The data analysis process of this study involved three stages: key information summary, dimensional analysis, and content analysis.<b>Key Information Summary:</b> This phase focused on summarizing the key information of the literature. The content summary method was utilized to distill the main content, research themes, findings, and contributions of the literature, laying the foundation for subsequent in-depth analysis. Tables 3, 4, 5, 6, 7, and 8 were formed during this stage. Specific details of the tables are provided in the attachment.<b>Dimensional Analysis:</b> In this stage, thematic analysis was used to extract and identify key concepts and themes from the literature, exploring the relationship between self-directed learning (SDL) and deep learning. Tables 9 and 10 were formed during this stage.<b>Content Analysis:</b> The focus of this stage was on exploring how students experience and achieve deep learning within Self-Directed Learning. Content analysis aimed to deeply understand students' learning experiences, the learning strategies they adopt, and how these strategies facilitate deep learning. Tables 11 and 12 were formed during this stage.<b>Attachments:</b> Attach tables 3, 4, 5, 6, 7, 8, 9, 11, and 12 to the project for reference and further analysis.<br><br>
DOI: 10.15468/dl.pu7bmw
title: Occurrence Download

description: A dataset containing 3770 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Macleaya cordata (Willd.) R.Br.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3770 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013438-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.12489749.v1
title: Supplementary Material for: Efficacy and Moderators of Internet-Based Interventions in Adults with Subthreshold Depression: An Individual Participant Data Meta-Analysis of Randomized Controlled Trials

description: <b><i>Introduction:</i></b> Evidence on effects of Internet-based interventions to treat subthreshold depression (sD) and prevent the onset of major depression (MDD) is inconsistent. <b><i>Objective:</i></b> We conducted an individual participant data meta-analysis to determine differences between intervention and control groups (IG, CG) in depressive symptom severity (DSS), treatment response, close to symptom-free status, symptom deterioration and MDD onset as well as moderators of intervention outcomes. <b><i>Methods:</i></b> Randomized controlled trials were identified through systematic searches via PubMed, PsycINFO, Embase and Cochrane Library. Multilevel regression analyses were used to examine efficacy and moderators. <b><i>Results:</i></b> Seven trials (2,186 participants) were included. The IG was superior in DSS at all measurement points (posttreatment: 6–12 weeks; Hedges’ g = 0.39 [95% CI: 0.25–0.53]; follow-up 1: 3–6 months; g = 0.30 [95% CI: 0.15–0.45]; follow-up 2: 12 months, g = 0.27 [95% CI: 0.07–0.47], compared with the CG. Significantly more participants in the IG than in the CG reached response and close to symptom-free status at all measurement points. A significant difference in symptom deterioration between the groups was found at the posttreatment assessment and follow-up 2. Incidence rates for MDD onset within 12 months were lower in the IG (19%) than in the CG (26%). Higher initial DSS and older age were identified as moderators of intervention effect on DSS. <b><i>Conclusions:</i></b> Our findings provide evidence for Internet-based interventions to be a suitable low-threshold intervention to treat individuals with sD and to reduce the incidence of MDD. This might be particularly true for older people with a substantial symptom burden.
DOI: 10.6084/m9.figshare.22496860.v1
title: Data and code for SigMoS paper

description: Data and code for the results presented in SigMoS paper. All data files of rds type can be loaded in R with the readRDS function. All functions to generate the results in the paper can be run in R. The notebook SigMoS_Example provides code to run the main functions we use in our paper, applied to the BRCA21 dataset (Alexandrov et al. 2013).
DOI: 10.6084/m9.figshare.26819422.v2
title: 7T data used in NORDIC-VASO study.

description: 7T dataset used to assess NORDIC denoising on VASO data. <br>
DOI: 10.17632/98sdpyz5p9
title: BotDefender Botnet Attack Dataset

description: The experiment used 45 devices (smartphones, Ubuntu, and Windows OS) to create network traffic. Three bots were developed and deployed on 25 devices, while 20 devices generated legitimate traffic. During the botnet attack orchestration, a total of 1,00,650 packets were captured by the network traffic analyzer from 45 devices.
DOI: 10.6084/m9.figshare.26449519.v1
title: Data for Victim Blaming, Domestic Violence, and Social Work: Implications for Practice.

description: The study used quantitative methods to investigate the effects of victim gender, victim sexuality, and type of violence on victim blaming scores among social workers.This experiment employed a 2x2x2 factor independent-measures design as there were three independent variables, each with two levels: victim gender (male/female), victim sexuality (heterosexual/homosexual), and type of violence (psychological/physical). Participants were randomly allocated into one of the eight conditions.80 participants took part.<br><br>
DOI: 10.6084/m9.figshare.6297389.v1
title: Response of soil organic carbon to vegetation degradation along a moisture gradient in a wet meadow on the Qinghai-Tibet Plateau

description: Soil organic carbon content, Soil physical and chemical properties, soil water content, soil temperature, aboveground and belowground biomass data in wet meadows in the Gansu Gahai wetland nature reserve on the Qinghai Tibet Plateau of China for 2013, 2014 and 2015. This study was conducted within the growing seasons (May-September) from 2013 to 2015.
DOI: 10.6084/m9.figshare.21601383.v2
title: Vegetation carbon turnover database

description: The dataset is a part of the paper 'Implications of the steady-state assumption for the global vegetation carbon turnover'.It contains four maps. The first three maps are the averaged (1992-2016) vegetation carbon turnover times in non-steady state with different methods (see details in the paper). The last map is turnover times in steady state.Spatial resolution: 0.25º (1440x720)
DOI: 10.6084/m9.figshare.26363824.v2
title: physioDL: A dataset for geomorphic deep learning representing a scene classification task (predict physiographic region in which a hillshade occurs)

description: <b>physioDL: </b>A dataset for geomorphic deep learning representing a scene classification task (predict physiographic region in which a hilshade occurs)<b>Purpose: </b>Datasets for geomorphic deep learning. Predict the physiographic region of an area based on a hillshade image. Terrain data were derived from the 30 m (1 arc-second) 3DEP product across the entirety of CONUS. Each chip has a spatial resolution of 30 m and 256 rows and columns of pixels. As a result, each chip measures 7,680 meters-by-7,680 meters. Two datasets are provided. Chips in the hs folder represent a multidirectional hillshade while chips in the ths folder represent a tinted multidirectional hillshade. Data are represented in 8-bit (0 to 255 scale, integer values). Data are projected to the Web Mercator projection relative to the WGS84 datum. Data were split into training, test, and validation partitions using stratified random sampling by region. 70% of the samples per region were selected for training, 15% for testing, and 15% for validation. There are a total of 16,325 chips. The following 22 physiographic regions are represented: "ADIRONDACK" , "APPALACHIAN PLATEAUS", "BASIN AND RANGE", "BLUE RIDGE", "CASCADE-SIERRA MOUNTAINS", "CENTRAL LOWLAND", "COASTAL PLAIN", "COLORADO PLATEAUS", "COLUMBIA PLATEAU", "GREAT PLAINS", "INTERIOR LOW PLATEAUS", "MIDDLE ROCKY MOUNTAINS", "NEW ENGLAND", "NORTHERN ROCKY MOUNTAINS", "OUACHITA", "OZARK PLATEAUS", "PACIFIC BORDER", and "PIEDMONT", "SOUTHERN ROCKY MOUNTAINS", "SUPERIOR UPLAND", "VALLEY AND RIDGE", "WYOMING BASIN". Input digital terrain models and hillshades are not provided due to the large file size (&gt; 100GB). <b>Files</b>physioDL.csv: Table listing all image chips and associated physiographic region (id = unique ID for each chip; region = physiographic region; fnameHS = file name of associated chip in hs folder; fnameTHS = file name of associated chip in ths folder; set = data split (train, test, or validation).chipCounts.csv: Number of chips in each data partition per physiographic province. map.png: Map of data.makeChips.R: R script used to process the data into image chips and create CSV files.<b>inputVectors</b>chipBounds.shp = square extent of each chipchipCenters.shp = center coordinate of each chipprovinces.shp = physiographic provincesprovinces10km.shp = physiographic provinces with a 10 km negative buffer
DOI: 10.6084/m9.figshare.6020282.v1
title: Children’s Stress and Behavioral Problems: Effects of Family Functioning and Class Environment

description: 1,416 children in the fourth, fifth, and sixth grades from five schools completed questionnaires measuring daily stressors, general family functioning, and class environment. Additionally, parents rated children's behavioral problems. The latent moderated structural equation approach was applied to test moderator effects.
DOI: 10.17632/hhwsdm8vsh
title: Supplemental Table 1: Cutaneous squamous cell carcinoma tumor accrual rates in immunosuppressed patients with autoimmune and inflammatory conditions; a retrospective cohort study

description: The association of systemic medication exposure with mean tumor accrual rate in immunosuppressed patients relative to immunocompetent controls