cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14828862.v1
title: Electricity grid Africa

description: Spatial extent of existing and planned electricity grid. A new electricity grid layer was compiled by using multiple sources that enumerates elements of the existing transmission and distribution network. These sources include Open Street Map, the Word Bank datasets, Arderne et al., the Economic Community of West African States Observatory for Renewable Energy and Energy Efficiency, and from rural electrification agencies/EU delegations in Africa (Burkina Faso, Kenya, Tanzania).
DOI: 10.6084/m9.figshare.24466648.v1
title: Medaka Gene Model version 2

description: Modified gene model derived from the GTF file from NCBI
DOI: 10.6084/m9.figshare.5047666.v4
title: Face Research Lab London Set

description: Images are of 102 adult faces 1350x1350 pixels in full colour. Template files mark out 189 coordinates delineating face shape, for use with Psychomorph or WebMorph.org.<br><br>Self-reported age, gender and ethnicity are included in the file london_faces_info.csv. Attractiveness ratings (on a 1-7 scale from "much less attractiveness than average" to "much more attractive than average") for the neutral front faces from 2513 people (ages 17-90) are included in the file london_faces_ratings.csv.<br><br>All individuals gave signed consent for their images to be "<i>used in lab-based and web-based studies in their original or altered forms and to illustrate research (e.g., in scientific journals, news media or presentations).</i>" Images were taken in London, UK, in April 2012.
DOI: 10.17632/dxyyhh54wb
title: Public expenditure and economic model in Colombia

description: 
Este DataSet contiene articulos de apoyo para el Curso de Gestion Pública -  Programa de Derecho
DOI: 10.6084/m9.figshare.1319479.v1
title: Centra Germany Dataset Metadata

description: Metadata describing the Centra Germany dataset shapefile
DOI: 10.6084/m9.figshare.14995104.v2
title: Do soil depth and plant community composition interact to modify the resistance and resilience of grassland ecosystem functioning to drought?

description: Data from a mesocosm study published in Ecology and Evolution 2021.<br>Treatments: two soil depths (shallow 7cm and deep 21cm), OR two depth heterogeneities (variable and uniform, same volume). Plant communities representative of Intensive or Extensive grassland management.Severe drought or continuous watering. Drought was 3 weeks long to wilt point, then 4 weeks of continuous watering.<br>Data consists of ecosystem respiration and gross net production taken throughout the drydown and rewetting (flux data.txt file).After harvest plant traits were measured, as well as soil carbon and nitrogen (All data.txt).Plasticity of the traits was calculated using Valladares et al 2006) metric.
DOI: 10.6084/m9.figshare.28794761.v1
title: <b>Chromosome-Scale Genome Assembly of </b><b><i>Sauvagesia rhodoleuca</i></b><b> (Ochnaceae)</b>

description: <i>Sauvagesia rhodoleuca</i> is an endangered species endemic to southern China. The high-quality genome of <i>S. rhodoleuca</i> was assembled to provide insights into its genomic characteristics and evolutionary history, and offer valuable resource for conservation and genetic management.
DOI: 10.6084/m9.figshare.28930289.v1
title: Suitable DA reactions (xTB geometries, DeepReaction energies)

description: This directory contains the geometries of the monomers, reactant complexes, transition states and products of the DA reactions that were identified as reversible by the DeepReaction model. The reactions included are the one having an activation energy predicted to be lower than 30 kcal/mol and a reaction energy between -15 and -5 kcal/mol.The geometries are the xTB geometries, and the activation and reaction energies correspond to the DeepReaction model predictions.The SYN prefix enables to identitfy reactions that were extract from the synthetic dataset, while the ZINC prefix identifies reactions extracted from the ZINC NP collection of the Coconut database (https://coconut.naturalproducts.net/).The suitable_reactions.csv contains a list of the reactions identified as suitable for the synthesis of self-healing polymers. Are listed: the directory containing the geometries of the reaction stationnary point (dir), the activation energy (G(TS)<i>predicted), the reaction energy (</i>DrG<i>_</i>predicted), a randomly associated ID to enable to see if two reactions have the same reactants or not.
DOI: 10.6084/m9.figshare.5124436.v1
title: Supplementary Material for: Validation of the Amsterdam IADL Questionnaire©, a New Tool to Measure Instrumental Activities of Daily Living in Dementia

description: <b><i>Background:</i></b> This study describes the validation of a new instrument measuring instrumental activities of daily living (IADL), the Amsterdam IADL Questionnaire© (a registered copyright of the Alzheimer Center of the VU University Medical Center). This informant-based tool aimed at detecting IADL problems in incipient dementia was previously found to have a high internal consistency and test-retest reliability. <b><i>Methods:</i></b> Patients and their informants who visited the Alzheimer Center of the VU University Medical Center were included in this study. Item response theory was used to estimate the individuals' trait levels as a measure of IADL disability. Construct validity was tested by correlating estimated trait levels with clinical and demographic measures using Pearson's or Kendall's τ correlation coefficients. Additionally, estimated trait levels between patients with and without dementia and between patients with early- and late-onset dementia were compared using independent t tests. <b><i>Results:</i></b> A total of 206 informants of patients completed the Amsterdam IADL Questionnaire. The correlations between estimated trait levels and other measures were in concordance with previously formed hypotheses. Patients diagnosed with dementia (n = 93) had higher estimated trait levels than patients without dementia (n = 96), Cohen's effect size, d = 1.04, t(187) = 7.1, p &lt; 0.001. We found no differences between early- and late-onset dementia patients. <b><i>Conclusions:</i></b> Results suggest that the Amsterdam IADL Questionnaire is a reliable and valid instrument in the evaluation of dementia.
DOI: 10.6084/m9.figshare.5504944.v3
title: compressed data directory for tcm_lib_search package

description: This compressed file contains the data directory for building the tcm_lib_search package from scratch. This data directory contains the SQLite database file with extracted formulas, variable transformation and logistic regression model for predicting herbal tokens. <br>After obtaining the source of tcm_lib_search package from https://github.com/wang-shuyu/tcm_lib_search/, download the tcm_lib_search-data-v1.0.tar.gz, and decompress them into the data directory. <br>cd tcm_lib_searchtar xfvz tcm_lib_search-data-v1.0.tar.gz
DOI: 10.17632/6m72h529xb
title: Data for: Influence of structural Fe content in clay minerals on selenite redox reactions: kinetics and structural transformations

description: Raw data for all figures in the manuscript by Yanting Qian to be published by Geochimica et Cosmochimica Acta as "Influence of structural Fe content in clay minerals on selenite redox reactions: kinetics and structural transformations".
DOI: 10.6084/m9.figshare.5977558.v1
title: Supplementary Material for: The Effect of Improved Dysphagia Care on Outcome in Patients with Acute Stroke: Trends from 8-Year Data of a Large Stroke Register

description: <b><i>Background:</i></b> Early dysphagia screening and appropriate management are recommended by current guidelines to reduce complications and case fatality in acute stroke. However, data on the potential benefit of changes in dysphagia care on patient outcome are limited. Our objective was to assess the degree of implementation of dysphagia guidelines and determine the impact of modifications in dysphagia screening and treatment practices on disease complications and outcome in stroke patients over time. <b><i>Methods:</i></b> In this prospective register-based study (“Stroke Register of Northwestern Germany”), all adult stroke patients admitted to 157 participating hospitals between January, 2008 and December, 2015 were included (<i>n</i> = 674,423). Dysphagia incidence upon admission, the proportion of patients receiving a standardized swallowing screening, and the percentage of dysphagic patients being referred to a speech language therapist (SLT) for treatment were obtained per year. Pneumonia rate, modified Rankin Scale (mRS) at discharge, and in-hospital mortality were compared between groups of dysphagic vs. non-dysphagic patients over time. <b><i>Results:</i></b> Screening proportions continuously increased from 47.2% in 2008 to 86.6% in 2015. But the proportion diagnosed with dysphagia remained stable with about 19%. The number of dysphagic patients receiving SLT treatment grew from 81.6 up to 87.0%. Pneumonia incidence was higher in dysphagic stroke cases (adjusted OR 5.4 [5.2–5.5], <i>p</i> &lt; 0.001), accompanied by a worse mRS at discharge (adjusted OR for mRS ≥3: 3.1 [3.0–3.1], <i>p</i> &lt; 0.001) and higher mortality (adjusted OR 3.1 [3.0–3.2], <i>p</i> &lt; 0.001). The order of magnitude of these end points did not change over time. <b><i>Conclusion:</i></b> Although advances have been made in dysphagia care, prevalent screening and treatment practices remain insufficient to reduce pneumonia rate, improve functional outcome, and decrease case fatality in dysphagic stroke patients. More research is urgently needed to develop more effective swallowing therapies.
DOI: 10.6084/m9.figshare.17294342.v1
title: Numerosity response time series

description: Numerosity response time series of voxels in each visual field map and numerosity map region of interest.
DOI: 10.6084/m9.figshare.20046845.v1
title: Supplementary Material for: Changes in Psychological Determinants of Behavior Change after Individual versus Group-Based Lifestyle-integrated Fall Prevention: Results from the LiFE-is-LiFE Trial

description: <b><i>Objective:</i></b> The Lifestyle-integrated Functional Exercise (LiFE) intervention has been shown to promote physical activity in fall-prone older adults. However, the underlying mechanisms of how LiFE functions remain unclear. This study compares the effects of the individual and group-based LiFE formats on psychological determinants of behavior change derived from the health action process approach, habit formation theory, and self-determination theory. <b><i>Methods:</i></b> Secondary analysis on basis of the randomized, non-inferiority LiFE-is-LiFE trial were performed. Questionnaire data on psychological determinants were obtained from older adults (<i>M</i> = 78.8 years, range 70–95) who took part in either the individual (<i>n</i> = 156) or the group-based (<i>n</i> = 153) LiFE intervention. Measurement points varied from three to six times, and from baseline (T1) up to a 12-month follow-up (T6). A generalized linear mixed model was specified for each determinant. <b><i>Results:</i></b> Both LiFE and gLiFE participants reported lower levels of motivational determinants at T6. LiFE participants showed significantly higher values of action planning and coping planning at T6. Participants in both formats showed increased levels of action control at T6, whereas participants’ habit strength decreased post-intervention but then stabilized over time. LiFE participants showed higher levels of autonomy, competence, and relatedness throughout the study, but levels of intrinsic motivation did not differ between formats and from T1 to T6. <b><i>Conclusion:</i></b> In both formats, but especially in the individual LiFE, the behavior change techniques used affected volitional rather than motivational or general determinants of behavior change. Habit strength as an important indicator of the sustainability of the LiFE exercises stabilized over time, indicating that participants, at least partly, sustained their formed habits long-term.
DOI: 10.6084/m9.figshare.6752753.v1
title: Dub-seq: dual barcoded shotgun-expression library sequencing for high-throughput characterization of functional traits

description: Fitness effects of overexpressing genes from Escherichia coli across 55 conditions as measured with a shotgun expression library, dual barcodes, and sequencing.<br>
DOI: 10.17632/3h7gzkb8d7
title: Study of Single Nucleotide Polymorphism of Interleukin 1 B in Pediatric Patients with Health Care Associated Sepsis

description: Study of Single Nucleotide Polymorphism of Interleukin 1 B in Pediatric Patients with Health Care Associated Sepsis describe findings in sepsis
DOI: 10.17632/4zzkm8zbmy
title: Geopolymers

description: The data involved in the article "Optimizing G-CLSM Properties through Alkali Activator Conditions and Sensitivity Analysis of Mix Parameters"
DOI: 10.6084/m9.figshare.11831076.v1
title: Prostste WT vs ERb KO MTA1 array.zip

description: Gene expression profile in the ventral prostate (VP) of 13-month-old WT and ERβcrispr -/- mice. <br>
DOI: 10.6084/m9.figshare.16988029.v1
title: Global patterns and drivers of phosphorus pools in natural soils

description: These items are database, predicted maps, metadata, and R code for the manuscript global patterns and drivers of phosphorus pools in natural soils.
DOI: 10.6084/m9.figshare.12934991.v1
title: Improving Reverse Correlation

description: Examinations of the reliability and validity of classification images of faces using the reverse correlation approach remain rare. In the present paper, we focus on order effects of trials, compliance and reliability effects, as well as the degree of contextual contrast of image pairs. We present different diagnostic methods to examine these three aspects using data from 12 reverse correlation studies conducted both in-lab and online with diverse samples (i.e., from Burkina Faso, China, the Netherlands, the U.S., and an international sample) using five different base faces (i.e., female Black, female Asian, female and gender-neutral White, and Black/White/female/male morphed composite). For each of the 12 studies, we compare the individual CIs of subgroups of likely non-complier respondents and trials with non-contrastful image pairs to individual CIs of likely compliers and contrastful image pairs. In an appendix, we also examine the effects of filtering out data from individual participants and trials on the signal-to-noise ratio of group CIs. R scripts are publicly available for easy implementation of our suggestions in related research.<br>
DOI: 10.6084/m9.figshare.21499212.v2
title: Function annotaion of Megalurothrips usitatus

description: function annotation of Megalurothrips usitatus genomes, including NR, Gene Ortholog (GO) , Cluster of Orthologous Groups of proteins (COG) , Kyoto Encyclopedia of Genes and Genomes (KEGG) ,Swiss-Prot and Pfam
DOI: 10.6084/m9.figshare.24279538.v1
title: behavioral and fmri data Rauh et al.

description: behavioral and fmri data reported in Rauh et al.
DOI: 10.6084/m9.figshare.27393219.v1
title: Cytation5.zip

description: SLiMIA (Spheroid Light Microscope Image Atlas) provides light microscopy images (and manual segmentations/ground truths) of spheroids from 50 cell lines, 9 culture media, 4 formation methods and multiple seeding densities.This folder contains specifically the images obtained with a Cytation5 light microscope.
DOI: 10.17632/2vbrg3w4p3
title: Central dogma rates and the trade-off between precision and economy

description: The tables of this dataset contain the raw data (RPKMs from RNAseq and ribosomal profiling) which served the basis to estimate transcription and translation rates on which we built our theoretical analysis. These estimated transcription and translation rates are also contained in the tables. In addition, the tables contain extra fields (such as coefficient of variation on protein abundance fluctuations) needed to reproduce Fig. 3B and 4C. The first sheet of each table contains a description of the columns of the table.
DOI: 10.17632/kx52tk2ddj
title: Panoramic radiographs with periapical lesions Dataset

description: Apical periodontitis is a common dental disease. The periapical lesions in radiographs are important symptom to diagnosis apical periodontitis. The application of machine learning in detection of periapical lesions is a hot topic in dentistry. This dataset of panoramic radiographs with periapical lesions from real-world patients. This dataset can be used to train a deep learning model for apical lesions detection. This dataset provides 3926 radiographs. In order to enhance the dataset, the original images was scaled, rotated, flipped and added noise, expanding to. This dataset contains three main folders: Original JPG Images, Augmentation JPG Images, Image Annotations. The folder size of the dataset is
DOI: 10.17632/nrpptd7pgx
title: Lentil Classification Dataset: Polished and Unpolished

description: Realizing the increasing demand for quality data in food quality testing, agricultural research, and retail research, the dataset was created to record fine visual variations between polished and unpolished lentils. It is centered on five major varieties of lentils commonly eaten in India: Chana, Masoor, Moong, Toor, and Urad. The dataset includes a total of 1097 high-resolution images (3005 × 3005 pixels) of these lentils, which were captured specifically to differentiate between their polished and unpolished states. Each picture is systematically titled: for unpolished specimens as lentilname_UP_001 and for polished ones as lentilname_P_001, where "lentilname" indicates the lentil variety (Chana, Masoor, Moong, Toor, Urad), "UP" indicates the polish status ("UP" for Unpolished and "P" for Polished), and the number indicates the sequence of the pictures. All images were taken from nearby retail shops under standardized light conditions and identical background settings to ensure consistency and guarantee high quality of inspection.
DOI: 10.6084/m9.figshare.24885039.v1
title: Afr_proteins.fastaAuanema freiburgense Genome

description: Auanema freiburgense chromosomal-scal genome assembly. The PacBio data was assembled using Canu (version 1.6), using a minimum read length (minReadLength) of 3kb and setting the corrected error rate (correctedErrorRate) to 0.030 as this resulted in the most contiguous assembly. The estimated genome size (genomeSize) was set to 55Mb. Bacterial contamination was identified and removed through BLASTn (version 2.7.1), alignments to a contaminant database that included 3,000 bacterial genomes downloaded from the European Nucleotide Archive (ENA) on March 30, 2018. The genome was polished first using Quiver with PacBio raw reads (version 0.3.1). Then the genome was further polished using Pilon with all available Illumina short reads. The assembled genome polished with Illumina reads was used as a reference genome to genotype all 100 RIAILs built using two A. freiburgensis strains (APS14 and APS7). A genetic linkage map was constructed with the genotyped lines using R/qtl and ASMap R packages. Scaffolds were anchored into the genetic map, producing a chromosomal assembly, where scaffolds were ordered into their respective position within each linkage group
DOI: 10.6084/m9.figshare.29160494.v1
title: dense

description: dsdhbash
DOI: 10.17632/hx6f852hw4
title: Rice Leaf Bacterial and Fungal Disease Dataset

description: This is a rice leaf disease dataset: This data set contains an image dataset of eight different Bangladeshi rice leaf diseases—There are 1,701 original images in the entire collection. We gathered these photographs over a period of four months, from July 2023 to October 2023, from separate locations of Sirajganj and Pabna Zilla under a variety of outdoor lighting situations as well as inside lighting with acceptable backgrounds. The file also includes 5188 extra augmented photos. The data set contains eight rice leaf diseases,Bacterial Leaf Blight (Xanthomonas oryzae pv. oryzae), Brown Spot (Cochliobolus miyabeanus), Leaf scald (Microdochium oryzae), Narrow Brown Leaf Spot (Cercospora janseana), Rice Hispa (Dicladispa armigera), Sheath Blight (Rhizoctonia solani), Leaf Blast (Pyricularia oryzae) and Healthy Rice Leaf. This dataset will benefit researchers applying machine learning in several ways.
DOI: 10.17632/tn4vzs8tdw
title: ID-SMSA: Indonesian Stock Market Dataset for Sentiment Analysis

description: The ID-SMSA Dataset is a collection of stock market-related Indonesian tweets that were collected via X (formerly known as Twitter). The dataset contains tweets in the Indonesian language, each labeled with sentiment categories: positive, negative, or neutral. A team of annotators completes the annotations using annotation guidelines that a clinical psychology specialist has reviewed. To facilitate future studies in sentiment analysis and financial market studies, other variables are also incorporated, such as the tweet's date and user engagement metrics (Quote Count, Reply Count, Retweet Count, and Favorite Count).
DOI: 10.6084/m9.figshare.20226159.v1
title: Remote Sensing Agricultural GPP Monsoon 2004

description: agricultural gross primary productivity
DOI: 10.6084/m9.figshare.22811888.v2
title: Fold Change (log2)

description: DescriptionThe archive contains one file for each of the 8 panels. It contains fold change (FC) values (log2). The log2 FC values were generated for each of those exposures:<b>PT2</b> vs <b>PT1</b> (hyperthermic, post-acclimation vs hyperthermic, pre-acclimation)<b>PR2</b> vs <b>PR1</b> (normothermic, post-acclimation vs normothermic, pre-acclimation)<b>PT2</b> vs <b>PR2</b> (hyperthermic, post-acclimation vs normothermic, post-acclimation)<b>PT1</b> vs <b>PR1</b> (hyperthermic, pre-acclimation vs normothermic, pre-acclimation)To generate the log2 fold change from NPX data, the NPX were transformed from <i>log2</i> scale to linear scale. Then, for each exposure, the mean across the 10 participants were used. The FC (log2 scale) was then computed by dividing the two means and by transforming the ratio to the <i>log2</i> scale.
DOI: 10.6084/m9.figshare.23972607.v1
title: Questionnaire data

description: This project is used to store the questionnaire data used for the study.
DOI: 10.6084/m9.figshare.27936522.v1
title: README.txt

description: Read this file before use.
DOI: 10.6084/m9.figshare.4854767.v1
title: Russian Census 2010 municipality level demographic structures

description: 1-year population age-sex structures of Russian municipalities. The data comes from Russian Census 2010. For each municipality, the data is available for urban and rural sub-populations. There is also data for sub-municipal level units. Median age of the population is calculated. The CSV files are encoded in UTF-8.
DOI: 10.17632/by7t6ztzzz
title: Data for: A Benford's Law based methodology for fraud detection in social welfare programs: Bolsa Familia analysis

description: Brazilian welfare program payments dataset files provided by Transparency Portal. These data were submited to a Newcomb-Benford Law (NBL)-based method for fraud detection.
DOI: 10.17632/kcrm6pmk7d
title: Dual number implementation to compute higher order directional derivatives

description: Directional derivatives up to the fourth order are computed using automatic differentiation implemented with dual numbers. V3 include some new functions.
DOI: 10.6084/m9.figshare.18866774.v3
title: traffic_signs_data.zip

description: this is a dataset of traffic signs.
DOI: 10.6084/m9.figshare.25689230.v1
title: Data Files from Aggressive interactions influence cognitive performance in Western Australian magpies

description: Data files.zip
DOI: 10.6084/m9.figshare.3146656.v2
title: PhiSpy prophage predictions

description: Fasta format files of prophage predictions from 11,278 Bacterial and Archaeal genomes. Each fasta file is labeled with the NCBI taxonomy ID of the organism and the name of the organism, and each entry in the fasta file is one prophage prediction.<br>There are 9,086 genome files and each file has the prophages predicted for a different genome