cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28684907.v1
title: Potential Distribution of Anoplophora horsfieldii Hope in China Based on MaxEnt and Its Response to Climate Change

description: Anoplophora horsfieldii Hope, a significant pest species of the Cerambycidae family, is widely distributed throughout China where it causes severe damage to various living tree species. It has emerged as a critical invasive organism threatening China's agricultural and forestry production as well as ecological security. This study comprehensively analyzed the key environmental factors influencing the geographical distribution of A. horsfieldiiand its spatiotemporal dynamics by integrating multi-source environmental data and employing ecological niche modeling.Model validation demonstrated high reliability and accuracy of our predictions, with an area under the receiver operating characteristic curve (AUC) value of 0.933, Kappa coefficient of 0.704, and true skill statistic (TSS) reaching 0.960. Our analysis identified four dominant environmental factors governing the distribution of A. horsfieldii: mean diurnal range (Bio2), temperature annual range (Bio7), precipitation of driest quarter (Bio17), and precipitation of coldest quarter (Bio19).Under current climatic conditions, the total potential suitable distribution area for A. horsfieldiiwas estimated at 212.394×10⁴km², primarily located in central, southern, eastern, southwestern, and northwestern China. Future projections under three climate scenarios (SSP1-2.6, SSP2-4.5, and SSP5-8.5) suggest significant reductions in highly and moderately suitable habitats, while low-suitability areas may expand into central, eastern and southwestern regions, with Chongqing, Henan and Anhui potentially becoming new suitable habitats. Notably, the centroid of suitable habitats shows a distinct migration trend toward Guangdong Province, exhibiting a characteristic distribution shift pattern described as "from inland to coastal areas and from high to low latitudes."This study provides scientific theoretical support for forestry authorities in controlling the spread of A. horsfieldii, while establishing a solid foundation for future ecological conservation and biosecurity strategies. The findings offer both theoretical insights and practical guidance for pest management and ecosystem protection.
DOI: 10.17632/r7cppyn3d3
title: Data for data-driven decision-making analysis

description: This study describes data on data-driven decision-making that is introduced for the first time in an organization. Data were collected in semi-structured in-depth interviews and emails and are part of the ethnographic research conducted on the base of transportation organization in the North of the UK. This corpus of data was analyzed employing both inductive reasoning and quantitative sentiment analysis. The specificity of data is that interviews and emails played the role of a prolongation of participatory observations and ethnographic research. Data were collected during five months March 2019 – August 2019 pilot project on testing new data technology and introducing data to support decision-making. Five months of data provide an opportunity for micro-temporal dynamics analysis within pilot projects alike.
DOI: 10.17632/ww7fd9t325
title: Intelligent recognition of subsurface utilities and voids: A Ground Penetrating Radar dataset for Deep Learning applications

description: The dataset consists of high-resolution Ground Penetrating Radar (GPR) data, specifically A-scan and B-scan profiles, obtained using antennas operating at 400 MHz and 200 MHz. This dataset contains 2239 images of buried utilities, voids, and intact zones, acquired across various infrastructure projects in Morocco between 2019 and 2024. These projects are located in different cities and towns across the country.
DOI: 10.6084/m9.figshare.23607570.v1
title: patient20.rar

description: A Patient with fundus images that taken by Ret-cam.
DOI: 10.6084/m9.figshare.13019573.v1
title: Supplementary Material for: Effects of Rivastigmine on Patients with Spinocerebellar Ataxia Type 3: A Case Series of Five Patients

description: <b><i>Background:</i></b> Rivastigmine is an acetylcholine esterase inhibitor which is commonly used as therapy for dementia in Alzheimer’s disease and Parkinson’s disease (PD). Recently, a randomized controlled trial demonstrated a positive effect of rivastigmine on gait function in nondemented PD patients. Disturbed gait is a shared hallmark of PD and ataxias. <b><i>Objectives:</i></b> We hypothesized that the effect of rivastigmine could be translated to spinocerebellar ataxia (SCA) improving gait function. <b><i>Method:</i></b> Five patients with SCA type 3 were treated with transdermal rivastigmine for 8 weeks. The patients were monitored using the Scale for the Assessment and Rating of Ataxia (SARA) and an electronic walkway system (GAITRite®). <b><i>Results:</i></b> Gait function was not changed by treatment, but 4 patients who continued treatment for 8 weeks showed improved coordination of extremities. The SARA sum score, which was 7.6 ± 2.2 at baseline, had dropped by 1.5 ± 1.9 after 4 weeks and by 2.1 ± 1.4 after 8 weeks. <b><i>Conclusions:</i></b> Contrary to our hypothesis, we observed no improvement of gait parameters as assessed by SARA and GAIT­Rite®, but coordination abilities were improved. Rivastigmine was well tolerated, but known side effects of rivastigmine, such as deterioration of asthma, may appear. Further trials in larger cohorts are needed to confirm our findings.
DOI: 10.6084/m9.figshare.24495268.v1
title: BBTD metabonomic spectrum

description: Effects of Banxia Baizhu Tianma Decoction in Alleviating Atherosclerosis based on the Regulation of Perivascular Adipose
DOI: 10.6084/m9.figshare.28456220.v1
title: The data was used to explore the relationship between tree diversityand SOC stock across stress gradients

description: The data was used to explore the relationship between tree diversityand SOC stock across stress gradients
DOI: 10.6084/m9.figshare.28603916.v1
title: Cleaned survey data for juvenile blacktip reef sharks in Moorea, French Polynesia (2013-2023)

description: Data were collected over ten consecutive parturition seasons (2013-2023) as part of long-term, fisheries-independent surveys carried out as a collaboration with the Centre de Recherches Insulaires et Observatoire de l’Environnement (CRIOBE) and the Physioshark Research Programme around Moorea, French Polynesia (17° 30’ S, 149° 50’ W). During these surveys, neonatal and juvenile blacktip reef sharks were caught using a 50 × 1.5 m gillnet with 5-cm mesh size set perpendicular to shore. Please see accompanying text (McInturf et al., 2025; Ecology & Evolution) for details.
DOI: 10.25403/upresearchdata.13675555.v1
title: Entrepreneurial resilience and success among women entrepreneurs in South Africa

description: Entrepreneurial activity has been widely associated with the growth of the economy, based on its ability to create employment and alleviate poverty. Entrepreneurs often function in uncertain environments and, as a result, require resilience in order to succeed. Research into entrepreneurial resilience, mainly in the field of positive psychology, is still at a preliminary stage. This study explores the relationship between resilience and success among women entrepreneurs in South Africa (SA). A narrative approach was employed to examine their journeys. Data was collected by means of semi-structured interviews of 16 respondents, across various provinces. Using qualitative thematic analysis, the researcher found that resilience is a precursor to entrepreneurial success. The results indicate resilience comes from a variety of influences, including situational factors, life experiences as well as adversity, and is influenced by factors including resourcefulness, optimism and hardiness. This trait therefore empowers an entrepreneur the ability to bounce back from business adversities and become successful; where success has been regarded as making a social impact. This study makes recommendations for entrepreneurs, business training institutions and incubators, as well as policy makers. <b></b>
DOI: 10.6084/m9.figshare.28872485.v1
title: Strong Phase Modulation for Accelerated Dark Energy Conversion

description: This OpenQASM 2.0 simulation models the accelerated conversion of collective anti-matter energy into dark energy through enhanced phase modulation techniques. The anti-matter qubit is initialized in the excited state (|1⟩), while a phase register is placed in superposition to simulate the temporal dynamics. Strong controlled phase rotations (CU1 gates with π and 3π/4) represent the influence of anti-time effects and energy compression processes. Interference structures (Hadamard and CNOT operations) analyze the phase transition and extract the energy conversion signature. The simulation provides a theoretical framework for studying how anti-time-driven phase instabilities may catalyze dark energy formation in quantum cosmology models.
DOI: 10.6084/m9.figshare.7357178.v3
title: Phyloseq workflow for microbial community analysis

description: Complete, fully reproducible phyloseq workflow for microbiome analysis of herbivorous reef fish. Included are the HTML and Rmarkdown (.Rmd) files plus the output of the DADA2 pipeline in Rdata format which is the main input file for the phyloseq workflow.Sequences were filtered, and dereplicated. Sequence variants were called and putative chimeras identified. Sequence variants were classified using SILVA and GreenGenes databases. File contains a sequence table and taxonomy table. We imported this file directly into phyloseq for community analysis. The MANUAL_INPUT.zip directory contains all of the<br>additional input files (mainly tables) necessary to run this workflow. Please note script will create a directory called <b>R_OUTPUT </b>wherever the .Rmd file was called from. This is where the script will store output files.<br><br><br><br>
DOI: 10.17632/j86vzffh65
title: The Multidimensional Impact of Teaching Programming and Artificial Intelligence in the Early Stages of Compulsory Basic Education: A Literature Review

description: This dataset encompasses the key elements discussed in the article, including a comprehensive review of global initiatives, challenges in integrating programming and AI into early basic education, and their impacts on children's cognitive, social, and technical development. It also includes detailed curriculum mappings, insights into teacher training gaps, institutional barriers, and infrastructure limitations, as well as recommendations for future implementations. The dataset aims to provide a foundational resource for educators, policymakers, and researchers interested in fostering equitable and inclusive technological education from an early age.
DOI: 10.6084/m9.figshare.24539410.v1
title: Four Text Datasets Used For Comparison Between Hedonometer and Azure Sentiment Analysis Tools

description: Lexicon-based approaches to sentiment analysis of text are based on each word or lexical entry having a pre-defined<br>weight indicating its sentiment polarity. We compute sentiment for more than 150,000 English language texts drawn from 4 domains using the Hedonometer, a lexicon-based technique and Azure, a contemporary machine-learning based approach. We model differences in sentiment scores between approaches for documents in each domain using a regression and analyse the independent variables (Hedonometer lexical entries) as indicators of each word's importance and contribution to the score differences.1. Finance Data: This dataset contains 5,000 records of different financial news texts from company press reviews and news headlines.2. News Headlines Data: This dataset consists of 50,000 news headlines for the period of 8 months (November 2015 to July 2016) on four different topics: Economy, Microsoft, Obama, and Palestine.3. IMDb Dataset: This dataset consists of 50,000 reviews posted by customers on the online IMDb platform which is an International Movie Database platform.4. Twitter Dataset: This dataset consists of almost 40,000 tweets from users around the globe on every thing.5. Hedonometer Bag of Words: This is the bag of words used to perform sentiment analysis using traditional lexicon approach which consists of 10,223 words with their respective happiness score. The actual file can be downloaded from here: https://hedonometer.org/words/labMT-en-v2/6. Combined p-values results: This is the result file which was generated once we performed sentiment analysis on all the above domains and only identified words that are present in the hedonometer sheet. The sheet consists of the words and their respective happiness score and their p-values on all different domains.7. Data visualisations: This is the visualisation code base in Tableau which was used to generate visualisations.
DOI: 10.6084/m9.figshare.14399216.v3
title: Competencia Intercultural con Educación Interprofesional en Estudiantes de Ciencias de la Salud, una Revisión Sistemática

description: Material complementario de artículo<b> “Competencia Intercultural con Educación Interprofesional en Estudiantes de Ciencias de la Salud. Una Revisión Sistemática”, </b>publicado en la revista <b>Journal of Health and Medical Sciences (JOHAMSC) </b>https://johamsc.com/<b> </b> <b>Autores: </b>Alvarez-Cruces, Debbie; Nocetti-de-la-Barra, Alejandra; Mansilla-Sepúlveda, Juan; Otondo-Briceño, Maite; Ortega-Senet, Belén. Se expone: - Apéndice A: Plantilla de análisis con la información para responder a los objetivos 1 y 2 (página 1) - Apéndice B: Plantilla de análisis con la información para responder al objetivo 3 (página 7) - Apéndice C: Tablas de resultados (página 13)<br>
DOI: 10.6084/m9.figshare.14778939.v1
title: Magnetic Properties of the Ganzi Loess and their Implications for Precipitation History in the Eastern Tibetan Plateau since the Last Interglacial

description: Loess deposits are widely distributed in the eastern Tibetan Plateau (TP), which are valuable archives for retrieving the environmental history related to the Indian Summer Monsoon (ISM). Based on a detailed environmental magnetism analysis of the Ganzi loess sequence that has occurred since the Last Interglacial, we reconstructed the past rainfall history over the last glacial cycle by using multiple magnetic parameters. Our results reveal that the pedogenic process dominated the magnetic enhancement, and magnetic parameters can be used to indicate the past precipitation. The reconstructed precipitation from Ganzi loess shows that rainfall history related to the ISM in the eastern TP has varied dramatically, and the wettest periods over the last glacial cycle occurred during the Last Interglacial and the Holocene. The orbital forcing, global ice volume, atmospheric CO<sub>2</sub>, and internal climate forcing have controlled the changes of the ISM at the glacial-interglacial timescale.
DOI: 10.6084/m9.figshare.16767721.v1
title: Menopause GWAS meta-analysis Singapore Chinese Health Study

description: Age at menopause GWAS meta-analysis from Singapore Chinese subjects. Data includes rsid, chr, pos, other_allele, test_allele, p_meta, beta_meta, se_meta, p_het, i2, p_SCHSDiscovery, p_SCHSReplication and P_SCHSCAD
DOI: 10.6084/m9.figshare.19146386.v1
title: Oxidative stress markers and response to oxidative stimulus in lymphoblasts from ALS patients

description: Markers of oxidative stress (DCF fluorescence and MDA levels) and metabolic response to an oxidative stimulus (t-BHP) were analyzed in lymphoblasts from ALS patients and matched controls.<br>
DOI: 10.6084/m9.figshare.21257685.v2
title: RNA-seq count table

description: Count table derived from frontal RNA-seq dataset of the RiMod-FTD data resource (https://www.rimod-ftd.org/).<br>The data was processed in the following way:<br>Raw FastQ files were processed using the RNA-seq pipeline from nf-core (nf-core/rnaseq v1.3), with trimming enabled. Gene quantification was subsequently done using Salmon (v0.14.1) on the trimmed FastQ files. Alignment and mapping were performed against the human genome hg38. On average, 82,165,192 reads could be uniquely mapped, which relates to on average 88.6% uniquely mapped reads per sample. In total, 59,270 transcripts could be identified. This count table corresponds to the length scaled TPM values derived from Salmon.<br><br>
DOI: 10.6084/m9.figshare.22308514.v1
title: pseudogene.prediction

description: pseudogene.prediction
DOI: 10.6084/m9.figshare.25345330.v1
title: Computational data_NATSYNTH-23060657.zip

description: Computational data for Palladium-catalyzed methylene C(sp3)-H lactamization and cycloamination enabled by chlorinated pyridine-pyridone ligands
DOI: 10.15468/dl.jabkt4
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((35.9919 -21.4718,35.9648 -21.4413,35.9648 -24.1383,36.0558 -23.8719,35.9919 -21.4718))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013170-250525065834625/datasets/export for details.
DOI: 10.6084/m9.figshare.14188925.v1
title: Analysis_ready_R_pack.zip

description: Two analysis-ready, imputed datasets at the field and variety level, with a quick-start R script.<br><br>These are for a 'canned' analysis-ready dataset for teams developing machine learning pipelines in agriculture, testing hypotheses at scale, or linking to further datasets.<br>
DOI: 10.6084/m9.figshare.20508945.v1
title: Supplementary Material for: Cerebral Hemodynamics and Regional Oxygen Metabolism during Ductus Arteriosus Ligation in Preterm Infants

description: <b><i>Introduction:</i></b> Neurodevelopmental impairment is a growing concern for preterm infants who received surgical ligation of patent ductus arteriosus (PDA). We aimed to explore the cerebral hemodynamics during the critical period of PDA ligation. <b><i>Methods:</i></b> Very-low-birth-weight (VLBW) preterm infants who underwent PDA ligation were prospectively enrolled. Patients were monitored preoperatively and until 72 h post-ligation. Middle cerebral artery (MCA) flow, regional cerebral oxygen saturation (rcSO<sub>2</sub>), and cardiac output were measured through Doppler ultrasound, near-infrared spectroscopy, and electrical cardiometry, respectively. Using rcSO<sub>2</sub> &lt;55% indicating cerebral hypoxia, the duration (% of time) and burden (cumulative negative quantity of rsSO<sub>2</sub> &lt;55% × the period [minutes]) were estimated. An abnormal MCA was defined as an MCA flow of &lt;10th percentile of flow velocity or &gt;90th percentile of pulsatility or resistance index. Poor outcomes were defined as in-hospital death or neurologic disorders, either neuroimaging or functional abnormalities, upon discharge. <b><i>Results:</i></b> Thirty-two VLBW infants were examined, and 15 (46.9%) had poor outcomes. Infants with poor outcomes had significantly longer duration of cerebral hypoxia (5.4 [2.2–32.3] vs. 1.8 [0.4–5.6] %, <i>p</i> = 0.033) and worse hypoxic burden (2,118 [684–13,549] vs. 622 [88–1,669] %minutes, <i>p</i> = 0.027). In a linear mixed model, rcSO<sub>2</sub> was positively correlated with arterial saturation (β 0.860, 95% CI: 0.649–1.070) and negatively correlated with abnormal MCA flow (β −5.287, 95% CI: −8.238 to −2.335). <b><i>Conclusion:</i></b> Longer duration of cerebral hypoxia and worse hypoxic burden post-ligation was associated with an increased risk of in-hospital mortality or neurologic disorders upon discharge in VLBW preterm infants.
DOI: 10.6084/m9.figshare.23616630.v1
title: Online vs inperson data SPSS.sav

description: Fourth-year medical student prefrence for in-person or online delivery of clinical reasoning seminars and the impact on gender. Original SPSS data.
DOI: 10.6084/m9.figshare.24591774.v2
title: Source Data and Dynamic Trajectory Files

description: Data and trajectory files of the paper "Active Machine Learning Model for the Dynamic Simulation and Growth Mechanisms of Carbon on Metal Surface".
DOI: 10.6084/m9.figshare.27216474.v1
title: <b>"Geographical variation in skull morphology and suitable habitat changes of the </b><b><i>Orientallactaga sibirica</i></b><b> under environmental drivers in China" RAW DATA</b>

description: <b>In the Skull Analysis portfolio:</b>Centroid size folder: Contains centroid size data for the five-toed jerboa samples, used for morphological measurements in geometric morphometrics.<br>Procrustes coordinates folder: Stores the Procrustes-aligned coordinate data, which is used to remove the effects of size, rotation, and position in geometric morphometric analysis.<br>TPS folder: Likely contains landmark data files in Thin Plate Spline (TPS) format, used for image registration and deformation analysis in morphometrics.<br>4.23.morphoj file: A MorphoJ project file that includes the analysis results or project configurations for further analysis.<br>box_plot_code.docx: Contains the code for generating box plots, used to visualize data distributions and analysis results.<br>UPGMA_code.docx: Includes the code for conducting UPGMA (Unweighted Pair Group Method with Arithmetic Mean) clustering analysis based on morphological data.<br>worldclim_climate_factors.xlsx: Contains WorldClim climate data, used for analyzing the influence of environmental factors on the morphological variation of the five-toed jerboa.<br><br><br><br><b>In the Distribution change portfolio:</b>center of gravity of the distribution of O. sibirica folder: Contains data on the changes in the center of gravity of the distribution of the five-toed jerboa, used to analyze the spatial and temporal dynamics of its geographic distribution.<br>Changes in the size of the O. sibirica mouse folder: Includes data on changes in the suitable habitat area of the five-toed jerboa, used to study habitat expansion or contraction under different climate scenarios.<br>maxent.cache folder: Contains cache files generated during the MaxEnt model runs, including temporary data used in the model training process.<br>R-kuenm folder: Contains R scripts and related files for the KUENM package, which is used for MaxEnt model calibration and model selection.<br>Enmtool_correlation.csv file: Contains correlation data between environmental variables, used for variable selection and multicollinearity checks in the MaxEnt model.<br>Orientallactagasibirica_coordinates.csv file: Provides the geographic coordinates of the five-toed jerboa samples, used as species occurrence data input for the MaxEnt model.
DOI: 10.6084/m9.figshare.28189148.v1
title: scIB-E_datasets

description: The files are the preprocessed datasets we used for the project: Benchmarking deep learning methods for biologically conserved single-cell integration