cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cfchfdpfw5
title: Dragon fruit & leaf Dataset from Bangladesh for Classification and Ecological Research

description: Description: This dataset provides a well-curated collection of annotated images of dragon fruit and its leaves, aimed at enhancing machine learning and computer vision models for detecting and classifying various health conditions and stages of the dragon fruit plant. Designed to capture a wide range of environmental conditions, this dataset offers valuable resources for researchers, agriculturists, and AI practitioners interested in plant health monitoring, disease diagnosis, and agricultural automation. The dataset represents diverse visual characteristics, including both healthy and diseased states of the plant, helping to promote advanced applications in automated disease recognition and crop management.
Dataset Content: This dataset contains 4,518 images encompassing various health conditions of dragon fruit, with a focus on bacterial, fungal, and insect-related issues, as well as physical damage and healthy samples. The images cover different conditions to offer a comprehensive view of dragon fruit plant health, from healthy leaves and fruits to specific disease manifestations. This variability supports robust image-based classification and detection tasks, facilitating automated plant health assessment and ecological monitoring.
• Bacterial Diseases: 498 images
• Bacterial Wilt (Fruits): 84 images
• Fungal Infections (Anthracnose or Stem Canker): 864 images
• Healthy Leaves: 2,242 images
• Healthy Fruits: 333 images
• Insect-Infected Fruits: 53 images
• Mealybugs and Scale Insects (Fruits): 173 images
• Sunburn Damage: 271 images
Purpose: The primary objective of this dataset is to aid in developing machine learning models that can accurately identify and classify various health conditions in dragon fruit plants. This can support efforts in disease management, crop yield optimization, and biodiversity research, benefiting fields such as agriculture, botany, and environmental science.
DOI: 10.17632/9mrc3b54g2
title: Cancer hallmarks

description: In these files there are data that represent expression profiles of candidate genes that resulted from applying two methodologies using the genes linked to the Cancer Hallmarks. There is also a file that summarizes a systematic literature search that was carried out with a group of candidate genes to find out if they were related to carcinogenesis processes in vivo or in vitro.
DOI: 10.17632/rgt5c4xvc2
title: Data for: How many words do we read per minute? A review and meta-analysis of reading rate

description: Supplementary data meta-analysis reading rate
DOI: 10.17632/99tbnvjhsh
title: A transcriptome assembly and its annotation for Citrus aurantifolia leaves

description: Mexican lime (Citrus aurantifolia) is an important economic crop in tropical and sub-tropical areas including the Pacific region of Mexico. Nowadays, is seriously affected by Huanglongbing (HLB) disease, associated to Candidatus Liberibacter asiaticus (CLas). Transcriptomic profile approaches represent the first step to understand the molecular mechanisms involved in the pathogenic process. To date, reference genomes of Citrus sinensis and Citrus clementina is being used for transcriptomic studies in citrus since a reference transcriptome for acid limes including Mexican lime is not available. In the present study, a Citrus aurantifolia de novo transcriptome was generated from leaves tissue including four conditions: asymptomatic CLas-infected plants (early stage of HLB disease, 8 weeks post inoculation, wpi), symptomatic CLas-infected plants (late stage of HLB disease, 16 wpi) and mock-inoculated control plants at both time points, 8 and 16 wpi. Pools of equimolar quantities of total RNA from 5 plants for each experimental condition, were used for cDNA synthesis and construction of a total of four libraries. Hight-throughput sequencing was performed in Illumina NexSeq500 platform, and assembled transcriptome was constructed using Oases (v.0.2.01). After filtering and removal of redundant sequences, 41,600 tentative transcripts (TTs) were produced with a mean length of 1,838 bp, of which 86.13% were over 500 bp in length, N50 of 2,415 bp and full transcriptome length of 76.60 MB. A total of 34,123 (82.18%) TTs had a confident orthologue, 26,614 TTs encoded complete proteins, and 16,426 were non-redundant according to their TAIR10 and UniProtKB identifier (ID). Annotation also revealed that 6,994 of TTs had no significant homology to any other plant gene, even though 1,438 TTs were predicted to code for complete. In the present data set, a complete transcript annotation in excel format, and full-assembled transcriptome in fasta format are provided. This data is the first hybrid transcriptome of Citrus aurantifolia from both healthy and CLas-infected leaves tissue. The de novo assembled transcriptome represents a valuable reference tool for differential expression analysis for Mexican lime and other acid limes in both healthy and pathogen-challenge conditions. Additionally, the data could be useful for citrus breeding programs and designing of novel diagnostic tools.
DOI: 10.17632/v5x4vpnzds
title: Global LiDAR Lowland DTM (GLL_DTM_v1)

description: The Global LiDAR Lowland DTM (GLL_DTM_v1) at 0.05-degree resolution (~5*5 km) is created from ICESat-2 data (v003) collected between 14 October 2018 and 13 May 2020 as published in Vernimmen et al. 2020: New ICESat-2 satellite LiDAR data allow first global lowland DTM suitable for accurate coastal flood risk assessment

Update 25 January 2023:
GLL_DTM_v2 is available through https://doi.org/10.5281/zenodo.6534526 as published in https://doi.org/10.1029/2022EF002880
DOI: 10.17632/66fz2ccdpb
title: Article: Elevating Customer Perception from Jeans Material Quality - Raw Data

description: In the dynamic landscape of the fashion industry, particularly within the denim segment, customer perception plays a pivotal role in shaping purchasing decisions. This study aims to investigate the effectiveness of marketing strategies in elevating customer perception towards high-quality jeans materials. Through a comprehensive analysis, the research endeavours to uncover the intricate relationship between marketing initiatives and customer perceptions within this niche market. Employing the quantitative methods, data is collected from primary sources. Quantitative data is obtained through surveys distributed among a diverse sample of denim consumers. These surveys assess various aspects of marketing strategies, The quality of Jeans Material acknowledgement, promotional activities, and digital marketing to ascertain their impact on customer perception. Statistical analysis, including regression analysis and correlation tests, is employed to elucidate the strength and direction of the relationship between marketing efforts and customer perception. The findings of this study are expected to offer valuable insights for denim manufacturers, marketers, and retailers seeking to optimize their marketing strategies to enhance customer perception of quality jeans materials. By understanding the drivers of customer perception and the efficacy of different marketing approaches, businesses can tailor their strategies to resonate with consumer preferences and expectations. Ultimately, this research contributes to the body of knowledge on marketing effectiveness in the context of the denim industry, providing practical guidance for businesses striving to differentiate themselves and thrive in a competitive market environment.
DOI: 10.17632/73y8d3ptjx
title: Replication Files for The Short-Term Effect of the Daylight Saving Time Clock Change on High School Standardized Test Performance

description: Data and Replication Files for Daylight Saving Time and Standardized Test Performance
DOI: 10.6084/m9.figshare.27143880.v1
title: Supplementary Material for: Patients with Opioid Use Disorder Choosing Treatment with Extended-Release Naltrexone: A 6-Months Naturalistic Study

description: ABSTRACT 
Introduction
The treatment efficacy of extended-release naltrexone (XR-NTX) for opioid use disorder (OUD) has been demonstrated in several studies, but not in naturalistic settings where opioid agonist treatment (OAT) is freely accessible. This study aimed to examine the different treatment outcomes of XR-NTX in a setting where the participants freely chose XR-NTX as a treatment option instead of OAT.
Methods
This was a 24-week open-label clinical prospective cohort study conducted in an outpatient setting at five hospitals in Norway. The study included 161 participants aged 18–65 years with OUD. Intramuscular injections of XR-NTX were administered every four weeks for 24 weeks. Measurements included retention in treatment; reasons for treatment discontinuation, days of use of opioids, other illicit substances and alcohol, level of heroin craving, treatment satisfaction, and adverse events (AEs).
Results
Of 161 included participants, the mean age was 38 years, and 24% were women; 138 received at least one dose of the study medication (modified intention to treat [MITT] population), and mean time in treatment was 18.1 weeks [95% CI 16.8 -19.4]. The majority of the MITT population (84; 60.9%) completed 24 weeks of treatment in the study. There was a significant decrease in the overall use of opioids (p&lt;0.001) and the use of alcohol and other illicit substances was low. The participants generally reported high treatment satisfaction and low heroin cravings. Those who completed the 24 weeks of treatment reported significantly fewer days of opioid use (p&lt;0.001) and higher treatment satisfaction (p&lt;0.001) than those who discontinued treatment before 24 weeks. No serious AEs were directly related to XR-NTX use. 
Conclusions
This study demonstrated high retention rates, decreased opioid use and low use of other illicit substances and alcohol. Participants also reported low cravings for heroin and high treatment satisfaction. Completion of the full 24-week treatment resulted in lower opioid use and increased treatment satisfaction compared to those who discontinued treatment before 24 weeks. The observed higher retention and reduced opioid use, compared to other studies, may be attributed to participants’ strong motivation for opioid abstinence facilitated by XR-NTX treatment.
DOI: 10.6084/m9.figshare.28207571.v2
title: Auto Insurance Fraud Detection

description: Auto Insurance Fraud Detection: Dataset and BQABA algorithm python code
DOI: 10.17632/9b5jhshbgk
title: Dataset for: Autoantibody profiles in patients with immune checkpoint inhibitor-induced neurological immune-related adverse events.

description: Dataset for: Autoantibody profiles in patients with immune checkpoint inhibitor-induced neurological immune-related adverse events.
DOI: 10.17632/t7fr46vjcs
title: Large datasets of water vapor sorption, mass diffusion immersed in water, hygroscopic expansion and mechanical properties of flax fibre/shape memory epoxy hygromorph composites

description: This data article presents four experiment results related to flax fibre composites with epoxy shape memory polymer matrix: water vapor absorption, mass diffusion immersed in water, hygroscopic expansion, mechanical properties. The water vapor absorption tests are described by raw data related to four types of laminates with weights measured at different relative humidity (0%, 9%, 33%, 44%,75%, 85% and 100%). The mass diffusion experiments are related to weights of immersed samples over time. The unidirectional composite hygroscopic expansion is also measured along the fibre longitude and transverse directions. The, mechanical properties of flax composite at various temperatures (20°C, 40°C, 60°C, 80°C and 100°C) and humidity environments (50% and immersed) are also described. Load-displacement diagrams of the hygromorph composites are converted into stress-strain diagrams via a compliance calibration, from which the tensile moduli are extracted. The data presented in this article can provide a benchmark for the development of new models, or for the determination of other properties via post processing.
DOI: 10.17632/wjxgpmx8tv
title: Reflectance of floating matters compiled from literature

description: This spreadsheet contains digital data and graphics of reflectance of various types of floating matters found in the natural aquatic environments. The data have been compiled from published literature, where the worksheets contain more explanations and references of the data origins.
DOI: 10.6084/m9.figshare.14798004.v1
title: PAPILA

description: This work provides a public dataset with medical data and fundus images of both eyes of the same patient. Segmentations of the cup and optic disc, as well as the labeling of the patients based on the evaluation of clinical data are also provided.
DOI: 10.6084/m9.figshare.4267550.v5
title: Wikipedia Talk Labels: Aggression

description: This data set includes over 100k labeled discussion comments from English Wikipedia. Each comment was labeled by multiple annotators via Crowdflower on whether it has aggressive tone. We also include some demographic data for each crowd-worker. See our wiki for documentation of the schema of each file and our research paper for documentation on the data collection and modeling methodology. For a quick demo of how to use the data for model building and analysis, check out this ipython notebook.
DOI: 10.17632/d2s9yz65mm
title: Dataset of Women Directors’ Engagement and Carbon Information Disclosures of Global Energy Companies

description: Dataset of Women Directors’ Engagement and Carbon Information Disclosures of Global Energy Companies
DOI: 10.17632/rkt957v4n4
title: Emotional Mirrors in the Rat’s Anterior Cingulate Cortex. Carrillo et al.
DOI: 10.6084/m9.figshare.13175018.v1
title: Effect of the Initial Vortex Vertical Structure on Early Development of an Axisymmetric Tropical Cyclone

description: This is an idealized simulated TC by axisymmetric, nonhydrostatic cloud model version 1 (CM1, release 19). The tangential velocity decays to 0 at <i>z</i> = 20 km for ZDD20 experiment and decays to 0 at <i>z</i> = 10 km for ZDD10 experiment. Time resolution is 1 h.
DOI: 10.6084/m9.figshare.28506065.v1
title: Yellow River Delta

description: This dataset include original AGB dataset and R code.
DOI: 10.17632/s3prjwms9r
title: Webinar on the report "Progress Toward Gender Equality in Research & Innovation - 2024 Review"

description: The global research community is making progress, albeit slowly, towards the full and equal participation of women. This webinar recording presents highlights from a major new data-driven analysis of gender diversity in research. Building on prior work by Elsevier, this analysis draws on Scopus data stretching back more than two decades to assess the representation of women in research and changes over time, in a global context and for 18 countries. Beyond examining men’s and women’s research participation and research footprint, new insights will be presented on gender participation across career stages, in areas such as interdisciplinarity and multidisciplinarity, open access publication, SDGs, mentorship contribution, and alternative metrics, to paint a fuller picture of the state of gender equity in the global research ecosystem and inform evidence-based policy and interventions. 

You will learn about:

The benefits of adopting a longer time frame for academic evaluation and assessments;
The impact of hiring and retaining senior women researchers;
The importance of including societal impact metrics in evaluations or career assessments, and more.

The webinar can be visioned at : https://researcheracademy.elsevier.com/communicating-research/inclusion-diversity-researchers/progress-toward-gender-equality-research
DOI: 10.6084/m9.figshare.1172401.v1
title: Top twitter accounts by reshares of research articles

description: This dataset is the result of looking at Twitter user profiles and asking: <br>* how often does each one tweet about research, and how often are those tweets retweeted,<br>hat tipped or 'via'ed (let's say 'resharing')<br>* how many unique accounts are doing the resharing<br>* how global those accounts are - how many unique countries are they from?<br>* what's the reach of those accounts? What's their total number of followers?
DOI: 10.6084/m9.figshare.14196344.v8
title: Skin regeneration is enabled in the absence of fibroblast inflammatory priming

description: In adult mammals, skin wound healing has evolved to favor rapid repair through the formation of fibrotic scar. These dermal scars are dysfunctional and may lead to chronic disfigurement and disability, yet the biologic mechanisms that drive fibrosis and prevent tissue regeneration remain unknown. Here, we report that reindeer (<i>R</i><i>angifer tarandus</i>) antler velvet exhibits regenerative wound healing, whereas identical full-thickness injury in dorsal back skin of the same animal forms fibrotic scar. This regenerative capacity is retained even following ectopic transplantation of velvet to a scar-forming site, demonstrating that this latent regenerative capacity is innate to velvet cells and independent of local factors derived from the growing antler. Single cell RNA-sequencing of uninjured skin revealed a marked divergence in resting fibroblast transcriptional states and immunomodulatory function. Uninjured velvet fibroblast shared a striking resemblance with human fetal fibroblasts whereas uninjured back skin fibroblasts exhibited an overrepresentation of pro-inflammatory genes resembling adult human fibroblasts. Identical skin injury resulted in site-specific fibroblast polarization; back fibroblasts exacerbated the inflammatory response, whereas velvet fibroblasts adopted an immunosuppressive state and reverted back to a regeneration-competent ground state. Consequently, velvet wounds exhibited an accelerated adoption of anti-inflammatory immune states and an expedited resolution of immune response. This study demonstrates reindeer as a novel comparative mammalian model to study both adult skin regeneration (velvet) and scar formation (back skin) within the same animal. Our study underscores the importance of fibroblast heterogeneity in shaping local immune cell functions that ultimately polarize wound healing outcomes. Purposeful, acute modulation of fibroblast-mediated immune signaling represents an important therapeutic avenue to mitigate scar and improve wound healing.
DOI: 10.6084/m9.figshare.15074931.v1
title: Effect of Locus of Control and Gender on Perceived Stress of Adolescents

description: The purpose of the present study was to investigate the the effect of locus of control and gender on perceived stress of adolescents. Participants were randomly selected from Cuttack, Odisha, India and their responses was collected on Julian Rotter's Locus of Control scale and Sheldon Cohen's Perceived Stress Scale. Prior to the study, all of the ethical procedures of the study were completed, and the study was conducted in accordance with the tenets of the Declaration of Helsinki. Descriptive statistics were done to summarize the dependent and independent variables. For all analyses, results were considered statistically significant at the p ≤ .05 level, and a between-subjects ANOVA at alpha = .05 was used to analyze the filtered data. All tests were two-tailed. <br>For detailed steps to reproduce the research, see Figure 1: <i>Study flow diagram.</i>
DOI: 10.6084/m9.figshare.21989165.v2
title: Supplementary file 2 - trimmed alignment

description: Alignment of 136 HIFa sequences, HIFa homologs, and outgroup.
DOI: 10.17632/5xj253rh53
title: Train_Fer2013

description: Contains preprocessed facial emotion dataset
DOI: 10.17632/fg4hm7w7m4
title: Does Green Innovation Pay Off? Market Valuation Effects and the Role of Investor Sentiment and Risk-Taking

description: This data has been used for the manuscript titled Does Green Innovation Pay Off? Market Valuation Effects and the Role of Investor Sentiment and Risk-Taking.
DOI: 10.6084/m9.figshare.6265592.v1
title: Patient25

description: Female Patient with 221 slice of pulmonary embolism CT-Angiography.
DOI: 10.17632/g5bg3z5993
title: A Proof-of -Concept Open-Label Clinical Trial of Spleen Tyrosine Kinase Antagonism using Fostamatinib in Moderate-to-Severe Hidradenitis Suppurativa

description: Supplementary Files and Data
DOI: 10.17632/trs43ybh92
title: Data for: Ambient temperature and solar insolation are associated with decreased prevalence of SSRI-treated psychiatric disorders

description: This is a composite dataset of psychiatric data from the CPES dataset, average yearly solar insolation from NASA’s NLDAS-2 Forcing Dataset Information, and average yearly temperature from NOAA’s US Climate Normals. Data were paired by using CPES subjects' FIPS county codes.
DOI: 10.15468/dl.hsyfys
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "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 ((43.4313 -17.5054,43.9059 -19.9421,43.0686 -21.0649,42.7023 -21.9969,43.1619 -23.5254,43.213 -24.5373,43.6164 -25.1504,44.9648 -25.1504,44.9648 -16.1504,43.978 -16.1504,43.9239 -16.5407,43.4313 -17.5054))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012990-250525065834625/datasets/export for details.
DOI: 10.17632/7dtcj8vvjg
title: LINF_240013700

description: triosephosphate isomerase | TIM
Leishmania infantum (strain JPCM5)
DOI: 10.17632/9msjjh3np6
title: CocoaMFDB

description: CocoaMFDB is a database of cocoa pods from a cocoa plantation in the Côte D'Ivoire
DOI: 10.17632/w25bfb8wcz
title: Reconciling discrepancies in measurements of vulnerability to xylem embolism with the Pneumatic method - a reply to Chen et al. (2021)

description: Chen et al. (2021) reported discrepancies between pneumatic and other methods for measuring embolism vulnerability in plant xylem tissue, leading them to caution against using the pneumatic method. We show that this discrepancy arises from faulty implementation: failing to measure air discharge to sufficiently negative water potentials, they under-estimated maximum air discharge (ADmax), and hence embolism resistance. Embolism vulnerability methods identify how dehydrated a stem must become (in water potential, P50) to cause a 50% loss in xylem conductivity. Pneumatic methods require measurements to water potentials roughly twice as dehydrated as P50. Yet Chen et al. often stopped at magnitudes even less than what other methods showed P50 to be, making it mathematically impossible for their pneumatic implementation to measure true P50. Our simulations confirmed that premature stopping causes large errors in derived P50, accounting for reported discrepancies. Further, literature studies show consistent agreement between pneumatic and other methods. Thus, Chen et al.’s pneumatic results are invalid, and should not be taken to undermine confidence in pneumatic measurements. We recommend best practices, including the “Pneumatron” for automated measurements, that prevent the errors of Chen et al. and make pneumatic measurements of embolism vulnerability that are fast, replicable, and accurate.
DOI: 10.17632/wgv5w62yjk
title: Dataset for fermentation of sugarcane press-mud: Effect of Temperature, Stirring, pH, and hydrolyis on ethanol and fusel alcohol content

description: This dataset represent the data for the assessment of temperature, stirring, pH, and hydrolysis conditions on the ethanol and fusel alcohol content during the fermentation of sugarcane press-mud by using Box-Behnken desing method
DOI: 10.17632/wvx46k442y
title: Art Therapy

description: SPSS Outputs