cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/cc3rttngdr
title: UGV - Guava Leaves Disease Dataset Bangladesh

description: The Guava Leaf Image Dataset is a curated collection of annotated guava leaf images developed at the University of Global Village (UGV), Barishal, Bangladesh. It aims to support research in smart agriculture, particularly in plant disease detection using computer vision and machine learning. Guava (Psidium guajava), a widely cultivated tropical fruit, is vulnerable to various diseases that affect crop yield and quality. This dataset offers a structured image resource to facilitate the development of automated diagnostic tools.

The dataset is organized into seven folders: Canker, Curling, Rust, Healthy, Nutritional Deficiency, Leaf Spot, and Powdery Mildew. Each folder contains images of guava leaves classified based on visible symptoms. These categories reflect common diseases and conditions that affect guava plants, allowing for the training and evaluation of AI models.

Canker includes leaves showing raised, dark brown lesions caused by bacterial infection. Curling represents leaves deformed due to viral attacks or environmental stress. Rust features leaves with orange-yellow powdery fungal spores. Healthy contains leaves with no visible damage, serving as a baseline. Nutritional Deficiency includes yellowed or browning leaves caused by lack of essential nutrients. Leaf Spot captures leaves with dark spots due to fungal infections. Powdery Mildew contains leaves with white, dusty fungal growth.

Images were taken in natural daylight using digital and smartphone cameras, ensuring realistic field conditions. Expert validation by plant pathologists at UGV ensures accurate labeling. The dataset supports machine learning tasks like image classification, model training, and precision agriculture applications.

Though limited to one geographic region, the dataset is a valuable tool for researchers, students, and developers working on crop disease detection. Future versions could include metadata, multi-angle images, and samples from diverse regions. Overall, the dataset provides a practical and scientifically grounded resource for improving guava farming through technology.
DOI: 10.17632/f27ktnj354
title: Data accompanying "NAD+ repletion rescues female fertility during reproductive ageing" by Bertoldo et al 2019

description: Hyperspectral imaging data, uncut western blots, xml files for statistical analyses and raw data sets, mass spectrometry datasets, uncropped microscopy images
DOI: 10.6084/m9.figshare.12559001.v1
title: Higher tree diversity is linked to higher mortality

description: Data and codes required to reproduce analysis, tables, and figures presented in "Higher tree diversity is linked to higher mortality".<br>Codes will be updated with comments to improve readability time permitting.
DOI: 10.6084/m9.figshare.26323783.v1
title: Olive.xlsx

description: Our study reveals that temperature minimums have a detrimental effect on olive tree growth, productivity, and ultimately, fruit yield. However, significant variations were observed among the cultivars tested. Some cultivars demonstrated a greater tolerance to moderate cold night stress compared to others. This resilience was evident through minimal morphological and physiological changes, including those related to vegetative growth, fruit yield, and fruit characteristics (both physical and chemical).Furthermore, the biochemical responses of the plants, measured by photosynthetic pigments, relative water content (RWC), total phenolic compounds, total flavonoids, and antioxidant enzyme accumulation, highlighted the differential stress tolerance capabilities of the cultivars. This finding was further substantiated by the contrasting responses observed across various aspects of plant phenology.These findings hold significant potential to revolutionize olive farming practices. By understanding how olive trees adapt to cold snaps, a prevalent stressor in open fields, farmers can make informed decisions. This includes selection of the most resilient cultivars for breeding programs and cultivation, ultimately leading to more robust and productive olive crops.
DOI: 10.6084/m9.figshare.28912115.v1
title: 2025 Lieber et al. Raw Biofilm Microscopy Images

description: This is the raw microscopy data captured and quantified for use in Figure 6.
DOI: 10.17632/p8sjcjvrjj
title: Scientific Writing Study Dataset (1884-2019)

description: The scientific writing publication dataset, which was indexed by Scopus from 1884 to 2019. The dataset contains data authors, authors ID Scopus, title, year, source title, volume, issue, article number in Scopus, DOI, link, affiliation, abstract, index keywords, references, Correspondence Address, editors, publisher, conference name, conference date, conference code, ISSN, language, document type, access type, and EID.
DOI: 10.17632/vsdmkpz78y
title: Dataset from a Quasi-Experimental Study on Enhancing Academic Integrity and Reducing Plagiarism through a Generative AI-Based Paraphrasing Tool in Multilingual Higher Education

description: This dataset is derived from a quasi-experimental study titled “Enhancing Academic Integrity and Reducing Plagiarism through a Generative AI-Based Paraphrasing Tool: A Quasi-Experimental Study in Multilingual Writing Education.” The study investigated the impact of Languafrasa, a generative AI-based paraphrasing tool specifically designed to support ethical academic writing, on the performance, ethical awareness, and perception of undergraduate students engaged in multilingual education.

The study involved 300 undergraduate participants divided equally into experimental and control groups. Over a six-week period, the experimental group utilized the AI tool to complete weekly paraphrasing tasks integrated into a learning management system, while the control group performed the same tasks without access to AI. The dataset includes demographic profiles (age, gender, and field of study), pretest and posttest similarity scores (including gain scores), rubric-based evaluations of paraphrasing quality across five dimensions—semantic fidelity, syntactic transformation, lexical diversity, citation ethics, and clarity—along with measures of engagement and ethical awareness, and student perception survey responses in both Likert and open-ended formats.

All statistical procedures were conducted using JASP, including descriptive statistics, assumption testing, paired and independent samples t-tests, one-way ANOVA, MANOVA, and Wilcoxon signed-rank tests. Results are presented in six summary PDF files corresponding to the study’s three research questions. Each file contains structured outputs, effect size calculations, and narrative interpretations.

The dataset offers a comprehensive, transparent, and replicable resource for researchers, educators, and instructional designers interested in academic integrity, AI-assisted writing instruction, and multilingual learning environments in higher education.
DOI: 10.6084/m9.figshare.19189376.v4
title: Copy numbers of transposable elements in Apis genomes

description: Numbers of transposable elements which are counted by using RepeatMasker out files.
DOI: 10.6084/m9.figshare.20708638.v5
title: X-ray computed tomography images for FRP confined concrete

description: The dataset contains the X-ray computed tomography cross-sectional images of three FRP confined concrete columns under five load levels. All these CT-scanned 3D images are in “.<em>am</em>” format, and these 3D images can be visualized by the 3D image viewer software Avizo (https://www.thermofisher.cn/cn/en/home/electron-microscopy/products/software-em-3d-vis/avizo-software.html?SID=srch-srp-AVIZO). These data files were labeled by the cross-section shapes (circular, rounded corner, and square) followed; by the load levels (S1 to S5), where “S1_raw” represents the zero-load level. In addition, the coarse aggregates’ surface geometry and their distribution information for all these three specimens are also provised in this dataset, labeled by “Aggreates_shapes (circular, rounded corner, or square)”. These aggregate files and are in “.stl” fromat (<strong>S</strong>tandard <strong>T</strong>riangle <strong>L</strong>anguage), and this file format is supported by many 3D software packages. This dataset also contains the DVC analysis results for all the deformed specimens labeled as “Data_DVC.xlsx”, and these DVC data were output from the Avizo DVC module.
DOI: 10.6084/m9.figshare.26114395.v1
title: <b>Yemeni sign Language dataset</b>

description: The Dataset contains a Yemeni Arabic sign language with 24,245 images that representing 32 commonly used Yemeni Arabic words. These images were captured using different environment and lighting conditions with a resolution of 640 x 640 pixels. The users repeated these signals several times with different speed and position of the gesture. To avoid light effects, these images were taken with a black background and at a specific distance set by the site to obtain clear images. The images of the dataset follow the gestures criteria given by the dictionary called "The Unified Yemeni Dictionary"
DOI: 10.6084/m9.figshare.28151045.v1
title: Grade A Tertiary Hospital Accessibility by Ga2SFCA in China

description: Grade A Tertiary Hospital Accessibility by Ga2SFCA in ChinaThe road network data utilized in this study is derived from OpenStreetMap (OSM), while population data is sourced from LandScan, both corresponding to the year 2023. Hospital data, encompassing 1,843 grade A tertiary hospitals, was obtained from YAOZH(https://db.yaozh.com/) in May 2024. Accessibility modeling is conducted using the Gaussian two-step moving search method, with a maximum search radius of 60 minutes, ensuring a rigorous spatial analysis of healthcare accessibility.
DOI: 10.6084/m9.figshare.7275254.v1
title: Supplementary Material for: Attenuated Psychophysiological Reactivity following Single-Session Group Imagery Rescripting versus Verbal Restructuring in Social Anxiety Disorder: Results from a Randomized Controlled Trial

description: <b><i>Background:</i></b> The effectiveness of psychotherapies for social anxiety disorder (SAD) is typically evaluated using self- and clinician-reported symptom change, while biomarkers of treatment response are rarely measured. The current study aimed to compare biomarkers of response following two brief group interventions for SAD. <b><i>Methods:</i></b> This randomized controlled trial evaluated the effectiveness of single-session group interventions for SAD (<i>n</i> = 58) – imagery rescripting (IR) and verbal restructuring (VR) versus waitlist control (WC). The IR intervention guided participants to rescript autobiographical memories through visualization whilst the VR intervention focused on thought challenging. Trial outcomes included change in psychophysiological reactivity (heart rate variability (HRV) and electrodermal responding) to social stress, and symptom-based measures (social interaction anxiety, negative self-portrayal, cognitive avoidance, repetitive negative thinking, memory modification, anxious behaviors). <b><i>Results:</i></b> Psychophysiological reactivity was selectively attenuated following IR treatment, compared to VR and WC groups. The specific influence of the imagery-based intervention in modulating autonomic reactivity was evident across HRV parameters, including the standard deviation of intervals between heartbeats (IR vs. WC, <i>d</i> = 0.67, <i>p</i> = 0.021; IR vs. VR, <i>d</i> = 0.58, <i>p</i> = 0.041), and high frequency power – an indicator of parasympathetically mediated emotion regulation (IR vs. WC, <i>d</i> = 0.75, <i>p</i> = 0.034; IR vs. VR, <i>d</i> = 0.95, <i>p</i> = 0.006). Few group differences were observed across self-report measures. <b><i>Conclusion:</i></b> The current study highlights the specificity of brief imagery-based interventions in influencing psychophysiological reactivity in SAD and establishes the sensitivity of objective markers of treatment response in quantifying change over symptom-based measurements.
DOI: 10.17632/zx99xr4wkr
title: High-resolution One-day Probable Maximum Precipitation dataset across India and its Future-projected Changes over India

description: This data repository presents a high-resolution (0.25° latitude x 0.25° longitude) one-day Probable Maximum Precipitation (PMP) estimates across India based on the daily precipitation records after climate regime shift in the 1970s (1971-2010). In addition to this, possible spatio-temporal changes in the PMP estimates in the future towards the end of this century (2071-2100) with respect to its current values are also presented, following two possible emission scenarios (RCP4.5 and RCP8.5). These maps are developed following the research article entitled “Increase in Probable Maximum Precipitation in a Changing Climate over India”, published in Journal of Hydrology by Sarkar and Maity (2020). The recent PMP map for India is developed based on gridded daily observational records of precipitation, procured from the India Meteorological Department (IMD). Its future projection is based on bias-corrected simulated daily precipitation output from three Regional Climate Models (RCMs). Finally, the change in PMP in future with respect to the current map is calculated in terms of grid-wise percentage change and made available to the end-users. This PMP map and its future projection will serve as an important information for the design engineers and hydro-meteorologists for planning and designing various water-energy infrastructures such as dams and other major water resources engineering applications.
DOI: 10.6084/m9.figshare.27932160.v1
title: Human elusive genes

description: BED file that lists 'elusive genes' (genes evolutionarily lost in multiple mammalian lineages) in the human genome assembly version GRCh38.p12 - based on Table S2 of Hara & Kuraku eLife 2023 https://elifesciences.org/articles/82290
DOI: 10.6084/m9.figshare.23454449.v2
title: Estimating the environmental impacts of global lithium-ion battery supply chain: a temporal, geographical, and technological perspective

description: These datasets include all data used for evaluating the environmental impacts of the global lithium-ion battery supply chain.
DOI: 10.6084/m9.figshare.24456244.v1
title: Plastomes of 339 Malvaceae individuals.fas

description: Linearization alignment results of 339 complete plastome sequences composed of 338 newly assembled Malvaceae plastomes (including 336 plastomes of <i>Gossypium</i>,1<i> </i>plastome of <i>Hibiscus syriacus</i> and 1 plastome of <i>Theobroma cacao</i>) and 1 <i>Gossypium hirsutum</i> plastome downloaded from NCBI.
DOI: 10.17632/px6x56z2fk
title: Replication Package for Liu, Ma, Veldkamp, Journal of Financial Economics, "Data Sales and Data Dilution"
DOI: 10.17632/sd5ttc5rzf
title: Impact of Short-form video addiction on University Students' attention and concentration

description: A keen emphasis on lectures, assignments, and individual study is required of university life. But there's cause for concern as short-form video services proliferate due to their addictive algorithms and bite-sized material. This begs the question of how pupils' capacity for focus and memory is affected by excessive use of these platforms. There appears to be a negative association between short-form video addiction and poor academic performance. Studies show that short-form video addiction might reduce attention span and make it more difficult to filter distractions. Comprehending this influence is essential for encouraging responsible technology usage and cultivating an effective learning atmosphere for college attendees.
DOI: 10.6084/m9.figshare.26951032.v1
title: Supplementary material for PMconv

description: Example lists of proteins and metabolites for testing PMconv tool
DOI: 10.6084/m9.figshare.5808402.v1
title: Figure 7a.xlsx

description: Data for Figure 7a.
DOI: 10.17632/rxvf4jp289
title: Data for: Taking Power: Women's Empowerment and Household Well-being in Sub-Saharan Africa

description: This data contains all constructed variables ready for analysis. It is built from DHS datasets for a total of 23 Sub-Saharan African countries.
DOI: 10.6084/m9.figshare.11618103.v1
title: Asia Ramović Basics of C# Programming Certificate

description: Asia Ramović Basics of C# Programming Certificate<br>
DOI: 10.6084/m9.figshare.12368930.v1
title: Biochar increases soil organic carbon and reduces global warming potential while improving crop yield by a global meta-analysis

description: we collected 1080 crop yields under biochar addition experiments from 143 published literature, including 648 crop yields under B and 430 crop yields under BF treatments (see and Table 1, sampling sizes).
DOI: 10.6084/m9.figshare.22078463.v2
title: Parental Pressure Data

description: <strong>Introduction </strong> The Perceived Parental Pressure Scale (P-PPS) is an instrument designed to measure parental pressure among emerging adults for Sub-Sahara African culture. The study was carried out among emerging adulthood aged 18-25 years who are in tertiary institutions. One thousand five hundred and forty five participants took part in the study that lasted between 4th November 2019 and 20th February 2020. <strong>Participants</strong> One thousand five hundred and seventy-five (1575) data was collected out of which 1545 data were properly filled, and used in this study. The data were collected from four different higher institutions in Kwara state Nigeria. The breakdown are: 2 Universities namely University of Ilorin; Kwara State University and 2 Polytechnics namely Federal Polytechnic Offa; and Kwara State Polytechnic Ilorin respectively). Seven hundred and ninety-three 793 (51.32%) were male and 752 (48.67%) were female. Participants age were 18-20 = 775 (50.16%) and 21-25 = 770 (49.83%). <strong>Instrument</strong> Twelve (12) items were generated based on the scale development process which was conducted in a two-phased approach including exploratory factor analysis and confirmatory factor analysis. The 10 items include is an existing standardized parental pressure scale. <strong>Results </strong> The results showed that the internal reliability of the scale was adequate with an overall alpha of 0.85. The results also showed convergent validity, meaning that the items were highly correlated and formed a separate factor, with factor loadings greater than 0.55. Discriminant validity was also established, with no cross-loadings between factors and a significant relationship between academic & career expectations and life aspirations with overall parental pressure. The reliability of the factors of current academic career expectations (α=0.81), life aspirations expectations (α=0.77), and overall parental pressure (α=0.85) were found to be good. Confirmatory factor analysis showed that the Parental pressure scale with a 2-factor structure model was an acceptable fit, with a good model fitness of χ2 = 69.33, CFI = 0.98, GFI = 0.97, TLI = 0.98, RMSEA = 0.036. The norm score was set using the average score plus one standard deviation of overall parental pressure, with higher scores indicating greater parental pressure (<em>Norm Score </em>= 33.76).
DOI: 10.6084/m9.figshare.23290220.v1
title: halide_peroskites

description: https://doi.org/10.1039/D1EE02971A
DOI: 10.6084/m9.figshare.26550241.v4
title: Chinese Hydropower Plant Basic Parameter Database

description: A geospatial and characteristic parameters database for 312 Chinese hydropower plants, accounting for about 65% of the installed hydropower capacity of large and medium-sized hydropower plants in China. The database collected about 53 attributes per hydropower plant, including multi-year average discharge at the dam location, dam height, reservoir characteristic level and storage, turbine hydraulic head, and installed hydropower capacity.
DOI: 10.17632/3fc4n7j3g9
title: Li et al Integrative Characterization of MYC RNA-Binding Function

description: Unprocessed immunoblots and EMSAs for Li et al manuscript: Integrative Characterization of MYC RNA-Binding Function
DOI: 10.17632/6s9mfp3bd8
title: High-Resolution Load Dataset from Smart Meters Across Various Cities in Morocco

description: The dataset includes detailed measurements of electricity consumption from several areas of Laâyoune, Boujdour, Marrakech and Foum Eloued. It presents both domestic and industrial consumption profiles with a frequency of recording every 10 minutes for Laâyoune Boujdour and Foum Eloued and every 30 minutes for Marrakech. The data are organized in several tables showing usage trends by city and area, which allows analysis of daily variations in demand, seasonal fluctuations and peak loads. An important element to The dataset includes detailed measurements of electricity consumption from several areas of Laâyoune, Boujdour, Marrakech and Foum Eloued. It presents both domestic and industrial consumption profiles with a frequency of recording every 10 minutes for Laâyoune Boujdour and Foum Eloued and every 30 minutes for Marrakech. The data are organized in several tables showing usage trends by city and area, which allows analysis of daily variations in demand, seasonal fluctuations and peak loads. An important element to note is the unit of measurement used, which differs according to city since consumption is expressed in amperes for Laâyoune Boujdour and Foum Eloued while it is measured in kilowatts in Marrakech.note is the unit of measurement used, which differs according to city since consumption is expressed in amperes for Laâyoune Boujdour and Foum Eloued while it is measured in kilowatts in Marrakech.
DOI: 10.17632/pdrg5spr5v
title: UMKM Dataset

description: This data is data about the results of a survey of MSMEs in West Sumatra which is made in excel format. The data consists of the demographics of respondents and the results of responses from respondents' answers to innovation in MSMEs and the performance of MSME businesses in West Sumatra.
DOI: 10.6084/m9.figshare.23701680.v1
title: Semi-wild melon 821 genome

description: <br>Melon (<i>Cucumis melo </i>L.) is an important vegetable crop that has an extensive history of cultivation. However, the genome of wild and semi-wild melon types that can be used for the analysis of agronomic traits is not yet available. Here we report a chromosome-level T2T genome assembly for 821 (<i>C. melo </i>ssp. <i>agrestis </i>var.<i> acidulus</i>), a semi-wild melon with two haplotypes of ~373 Mb and ~364 Mb, respectively. Comparative genome analysis discovered a significant number of structural variants (SVs) between <i>melo</i> (<i>C. melo </i>ssp. <i>melo</i>) and <i>agrestis</i> (<i>C. melo </i>ssp. <i>agrestis</i>) genomes, including a copy number variation located in the ToLCNDV resistance locus on chromosome 11. Genome-wide association studies detected a significant signal associated with climacteric ripening and identified one candidate gene <i>CM_ac12g14720.1</i> (<i>CmABA2</i>), encoding a cytoplasmic short chain dehydrogenase/reductase, which controls the biosynthesis of abscisic acid. This study provides valuable genetic resources for future research on melon breeding.
DOI: 10.6084/m9.figshare.28501967.v1
title: Human proteomic data associated with paper by Godwin et al. (2025) titled "<i>Resistance Exercise and Mechanical Overload Upregulate Vimentin for Skeletal Muscle Remodeling</i>"

description: These proteomic data are from the skeletal muscle of 15 college-aged females prior to and following 10 weeks of resistance training. Specifically, these data represent sarcolemmal-associated proteins, which were isolated from human muscle tissue using a high-fidelity membrane protein extraction kit according to the manufacturer’s recommendations (Mem-PRE Plus Membrane Protein Extraction Kit; Thermo Fisher Scientific; Waltham, MA, USA).
DOI: 10.17632/jxn4rghdw3
title: Model for the mediating role of mental health in the relationship between burnout and psychosocial factors

description: As burnout increased, psychosocial risks increased and mental health decreased. However, the direct effect of mental health on psychosocial factors was not statistically significant.