cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24037836.v3
title: Metabolites alteration during ferroptotic process in tumor cells

description: Targeting ferroptosis, an iron-dependent form of regulated cell death triggered by the lethal overload of lipid peroxides, in cancer therapy is impeded by our limited understanding of the intersection of tumour’s metabolic feature and ferroptosis vulnerability. In the presented study, we performed metabolomics for cancer cell lines treated by ferroptosis inducer RSL3 or control DMSO.<br>
DOI: 10.6084/m9.figshare.26493046.v1
title: 焦宿工厂

description: 植物胶苏数据库
DOI: 10.17632/mdtpp2cmj4
title: Rose Leaf Disease Detection Dataset

description: Roses are cherished worldwide as symbols of love, purity, and affection, and they also serve as an important commercial crop. However, various leaf diseases significantly impact their aesthetic value and economic profitability. To address this challenge, we developed a specialized dataset of rose leaf images, aimed at advancing research in machine learning for disease identification.

This dataset was collected through field visits to Golaap Gram, Allah Vorsha Nursery, and Daffodil Nursery. All images were captured under natural daylight to ensure clear and detailed visuals. The dataset is organized into four distinct categories, with both original and augmented versions:
Without Augmentation:
● Black Spot: 432 images
● Downy Mildew: 390 images
● Insects Infected: 431 images
● Healthy: 795 images
Total: 2,048 images
Augmented Classes:
● Black Spot: 4,320 images
● Downy Mildew: 3,900 images
● Insects Infected: 4,310 images
● Healthy: 7,950 images
Total Augmented: 20,480 images
To maximize its usefulness for research purposes, the dataset has undergone comprehensive preprocessing, including image classification, noise reduction, background removal, and augmentation. The augmented dataset significantly enhances the diversity and size of the original dataset, providing a robust foundation for training and testing machine learning models.
DOI: 10.6084/m9.figshare.13048208.v2
title: Visual feature-based image captioning for Fritillariae Cirrhosae Bulbus identification

description: The images of the different species of FCB includind Songbei, Qingbei, and Lubei have been obtained and collected. And the labeled file for each image has been also given. And the embedding words of FCB have been provided.
DOI: 10.17632/4dmr95h9t5
title: Dataset of Multi-Criteria Decision-Making Method

description: The data obtained in the surveys carried out on a panel of experts are shown. The participants have more than 25 years of experience in the building retrofit sector. In this way, the importance of the economic, environmental, functional and social requirement has been obtained with respect to the rest according to the experience of the participants. In addition, the weight of each criterion with respect to others of the same requirement has been obtained. Similarly, the participants have identified the degree of importance of the criteria and parameters when selecting the most sustainable retrofit system. On the other hand, the maximum and minimum values of the indicators and parameters of different databases and software have been defined. In addition, the most critical type of façade, the type of thermal insulating material and the type of external cladding have been identified according to the indicator to be evaluated
DOI: 10.17632/mcxpm98rxb
title: Sustainable Tourism Research in Indonesia

description: This study departs from an observational study of sustainable tourism research articles published in the Indonesia tourism journal, which was analyzed by content analysis. The data includes: word cruncher for Indonesian & English research articles, findings and compilations of the identities of authors who study sustainable tourism in Indonesian tourism journals, and several tables, charts, and figures that support the research.
DOI: 10.6084/m9.figshare.19390871.v1
title: Supplementary Material for: COVID-19 Outbreaks in Nursing Homes Despite Full Vaccination with BNT162b2 of a Majority of Residents

description: <b><i>Background:</i></b> It is not known if widespread vaccination can prevent the spread of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) in subpopulations at high risk, like older adults in nursing homes (NH). <b><i>Objective:</i></b> The objective of the study was to know if coronavirus disease 2019 (COVID-19) outbreaks can occur in NH with high vaccination coverage among its residents. <b><i>Methods:</i></b> We identified, using national professional networks, NH that suffered COVID-19 outbreaks despite having completed a vaccination campaign, and asked them to send data, using predefined collecting forms, on the number of residents exposed, their vaccination status and the number, characteristics, and evolution of patients infected. The main outcome was to identify outbreaks occurring in NH with high vaccine coverage. Secondary outcomes were residents’ risk of being infected, developing severe disease, or dying from COVID-19 during the outbreak. SARS-CoV-2 infection was defined by a positive reverse transcriptase-polymerase chain reaction. All residents were serially tested whenever cases appeared in a facility. Unadjusted secondary attack rates, relative risks, and vaccine effectiveness during the outbreak were estimated. <b><i>Results:</i></b> We identified 31 NH suffering an outbreak during March–April 2021, of which 27 sent data, cumulating 1,768 residents (mean age 88.4, 73.4% women, 78.2% fully vaccinated). BNT162b2 was the vaccine employed in all NH. There were 365 cases of SARS-CoV-2 infection. Median secondary attack rates were 20.0% (IQR 4.4%–50.0%) among unvaccinated residents and 16.7% (IQR 9.5%–29.2%) among fully vaccinated ones. Severe cases developed in 42 of 80 (52.5%) unvaccinated patients, compared with 56 of 248 (22.6%) fully vaccinated ones (relative risks [RR] 4.17, 95% CI: 2.43–7.17). Twenty of the unvaccinated patients (25.0%) and 16 of fully vaccinated ones (6.5%) died from COVID-19 (RR 5.11, 95% CI: 2.49–10.5). Estimated vaccine effectiveness during the outbreak was 34.5% (95% CI: 18.5–47.3) for preventing SARS-CoV-2 infection, 71.8% (58.8–80.7) for preventing severe disease, and 83.1% (67.8–91.1) for preventing death. <b><i>Conclusions:</i></b> Outbreaks of COVID-19, including severe cases and deaths, can still occur in NH despite full vaccination of a majority of residents. Vaccine remains highly effective, however, for preventing severe disease and death. Prevention and control measures for SARS-CoV-2 should be maintained in NH at periods of high incidence in the community.
DOI: 10.6084/m9.figshare.21836196.v4
title: A 10-m resolution impervious surface area map for the greater Mekong subregion from multisource remote sensing images

description: Here, the 2016-2022 impervious surface area map exclusively for the greater Mekong subregion is prepared. We present a novel machine-learning framework implemented on the Google Earth Engine platform that merges Sentinel-1 Synthetic Aperture Radar images and Sentinel-2 Multispectral images to extract impervious surface area. Furthermore, we also introduce a training sample migration strategy that eliminates the need for collecting additional training samples and automates multi-temporal impervious surface area mapping. Finally, we perform a quantitative assessment with validation samples interpreted from Google Earth. Results show that the overall accuracy and kappa coefficient of the final impervious surface area maps range from 93.67% to 93.75% and 0.872 to 0.873, respectively. This dataset provides comprehensive measurements of impervious surface coverage and configuration that will help to inform urban ecological studies.
DOI: 10.6084/m9.figshare.23995404.v2
title: Test

description: Test
DOI: 10.6084/m9.figshare.28825784.v1
title: Supplementary Material: Investigating the genetic background of novel behavioral indicators of robotic milking efficiency in North American Holstein cattle

description: Supplementary Material: Investigating the genetic background of novel behavioral indicatorsof robotic milking efficiency in North American Holstein cattleHugo Bérat, Nicolas Gengler, Jacob M. Maskal, Jacquelyn P. Boerman, and Luiz F. Britohttps://doi.org/10.3168/jds.2024-25597
DOI: 10.15131/shef.data.12943496.v1
title: Data for "Emissive spin-0 triplet-pairs are a direct product of triplet-triplet annihilation in pentacene single crystals and anthradithiophene films"

description: The complete dataset underlying the article "Emissive spin-0 triplet-pairs are a direct product of triplet-triplet annihilation in pentacene single crystals and anthradithiophene films". Source data is provided here for every figure in both the main article and supplementary information. See README.html for details.<br>
DOI: 10.17632/wnwykdkwx3
title: Dataset of Properties of Asphalt Mixed with Vulcanized Natural Rubber

description: This dataset explains the effect of sulfur dosage on natural rubber compounds and rubber vulcanizate when the rubber is used as an asphalt modifier.
DOI: 10.6084/m9.figshare.28927436.v1
title: Supplemental.docx

description: Appendixes and Associative Connections from Edward William Lane’s ‘Arabic-English Lexicon’<br><br><b>Data Set Prepared for the Study:</b> "Muhammad, Interre(li)gional Communication and The Monotheism: Social Unconscious Centered Reading of the Founding Myth of Islam and Psychoanalytic Interpretation of the First Revelation"
DOI: 10.17632/wy4bxtjxxd
title: A dataset on Fruit Fertilizer application for Sweet Orange production

description: This dataset represents the raw data collected during the study carried out in Benin, West Africa.
The research spanned eight months using a split-plot design with four replications and 15 treatments, including a control. Treatments included doses and application frequencies of NPKUrea, Poultry litter, and Fruit Fertilizer. A total of 300 trees were considered. The trees were 10-14 years old. Each Fruit Fertilizer dose was applied over 10 trees using a MAC AFRIC pressure sprayer. Recommended doses of NPKUrea fertilizer and poultry litter were applied per tree.
Soil texture and nutrient concentration were analyzed from soil samples collected from each experimental site. The canopy density of the sweet orange trees was determined as described by Livingston et al. (2023). Fully developed fruits were harvested and weighed for yield in kilograms per tree. 

In the "dataset" spreadsheet; Canopy.density1 = "canopy density pre-treatment", Canopy.density2 = "canopy density post-treatment".

The "treatments" spreadsheet provides details on fertilizers, doses and application schedule.
DOI: 10.6084/m9.figshare.11344919.v1
title: ORC

description: second_level result
DOI: 10.6084/m9.figshare.11869092.v3
title: Catano_ProcB_primary_data from Local species diversity, β-diversity and climate influence the regional stability of bird biomass across North America

description: Primary data necessary for the available code to produce all the results reported in the main article
DOI: 10.6084/m9.figshare.12592121.v1
title: Data for "Elastic and inelastic mean free paths of 200 keV electrons in metallic glasses"

description: Data for Zhang, P., Wang, Z., Perepezko, J. H. & Voyles, P. M. Elastic and inelastic mean free paths of 200keV electrons in metallic glasses. Ultramicroscopy 171, 89–95 (2016). DOI: 10.1016/j.ultramic.2016.09.005
DOI: 10.6084/m9.figshare.12801272.v1
title: Sanger sequence chromatograms of 17KDa and gltA Rickettsia genes demonstrating double peaks

description: A multilocus sequencing study of Torix group Rickettsia in arthropods providing evidence of co-infection with <i>Rickettsia</i>. During Sanger chromatogram analysis, double peaks were occasionally found at third codon sites from protein coding genes. This pattern was observed in 6/10 <i>Philotarsus californicus </i>individuals and in one member of each of the Psilidae, Sciaridae, Chironomidae and Diapriidae. Where double peaks were observed, this was found consistently across markers within an individual specimen. This pattern indicates co-infecting<i> Rickettsia</i> strains in hosts is a widespread phenomenon of the Torix group.
DOI: 10.6084/m9.figshare.25919383.v1
title: Saguna Rice Technology Adoption in Maharashtra: Benefits, Challenges, and Pathways to Sustainable Agriculture

description: This data is associated with study titled '<i>Saguna Rice Technology Adoption in Maharashtra: Benefits, Challenges, and Pathways to Sustainable Agriculture'. </i><br><br>
DOI: 10.6084/m9.figshare.7844963.v1
title: Raw data used to generate tables S1-S3 of the supplementary material of Enzyme Annotation for orphan and novel reactions using knowledge of substrate reactive sites

description: The raw data used to generate tables S1-S3 of the suppementary material of Enzyme Annotation for orphan and novel reactions using knowledge of substrate reactive sites<br>
DOI: 10.17632/ptcvtxg55j
title: So and Shadlen 2022

description: Behavioral and neuronal data from the article in Neuron, Decision formation in parietal cortex transcends a fixed frame of reference by NaYoung So and Michael N. Shadlen (2022).

Neuronal data is organized based on the functional categories (leader, supporter), target configurations of the session (A, B), and RF locations (left/down for g, right/up for r).
DOI: 10.6084/m9.figshare.3817143.v1
title: Cell cycle regulation of embryonic stem cells and mouse embryonic fibroblasts lacking functional Pax7

description: The transcription factor Pax7 plays a key role during embryonic myogenesis and in adult organisms in that it sustains the proper function of satellite cells, which serve as adult skeletal muscle stem cells. Recently we have shown that lack of Pax7 does not prevent the myogenic differentiation of pluripotent stem cells. In the current work we show that the absence of functional Pax7 in differentiating embryonic stem cells modulates cell cycle facilitating their proliferation. Surprisingly, deregulation of Pax7 function also positively impacts at the proliferation of mouse embryonic fibroblasts. Such phenotypes seem to be executed by modulating the expression of positive cell cycle regulators, such as cyclin E.
DOI: 10.6084/m9.figshare.7817624.v1
title: Global urban area projection under five SSPs

description: This dataset presents the country-level urban area projection (2020 to 2100) under the five SSPs (Unit: km2).
DOI: 10.6084/m9.figshare.c.3637622_d3.v1
title: Additional file 2: of The cell surface mucin podocalyxin regulates collective breast tumor budding

description: Is Movie S1 showing control MCF-7 cells present little collective invasion 3-D culture, and Movie S2 showing podo-overexpressing cells send out very dynamic processes and show considerable collective invasion in 3-D culture. (ZIP 2262 kb)
DOI: 10.17632/3rrwmw3yhw
title: Toothbrushing and Fine Motor Skills

description: This dataset includes illustrations and a database derived from our article "Association of children's toothbrushing and fine motor skills: a cross-sectional study". Based on anecdotal evidence and data from other fields suggesting that hand grip patterns of children using the toothbrush may be associated with oral hygiene, we conducted an observational study, and explored this hypothesis using cross-sectional data.
DOI: 10.6084/m9.figshare.12302243.v1
title: San Francisco taxi trajectories

description: A CSV dataset containing taxi trajectories recorded over 25 days (from 2008/05/17 to 2008/06/10) in the San Francisco Bay area.<br>The dataset is derived from the <i> "The epfl/mobility dataset"</i>,<i> </i>available at https://crawdad.org/epfl/mobility/20090224/.<i><br></i>Each CSV row contains:<br>- <b>taxi_id</b>: numeric value identifying an involved taxi;- <b>trajectory_id</b>: numeric value identifying a trajectory in the original dataset;- <b>timestamp</b>: a timestamp corresponding to the starting time of the taxi ride;- <b>source_point</b>: GPS point representing the origin of the taxi ride;<br>- <b>target_point</b>: GPS point representing the destination of the taxi ride;<i> </i><i><br></i><i><br></i>Coordinates are given in POINT(longitude latitude) format using the EPSG:4326 Geodetic coordinate system.
DOI: 10.6084/m9.figshare.2069714.v4
title: Biomarker Benchmark - Gene expression data from Gene Expression Omnibus - GSE56396

description: "Evaluation of the airway transcriptome may reveal patterns of gene expression that are associated with clinical phenotypes of asthma. To define transcriptomic endotypes of asthma (TEA) we analyzed gene expression in induced sputum that correlate with phenotypes of disease. Gene expression was measured in sputum of subjects with asthma using Affymetrix HuGene ST 1.0 microarrays. Unsupervised clustering analysis of genes identified TEA clusters. Clinical characteristics were compared."<br><br>http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE56396<br><br>We have included gene-expression data, the outcome (class) being predicted, and any clinical covariates. When gene-expression data were processed in multiple batches, we have provided batch information. Each data set is organized into a file set, where each contains all pertinent files for an individual dataset. The gene expression files have been normalized using both the SCAN and UPC methods using the SCAN.UPC package in Bioconductor (https://www.bioconductor.org/packages/release/bioc/html/SCAN.UPC.html). We summarized the data at the gene level using the BrainArray resource (http://brainarray.mbni.med.umich.edu/Brainarray/Database/CustomCDF/20.0.0/ensg.asp). We used Ensembl identifiers. The class, clinical, and batch data were hand curated to ensure consistency ("tidy data" formatting). In addition, the data files have been formatted to be imported easily into the ML-Flex machine learning package (http://mlflex.sourceforge.net/).
DOI: 10.6084/m9.figshare.22626727.v1
title: dataset.docx

description: The dataset includes of two sections; Section 1 of the dataset provides information on the internal gain specifications used to validate a real building in Iran. In Section 2, graphs depict the monthly electricity consumption of buildings with varying energy levels across different scenarios and timeframes. <br> <br> <br> <br>
DOI: 10.17605/osf.io/3upv9
title: Academic and Research Integrity Policies in Nepal
DOI: 10.17632/987rs78d8j
title: Dataset for influence of CNG and HCNG on engine performance and emission parameters at diverse injection pressure

description: Performance and emission data of diesel engine operated with dual fuel under different loads at different injection pressure (200 bar, 220 bar, and 240 bar) are presented in the uploaded file. Only for experimental repeat two and three, data and associated figure mentioned in the file.
DOI: 10.6084/m9.figshare.20290155.v1
title: LLSM Dataset for Virtual and Augmented reality

description: LLSM Dataset for Virtual and Augmented Reality. This dataset includes data generated by Lattice Light Sheet Microscopy. Image metadata is described in the file: FilesDescription_LLSM_Datasets_VR_AR.xlsx. <br> This dataset includes: Rab5(early endosomes), Plasma Membrane CellMask (endosomal pathway) and CD63-Turquoise.2 (late-multivesicular endosomes). <br> <strong>Lattice light-sheet microscopy. </strong>LLSM was done on a commercialized version of a previously described setup4 from 3i (Denver, USA). Cells were scanned incrementally through a 20 μm long light sheet in 500 nm steps using a fast piezoelectric flexure stage equivalent to ∼271 nm or 600 nm steps using a fast piezoelectric flexure stage equivalent to ∼325 nm, with respect to the detection objective and were imaged using a sCMOS camera (Orca-Flash 4.0; Hamamatsu, Bridgewater, NJ). Excitation was achieved with 488- (Coherent, Santa Clara, CA), 560- or 642-nm diode lasers (MPB Communications, Canada) through an excitation objective (Special Optics 28.6× 0.7 NA 3.74-mm water-dipping lens) and detected via a Nikon CFI Apo LWD 25× 1.1 NA water-dipping objective with a 2.5× tube lens with a final pixel size of 104 nm. Lattice light-sheet imaging was performed using an excitation pattern of outer NA equal to 0.55 and inner NA equal to 0.493. Acquired data were deskewed, a necessary step to realigned image frames, then deconvolved using LLSpy (https://github.com/tlambert03/LLSpy).
DOI: 10.6084/m9.figshare.22337968.v1
title: Scripts de R e dados de Modelos Lineares

description: Modelos Lineares (regressão linear, ANOVA, ANCOVA, teste t, GLM, GLMM, certas formas de "machine learning", etc.) são a base de toda a estatística moderna. Por motivos históricos, eles receberam nomes muito diferentes, dando a impressão de serem coisas muito diferentes, quando na verdade compartilham o mesmo conceito fundamental: como resumir padrões observados em conjuntos de pontos usando apenas uma linha. Com o objetivo de popularizar essa ideia e ajudar usuários de estatística que não têm afinidade com matemática e abstrações, essa página oferece arquivos de apoio usados no curso "Modelos Lineares", disponível no canal de YouTube "P menor que 0,05" (https://www.youtube.com/@pmenorque0057). O curso também tem uma apostila de apoio (https://www.researchgate.net/publication/360792016_Modelos_Lineares_Conceitos_Aplicacoes_Biologicas). <br> O arquivo "Ducke.txt" oferece uma tabela com dados ambientais e de abundâncias de algumas espécies de palmeiras coletados em parcelas padronizadas na Reserva Ducke, Manuas (AM), como parte do Programa de Pesquisa em Biodiversidade (PPBio) do Governo Federal. O arquivo "PalmTraits.txt" oferece dados de algumas características das espécies coletadas. Os demais arquivos oferecem scripts de R com exemplos das diferentes atividades práticas realizadas durante o curso. <br> OBSERVAÇÃO: este não é um curso de R, então o usuário deve ter noções de R para usar os scripts. O objetivo desses scripts não é oferecer códigos eficientes, mas sim códigos o mais "passo a passo" possível para quem está aprendendo, mesmo que isso signifique comandos redundantes. Porém, os scripits são úteis para executar as atividades do curso sem perder muito tempo com programação, para usar com seus própripos dados, ou para estudar programação em R.
DOI: 10.6084/m9.figshare.22584742.v1
title: A water quality dataset in China

description: This dataset included water quality data for daily, weekly, and monthly in the time period of 1980-2022, with 17 indicators for over 330,000 observations at 2384 sites from inland to coastal/ocean areas in China.
DOI: 10.6084/m9.figshare.26828266.v1
title: Extending Goal Models with Execution Orders - Supplement

description: Supplement material for a controlled experiment on investigating the use of execution orders in goal models.
DOI: 10.6084/m9.figshare.8292176.v8
title: SoilHealthDB

description: Here, we compiled data from a set of soil health measurements collected across 41 countries around the world, named SoilHealthDB, which includes 5,241 data entries from 281 published studies. The SoilHealthDB includes 42 soil health indicators and 45 background indicators that describe factors such as climate, elevation, and soil type. A primary goal of SoilHealthDB is to enable the research community to perform comprehensive analyses, e.g., meta-analyses, of soil health changes related to cropland conservation management. The database also provides a common framework for sharing soil health, and the scientific research community is encouraged to contribute their own measurements. R code for quality checking and data processing are available at RScripts. All data (including meta data for clerification) were stored in 'SoilHealthDB_V1.xlsx'.
DOI: 10.17632/hjfwwk2n6h
title: Supplementary Material 

description: Supplementary Material- Piezoelectric and Mechanical Properties of Hydroxyapatite/Titanium Oxide Nanocomposites
DOI: 10.6084/m9.figshare.27158773.v1
title: Detmering_Crook_README from Stress produces negative judgement bias in cuttlefish

description: Explanation of variable names and column descriptions