cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/gf67wvrhbs
title: Semi-supervised non-negative matrix factorization with structure preserving for image clustering

description: The code for paper '' Semi-supervised non-negative matrix factorization with structure preserving for image clustering''. This paper constructs a new label matrix with weights and further construct a label constraint regularizer to both utilize the label information and maintain the intrinsic structure of NMF. Based on the label constraint regularizer, the basis images of labeled data are extracted for monitoring and modifying the basis images learning of all data by establishing a basis regularizer. By incorporating the label constraint regularizer and the basis regularizer into NMF, a new semi-supervised NMF method is introduced. The proposed method is applied to image clustering and experimental results demonstrate the effectiveness of the proposed method in contrast with state-of-the-art unsupervised and semi-supervised algorithms.
DOI: 10.17632/rgzz78v63v
title: Publications on the Infodemic research

description: All 444 publications on the topic of the Infodemic on Scopus for bibliometric analysis!
DOI: 10.17632/vjpvbks7zy
title: ARG_DIR_Research Data

description: This dataset “ARG_DIR_Research Data”contains the original data of all the figures and tables in the submitted article“Microbial dissimilatory iron reduction facilitates release and horizontal transfer of plasmid-borne antibiotic resistance genes adsorbed on hematite” for Geochimica et Cosmochimica Acta.
DOI: 10.17632/w7p927pzmd
title: Meditation Self-Efficacy

description: Data associated with the development of a scale assessing self-efficacy for regular meditation practice. Findings associated with these data are reported in the manuscript in press, The Self-Efficacy for Regular Meditation Practice Scale (SERMS): Development and Psychometric Validation in the Journal of Health Psychology. 

meditation_self_efficacy_EFA.csv contains the item data used in the exploratory factor analysis. 

meditation_self_efficacy_CFA.csv contains the data used in the confirmatory factor analysis. 

Please contact the author at drhunt@presentmindconsulting.com for additional information.
DOI: 10.6084/m9.figshare.28536716.v2
title: Accurate Correlations for the Turbulent Pipe flow of non-Newtonian Fluids - Datasets

description: Turbulent pipe flow of non-Newtonian (NN) fluids is vital in many industries, yet accurately predicting the critical Reynolds number (Re_crit) and Fanning friction factor (C_f) remains challenging. Conventional numerical methods and empirical correlations often yield large errors (&gt;50%), leading to inefficient pipeline design and potential failures.This study uses direct numerical simulation (DNS) to develop precise correlations for Re_crit and C_f. Unlike traditional methods, DNS captures all turbulent flow scales without unvalidated turbulence closures, ensuring accuracy despite high computational costs. Simulations using Herschel-Bulkley and Sisko models across various Reynolds numbers and rheological parameters yield simple, accurate correlations.Validated against experiments, DNS-based correlations achieve superior accuracy (L2 error ~6%) compared to conventional models (~16%) and estimate rheological parameters with errors of just 1.88% (HB) and 2.78% (Sisko). These correlations provide a robust and reliable approach for predicting NN turbulent pipe flow.<br><br>The research data contains the details on the DNS computations that were used to develop the correlations for Re_crit and C_f.
DOI: 10.6084/m9.figshare.5129428.v1
title: Supplementary Material for: Patients with Rosacea Have Increased Risk of Depression and Anxiety Disorders: A Danish Nationwide Cohort Study

description: <b><i>Background:</i></b> Rosacea is a chronic skin condition that affects self-esteem and quality of life. However, data on depression and anxiety in patients with rosacea are scarce. <b><i>Objective:</i></b> The aim of this study was to investigate the relationship between rosacea and new-onset depression and anxiety disorders. <b><i>Methods:</i></b> Data on all Danish citizens aged ≥18 years between January 1, 1997, and December 31, 2011, were linked at individual level in nationwide registers. Incidence rates per 1,000 person-years were calculated, and crude and adjusted incidence rate ratios (IRRs) with 95% confidence intervals (95% CIs) were estimated by Poisson regression models. <b><i>Results:</i></b> The study comprised a total of 4,632,341 individuals, including 30,725 and 24,712 patients with mild and moderate-to-severe rosacea, respectively. Mild and moderate-to-severe rosacea increased the risk of both depression [IRR 1.89 (95% CI 1.82-1.96) and IRR 2.04 (95% CI 1.96-2.12)] and anxiety disorders [IRR 1.80 (95% CI 1.75-1.86) and IRR 1.98 (95% CI 1.91-2.05)]. <b><i>Conclusions:</i></b> Rosacea was associated with a disease severity-dependent, increased risk of depression and anxiety disorders. The findings may call for increased awareness of psychiatric morbidity in patients with rosacea.
DOI: 10.25381/cput.23791530.v3
title: The effect of the fungus <i>Beauveria bassiana </i>(Hypocreales) on the growth of <i>Tulbaghia violacea </i>and its ability to synthesize nano-particle insecticidal to mealybug

description: Can the entomopathogenic fungus <i>Beauveria bassiana</i> colonize wild garlic and induce enhanced bioactivity of the plant extracts? This study aimed to evaluate the effect of the entomopathogenic fungus <i>Beauveria bassiana</i> (Hypocreales) on the growth and ability of <i>Tulbaghia violacea</i> (wild garlic) to synthesise nanoparticles. <i>T. violacea </i>Harv.<i> </i>plants were inoculated by drenching with different concentrations of <i>B. bassiana</i> conidia. This dataset improves our understanding of the relationship between plants and endophytic fungi. This Faculty Research Ethics Committee of the Faculty of Applied Sciences granted ethics approval for this study, Reference no 212274759/1/2019.
DOI: 10.6084/m9.figshare.25854436.v1
title: Dataset: Abraham model Log P and Log K equation coefficients

description: Abraham model Log P and Log K equation coefficients derived/collected/curated by Professor William E. Acree, Jr. Current as of 20240524.
DOI: 10.6084/m9.figshare.26299351.v1
title: Mycorrhization enhances plant growth and stabilizes biomass allocation under drought

description: Plants and their symbionts, such as arbuscular mycorrhizal (AM) fungi, are increasingly subjected to various environmental stressors due to climate change, including drought. As a response to drought, plants generally allocate more biomass to roots over shoots, thereby facilitating water uptake. However, whether this biomass allocation shift is modulated by AM fungi remains unknown. Based on 5,691 paired observations from 154 plant species, we conducted a meta-analysis to evaluate how AM fungi modulate the responses of plant growth and biomass allocation (e.g. root-to-shoot ratio, R/S) to drought.
DOI: 10.6084/m9.figshare.28874705.v1
title: Assessment of Microvessel Isolation Protocol by real-time Quantitative Reverse Transcription Polymerase Chain Reaction to Gauge the Level of Capillary Enrichment

description: Relative quantification of mRNA transcripts in samples generated from whole murine brain (yellow), vessels collected after enrichment (blue), and microvessels collected after enrichment and filtration (pink). mRNA samples were probed for the relative levels of Acta2, Myh11, Cnn1, Ephb4, Nrf2f, Cldn5, and Pecam1, with TATA-binding protein (Tbp) referenced as the loading control. This analysis provided greater insight into the output from each collection technique with respect to microvessel content. <i>**NOTE: Raw Excel files for the qRT-PCR results are forthcoming.</i>
DOI: 10.6084/m9.figshare.24464800.v1
title: <b>Visualization of Internal Heating in Biologically Equivalent Phantom for Magnetic Hyperthermia Using the LIF Method</b><b>Visualization of Internal Heating in Biologically Equivalent Phantom for Magnetic Hyperthermia Using the LIF Method</b>

description: ・Magnetic hysteresis measurement results・Measurement results of temperature distribution inside the sample at the end of the experiment(LIF method, Thermocouple)・Particle size measurement results for magnetic nanoparticles・Calibration function for converting an emission intensity image to a temperature field visualization image・Temperature time-series changes extracted from visualized images・Luminescence intensity image before visualization of temperature field
DOI: 10.6084/m9.figshare.27676515.v1
title: DRL_EPC_STO[Codes&Data]

description: Code and Data for Deep-Reinforcement-Learning-based Optimization for Intra-urban Epidemic Control Considering Spatiotemporal Orderliness
DOI: 10.6084/m9.figshare.29179934.v1
title: <i>Common and distinct neurofunctional signatures of emotion regulation strategies and their clinical translation in dynamic naturalistic contexts</i>

description: The fMRI data used to train the signatures in the paper '<i>Common and distinct neurofunctional signatures of emotion regulation strategies and their clinical translation in dynamic naturalistic contexts</i>'.
DOI: 10.6084/m9.figshare.3472817.v1
title: Evolution of the southwestern Pacific surface waters during the early Pleistocene

description: We present alkenone-derived sea surface temperature (SST) records from the New Zealand/Tasmania sector of the Southern Ocean (ODP Sites 1171 and 1125) during the Early Pleistocene (c. 1.7 to 0.7 Ma). Our data show that the subantarctic surface waters (ODP Site 1171) cooled by c. 4 °C and reached near modern conditions after 0.88 Ma, indicating a long-term northward migration of the Southern Ocean fronts. This long-term cooling occurred in two major steps between 1.25–1.1 Ma and 0.95–0.88 Ma, which correlate with significant increases in Antarctic ice volume and global circulation changes. The comparison between the subantarctic and subtropical SST trends tends to indicate that the Subtropical Front was unstable during the Early Pleistocene with significant southward incursions of subtropical waters during warm interglacials (1.07 Ma and 0.95 Ma identified as MIS31, MIS25).
DOI: 10.60893/figshare.jcp.26495665.v1
title: Supplement Number 1

description: Zip File for the entire supplementary material for this work
DOI: 10.17632/877yj95mcy
title: HEALTH LITERACY

description: The Relationship Between Health Literacy And Compliance With Antihypertensive Drug Treatment In Geriatric Individuals With Hypertension: A Cross-sectional Study
Abstract
Introduction: The aim of this study was to examine the relationship between health literacy and compliance with antihypertensive drug therapy in older individuals.
Methods: This is a cross-sectional and descriptive study conducted using questionnaires and scales. The study population consisted of individuals aged 65 years who were hospitalised in cardiology, cardiovascular surgery, internal medicine and nephrology wards in a state hospital between 01.01.2021 and 30.06.2021 and who had a diagnosis of HT and used antihypertensive drugs. The data collection forms used in the study were: Descriptive characteristics data collection form, Antihypertensive Drug Treatment Compliance Scale (TC) and Turkish Health Literacy Scale-32 (TSOY-32).
Results: The sample size of this study is 289 people. The individuals’ mean age was 73.15 years. Of the individuals, 47% had hypertension for ≥180 months. Women’s health literacy levels were higher and the majority of those with perfect health literacy were illiterate. The majority of the elderly individuals (27.8%) participating in the study had insufficient health literacy, whereas 87.7% of the women had excellent health literacy. As the age increases, the level of health literacy also increases. 85.6% of individuals are compatible with antihypertensive drug therapy. 84.4% of those who had a blood pressure monitor at home and 15.6% of those who did not have a blood pressure monitor at home were compliant with the treatment. No significant relationship was found between health literacy levels and compliance with antihypertensive drug therapy in this study. 
Conclusion: It is necessary to develop a HL scale specific to hypertensive patients to determine their health literacy levels. 
Key Words: Hypertension, elderly individual, health literacy, antihypertensive drug therapy
DOI: 10.6084/m9.figshare.28387949.v1
title: High-resolution UAV desert vegetation dataset

description: We have compiled a high-quality desert vegetation dataset, which is included in the attached folder. The dataset includes the high-quality mask dataset predicted by our research framework, as well as the custom COCO dataset and semantic segmentation dataset used in the comparison experiments in our paper:GDPGO-SAM:An Unsupervised Fine Segmentation of Desert Vegetation Driven by Grounding DINO Prompt Generation and Optimization SAM
DOI: 10.6084/m9.figshare.7040039.v1
title: A 100-patient database

description: A 100-patient database that contains in total 100 patients, 372 admissions, and 111,483 lab observations.
DOI: 10.17632/7wmpsc8msm
title: Review Datasets

description: Datasets on reviews on phones,mall,clothing,hotels,restarunts,personal care,and many more to add.
DOI: 10.17632/mfkjkgn83s
title: LINF_150019800

description: DnaJ domain-containing protein | JDP4 | J4; Leishmania infantum (strain JPCM5)
DOI: 10.6084/m9.figshare.21637199.v2
title: DepMap 22Q4 Public

description: This DepMap release contains data from CRISPR knockout screens from project Achilles, as well as genomic characterization data from the CCLE project.<br>For more information, please see README.txt.
DOI: 10.6084/m9.figshare.24981285.v1
title: TikTok Comments about Palestine and Israel war 23 Data Base.xlsx

description: TikTok Comments in spanish about Palestine and Israel war 23 Data Base from 2nd october 2023 to 20th october 2023
DOI: 10.6084/m9.figshare.24986880.v1
title: <b>Field pennycress (</b><b><i>Thlaspi arvense</i></b><b>)</b>

description: We sequenced and assembled <i>de novo</i> the chromosome-level pennycress genome of 527.3 Mb encoding 31,596 genes. Phylogenomic analyses based on 2,495 single-copy genes revealed that pennycress is closely related to <i>Eutrema salsugineum</i><i> </i>(estimated divergence 14.32-18.58 Mya),<i> </i>and both species form a sister clade to <i>Schrenkiella parvula</i>, and genus <i>Brassica</i>. Field pennycress contains the highest percentage (70.19%) of transposable elements in all reported genomes of Brassicaceae, with the retrotransposon proliferation in Middle Pleistocene being likely responsible for the expansion of genome size. Moreover, our analysis of 40 field pennycress samples in two high- and two low-elevation populations detected 1,256,971 high-quality single-nucleotide polymorphisms. Using three complementary selection tests, we detected 130 candidate naturally selected genes in the Qinghai-Tibet Plateau (QTP) populations, some of which are involved in DNA repair and the ubiquitin system and potential candidates involved in high altitude adaptation.<b> </b>Notably, we detected a single base mutation causing loss-of-function of the FLOWERING LOCUS C protein, responsible for the transition to early-flowering in high-elevation populations.
DOI: 10.6084/m9.figshare.25131110.v3
title: Reliability analysis of seepage control for overburden layers

description: We give all the original data for the paper Reliability analysis of seepage stability for overburden layers.
DOI: 10.6084/m9.figshare.29143952.v1
title: Genome-wide summary statistics for a Behavioral Risk Score (BRS) for Incident Type 2 Diabetes

description: While genetic factors, behavior, and environmental exposures form a complex web of interrelated associations in type 2 diabetes (T2D), their interaction is poorly understood. Here, using data from ~400K participants of the UK Biobank, we construct a “behavioral risk score” (BRS) composed of 48 associated behaviors that predict longitudinal T2D incidence. The BRS has better prediction accuracy than a polygenic risk score for T2D and improved prediction even after conditioning on a Clinical Risk Score (CRS) composed of factors such as Body Mass Index (BMI). The BRS had a heritability (h<sup>2</sup> = 0.21) significantly greater than any of its individual behaviors and was more genetically correlated with the CRS (r<sub>g</sub> = 0.59) than with T2D (r<sub>g</sub> = 0.39). Genetic loci associated with the BRS were enriched for expression in the brain. Biobank scale data with genetic information illuminates how complex and cumulative exposures and behaviors as a whole impact T2D risk but whose biology have been elusive in genome-wide studies of T2D. The attached are the GWAS summary statistics of the BRS.
DOI: 10.6084/m9.figshare.7106219.v1
title: China city-level emissions inventory, 2010

description: As the centre of human activity and being under the threat of climate change, cities are considered to be major components in the implementation of climate change mitigation and CO<sub>2</sub> emission reduction strategies. Inventories of cities’ emissions serve as the foundation for the analysis of emissions characteristics and policymaking. China is the world’s top energy consumer and CO<sub>2</sub> emitter, and it is facing great potential harm from climate change. Consequently, China is taking increasing responsibility in the fight against global climate change. Many energy/emissions control policies have been implemented in China, most of which are designed at the national level. However, cities are at different stages of industrialization and have distinct development pathways; they need specific control policies designed based on their current emissions characteristics. This study is the first to construct emissions inventories for 182 Chinese cities. The inventories are constructed using 17 fossil fuels and 47 socioeconomic sectors. These city-level emissions inventories have a scope and format consistent with China’s national/provincial inventories. Some socioeconomic data of the cities, such as GDP, population, industrial structures, are included in the datasets as well. The dataset provides transparent, accurate, complete, comparable, and verifiable data support for further city-level emissions studies and low-carbon/sustainable development policy design. The dataset also offers insights for other countries by providing an emissions accounting method with limited data.
DOI: 10.17632/83dgphjjnm
title: ai

description: systematic literature review
DOI: 10.6084/m9.figshare.20120897.v1
title: Supplementary Material for: Screening for low-tract genital infections in women with threatened preterm labour. Which role?

description: Objectives: to evaluate the possible relationship between cultural specimens and preterm birth in women admitted for threatened preterm labour. Preterm birth is the leading cause of neonatal mortality and antenatal hospitalization: several risk factors including intrauterine infections have been identified but its real causes remain poorly understood. Design: retrospective, multicentre, cohort study including 250 women admitted for threatened preterm labour. Methods, Participants/Materials, Setting: all women admitted for threatened Preterm Labour, i.e. presenting with cervical changes and uterine activity before 37 weeks at the Obstetrics Unit of the hospitals of Modena, Monza, Carate and Vimercate were included in the study. We excluded twin pregnancies and cases with preterm premature rupture of membranes at admission. Data about maternal history, pregnancy complications, cervical length, vaginal swabs and urine culture at admission and gestational age at delivery were collected from clinical records in order to compare the incidence of preterm birth according to some known risk factors, cervical length and microbiological test at admission. Results: 250 women were included in the study; preterm birth at less than 37 weeks occurred in 44.4% women admitted for threatened preterm labour. The incidence of preterm birth was not different between those with a positive or a negative vaginal swab (45.7% vs. 39%, p=0.38), or positive vs. negative urine culture (31.8% vs. 42.1%, p=0.23) at admission. A shorter cervical length at admission was found in women with subsequent preterm birth (17± vs 19.5± mm, p=0.03). Cervical length &lt;15 mm (OR 1.82, CI95% 1.03-3.23, p=0.039) predicted the risk of PTB. Further, only the history of a previous preterm birth (p=0.02) and a previous uterine curettage (p=0.045) were associated with preterm birth. Limitations: the observational and retrospective nature of the study and its small sample size are important limitations of the study. Moreover, women were not systematically or randomly assigned to the screening for vaginal or urinary infections. Conclusions: there is no evidence that the search for vaginal or urinary infections in women admitted for threatened preterm labour is helpful to identify those at increased risk of preterm birth. Although several studies have explored the role of screening for bacterial vaginosis in asymptomatic women and some studies evaluated vaginal or urinary infections in women with PTB, none of them focused on the possible role of microbiological specimens as a predictive tool in women admitted for threatened PTL. No association was found in our study but prospective randomized controlled trials are required to confirm the results of this observation.
DOI: 10.6084/m9.figshare.24902664.v1
title: Data set of sleepstudy

description: Data on sleep health, emotions, sex, profession, and related variables. N = 525.
DOI: 10.6084/m9.figshare.28658861.v3
title: Health policy at your fingertips? Mapping and evaluation of existing digital health policy repositories

description: This is a review aimed to map and evaluate digital infrastructure that systematically collate health policy documentation. The review assessed their scope, content, functionality, adherence to FAIR (Findability, Accessibility, Interoperability and Reuse) principles, and user interface and experiences (UI/UX).
DOI: 10.6084/m9.figshare.3829797.v1
title: Car Data

description: Variables:Car Company: Company that designed and created the carCar Colour: Paint job of the car
DOI: 10.17632/d5bkrw57vn
title: Transcripts from group interview

description: Group interviews were conducted among university staff (administrative, academic, cleaning and catering staff) and students First year undergraduate, post-graduate taught masters, post-graduate PhD and international students) at the University of Derby to understand their perceived enablers and barriers to physical activity. 

The group interview schedule was developed using the 14 domains of the Theoretical Domains Framework (TDF) (social influences; environment context and resources; social/professional role and identity; beliefs about capabilities; beliefs about consequences; Optimism; Intentions; goals; emotion and reinforcement; knowledge; cognitive and interpersonal skills; memory, attention and decision processes; behavioural regulation; and physical skills). The aim of the study was to understand the domains of the TDF that were perceived to be enablers and/or barriers to physical activity engagement among university staff and students.
DOI: 10.17632/s6bx8wyvwg
title: RUBRIC AND TEMPLATE

description: The dataset includes a rubric and template for evaluating human and AI translation work.
DOI: 10.17632/zj43mmthr8
title: Molecular profiling and functional analysis of macrophage-derived tumor extracellular vesicles. Cianciaruso, Beltraminelli, Duval et al.

description: Uncropped Western blots
DOI: 10.6084/m9.figshare.11705436.v2
title: ACCESS-DATASET

description: A dataset analyzing the cluster data from Alibaba