cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/5x4dmc38bg
title: Epit and Epass descriptors of 316L stainless steel estimated by Machine Learning

description: This database comprises 5 datasets of pitting/passivity descriptors estimated from Potentiodynamic Polarisation (PP) curves. Each dataset consists of 1 CSV file comprising the following features (columns): Epit_x, Epit_y, Epass_x, Epass_y. The “Maps” indexes (rows/data samples) correspond to the PP tests numbering.
Epit_x and Epass_x, Epit_y and Epass_y correspond to Epit and Epass (V), log(jpit), and log(jpass) (µA/cm²).

This descriptors database was derived from the 5 datasets of log(j) Vs E curves obtained in high throughput fashion with the SECCM on 316L stainless steel (5 different combinations of [NaCl] and scan rates). 
The descriptors datasets present the same amount of data samples as the source (log(j) Vs E) datasets (287, 377, 119, 125 and 47) available at: 
Bertolucci Coelho, Leonardo; Ustarroz, Jon (2023), “Micro-scale potentiodynamic polarisation (log(j)) curves of 316L stainless steel”, Mendeley Data, V1, doi: 10.17632/7j6b6y48jw.1

This descriptors database was deployed as described in the following scientific article, accepted for publication in npj Materials Degradation journal on 25 September 2023:
“Estimating pitting descriptors of 316L stainless steel by machine learning and statistical analysis”.
Leonardo Bertolucci Coelho1,2,∗, Daniel Torres1, Vincent Vangrunderbeek2, Miguel Bernal1, Gian Marco Paldino3, Gianluca Bontempi3, Jon Ustarroz 1,2
1 ChemSIN – Chemistry of Surfaces, Interfaces and Nanomaterials, Université libre de Bruxelles (ULB), Brussels, Belgium
2 Research Group Electrochemical and Surface Engineering (SURF), Vrije Universiteit Brussel, Brussels, Belgium
3 Machine Learning Group (MLG), Université libre de Bruxelles (ULB), Brussels, Belgium
*leonardo.bertolucci.coelho@ulb.be

In “Estimating pitting descriptors of 316L stainless steel by machine learning and statistical analysis”, we provide a methodology for estimating Epass (passive potential) and Epit (pitting potential) from: 1. typical log(j) Vs E curves with a straightforward passivity breakdown (using an algorithm based on linear regression (LR)); 2. PP curves with more unique profiles mainly due to metastable events (using Artificial Neural Networks (ANN) trained on the LR estimates). 

For further details on the acquisition of the PP curves, please refer to: 
Bertolucci Coelho, Leonardo (2023), “Micro-scale potentiodynamic polarisation curves of 316L stainless steel ”, Mendeley Data, V3, doi: 10.17632/78rz8vw46x.3
Coelho, L. B. et al. Probing the randomness of the local current distributions of 316 L stainless steel corrosion in NaCl solution. Corros. Sci. 217, 111104 (2023).
DOI: 10.6084/m9.figshare.14687613.v1
title: macronutrientes.csv

description: Cols:<br>id,carbohydrates,energy,fiber,lipids,protein,energy_macro,percent_carbohydrate,percent_protein,percent_lipids,beef_cat,dairy_cat,legumes_cat,white_meat_cat,beef,dairy,legumes,white_meat,sex.x,age,income.x,location_type,education,smokes,drinks,elevated_bp,elevated_wcm,elevated_triglycerids_mg_d_l,elevated_glucose_mg_d_l,low_hdl_mg_d_l,n_conditions,met_s,diet_energy,l_pa,m_pa,v_pa,total_pa,sum_pa,sex.y,income.y,systolic,diastolic,hdl,ldl,triglycerides,glucose,waist,bmi,whr,d_diagnosed,h_diagnosed<br>
DOI: 10.6084/m9.figshare.14749512.v1
title: Supplementary Data for Beaulieu et al. "Diversification of ergot alkaloids and heritable fungal symbionts in morning glories"

description: <b>Supplementary Data 1. Sampling information and results.</b> Naming authority and geographic information were collected from the World Checklist of Selected Families at https://wcsp.science.kew.org. <br> <b>Supplementary Data 2.</b> Accession information of all sequences included in the ITS phylogeny. <br> <b>Supplementary Data 3.</b> ITS phylogeny of morning glories with EAs. ITS phylogeny adapted from Muñoz-Rodríguez et al. (2019) colorized with our EA data. Orange species are EA- and blue species are EA+. <br> <b>Supplementary Data 4.</b> All herbarium specimens used in the study. <br><b>Supplementary Data 5</b>. <i>Ipomoea, Argyrei, Stictocardia, </i>and <i>Turbina</i> occurence data from GBIF. Source data for Figure 1. <b>Supplementary Data 6.</b> RaxML phylogeny. Source data for Figure 2, 3, and 4. <b>Supplementary Data 7.</b> Metadata for species in the phylogeny. Source data for Figure 2. <b>Supplementary Data 8.</b> Ergot alkaloid data for species in the phylogeny. Source data for Figure 4.<br> <b>Supplementary Data 9.</b> Source data for Figure 5.<br><br>
DOI: 10.6084/m9.figshare.20341440.v1
title: Water-organizing motif continuity is critical for potent ice nucleation protein activity (Nature Communications)

description: Ice nucleation assay data, synthesized gene sequence, and AlphaFold input parameters + output PDB file.
DOI: 10.6084/m9.figshare.21896508.v2
title: Field observation at South China Sea

description: The observation site is located on the northern slope of the South China Sea (20.08°N, 115.2°E), with a water depth of 659 m. A bottom landing frame was deployed at the site from 13:00 on August 20, 2020 to 17:00 on September 2, with an observation duration of 316 h. The frame was equipped with velocity profilers (75 kHz-ADCP and 2 MHz-ADCP) and an Acoustic Doppler velocimetry (ADV). The 75 kHz-ADCP measured full-depth velocity profiles with data interval of 1 min (75kHzADCP.mat). The 2 MHz-ADCP measured fine-scale (vertical resolution: 0.007 m) bottom boundary layer velocity profiles with data interval of 1 min (2MHzADCP.mat). The ADV measured velocity at 0.6 mab with data interval of 1 min (ADV.mat). Owing to insufficient battery power, 12 days of effective data were obtained by the ADV during the observation period. The bottom shear stress was calculated using covariance method (tau_adv_3hz.mat) and logarithmic velocity profile fitting method (tau_log.mat) with data interval of 1 min, 10 min, respectively. The inversion of SSC (SSC.mat) was based on the echo intensity of 2 MHz-ADCP with data interval of 1 min.
DOI: 10.6084/m9.figshare.28784993.v1
title: Gender and Neuropsychological Profiles Using Graphological Analysis

description: This study explores the potential of graphological analysis, in conjunction with questionnaires and interviews, to evaluate gender and neuropsychological profiles, aiming to develop a preliminary approach to mitigate forensic exploitation. The research addresses the limitations of traditional forensic methods in providing comprehensive individual profiling. A mixed-methods approach was employed, combining the analysis of handwriting samples with data obtained from questionnaires and structured interviews. The study examined the correlation between specific handwriting characteristics and gender, as well as indicators of neuropsychological traits within the participants. The findings suggest that graphological analysis can offer valuable supplementary information for forensic investigations, potentially enhancing the accuracy of individual profiling. This approach highlights the need for further research to validate and refine the methodology for broader application in forensic contexts, ultimately contributing to more robust and reliable forensic practices.
DOI: 10.6084/m9.figshare.29069162.v1
title: Supplementary Material for: Burden of Neurological disorders in children and adolescents (&lt;20 years old) in North Africa and the Middle East (NAME) from 1990 to 2021

description: Abstract
Background: Neurological disorders impose a significant health burden globally, particularly in regions like North Africa and the Middle East (NAME) with unique healthcare and societal challenges. Despite progress in addressing neurological conditions, understanding the burden in pediatric and adolescent populations remains limited. This study analyzes the trends and burden of neurological conditions in individuals under 20 years old across the NAME super region from 1990 to 2021 using Global Burden of Diseases (GBD) data.

Methods: GBD 2021 data were analyzed to assess prevalence, incidence, years lived with disability (YLDs), years of life lost (YLLs), disability-adjusted life years (DALYs), and mortality rates. The data were stratified by age, sex, and socio-demographic index (SDI).

Results: Neurological condition prevalence in 2021 was 21,797.5 per 100,000, with tension-type headaches and migraines accounting for the majority of cases. Idiopathic epilepsy remained a leading cause of mortality, although it had a decrease of -50.9% in YLLs compared to 1990. Migraine affected about 9,161.9 per 100,000, increasing by 9.9% from 1990. It also accounted for the highest YLD rate (350.9). Despite decreases in YLLs and deaths, YLDs showed minimal change. Similarly, DALYs did not show significant change from 1990 (17.9%; 95% UI: -12.17 to 36.05). Higher SDI was associated with reduced DALYs but increased prevalence and YLDs.

Conclusion: The burden of neurological disorders in pediatric and adolescent populations in NAME highlights regional disparities and the need for targeted healthcare strategies. Enhanced screening, early diagnosis, and management are essential to reducing the burden of these disorders.
DOI: 10.6084/m9.figshare.24480100.v1
title: <b>Effect of Problem-based learning on students’ motivational critical thinking ability to learn physics</b>

description: The study focused on on evaluating the effect of Problem-Based Learning (PBL) on students’ motivational critical thinking ability to learn physics in Ugandan secondary schools. We assessed students’ critical thinking performance using a test and their motivation using a motivational scale. The quasi-experimental design involved 144 students selected from four schools in the Sheema District. All students were pretested before undergoing a PBL intervention and post tested after the intervention. Data entry and analysis were conducted using MS Excel 2016 and SPSS v.25. A paired t-test revealed a statistically significant difference in critical thinking ability before and after learning the unit on simple machines in physics. Additionally, a positive motivation to learn physics was statistically proven after the intervention. Notably, students from government schools exhibited different performance, while private school students showed greater improvement and motivation after the instructional intervention. In conclusion, the results demonstrate that PBL is an effective method for improving students’ critical thinking and fostering their motivation to learn the subject. Consequently, we recommend that teachers incorporate PBL into their daily teaching practices and call upon stakeholders to support the implementation of PBL in the Physics classes.
DOI: 10.6084/m9.figshare.24572341.v1
title: <b>High-tannin food enhances spatial memory and scatter-hoarding via the microbiota-gut-brain axis of rodents</b>

description: The mutually beneficial coevolutionary relationships between rodents and plant seeds have been a hot topic of research in plant-animal relationships. Seed tannins are important secondary metabolites of plants that regulate food-hoarding behavior of rodents; however, the underlying molecular mechanisms are not yet clear. In this study, we investigate whether and how seed tannins improve spatial memory and regulate the hoarding behavior of <i>Tamias sibiricus</i> by altering their gut microbiota. We show that acorn tannins not only improve spatial memory but enhance scatter-hoarding of <i>T. sibiricus</i>. Changes in the composition and function of the gut microbiota in response to tannins from acorns are closely related to these improvement and enhancement. Metabonomic analyses evidence the role of gut isovaleric acid andisobutyric acid as well as serum L-tryptophan in mediating spatial memory of <i>T. sibiricus</i> via the gut microbiota. The hippocampus proteome provides further evidence for the microbiota-gut-brain axis in regulating spatial memory and scatter-hoarding of animals. Our study is likely the first to report that plant secondary metabolites improve hippocampal function and spatial memory, and ultimately modulate food-hoarding behavior via the microbiota-gut-brain axis. Our study provides a new direction for the study of the mutualistic interaction between plant secondary metabolites and food-hoarding rodents.
DOI: 10.6084/m9.figshare.25126634.v1
title: Supplementary Material for: Genetic variability of SOX10 related disorders within an Italian family: straddling the line between Kallmann and Waardenburg syndrome.

description: Introduction: Kallmann syndrome (KS) is a genetically heterogeneous developmental disorder that most often manifests hypogonadotropic hypogonadism (HH) and hypo-/anosmia due to early embryonic impairment in the migration of gonadotropin-releasing hormone (GNRH) neurons. SOX10 (SRY-Box 10; MIM*602229), a key transcriptional activator involved in the development of neural crest cells, has been associated with KS and is identified as one of the causative genes of Waardenburg syndrome (WS). 
Case Presentation: A 28-year-old female patient, who was clinically diagnosed with KS in her childhood, presented with HH and anosmia, mild bilateral sensorineural hearing loss (SNHL) and pigmentation abnormalities. Next-generation sequencing analysis detected a missense heterozygous SOX10 pathogenic variant (NM_006941.4:c.506C&gt;T) in the proposita and in her mother, whose phenotype included exclusively anosmia and hypopigmented skin patches. The same variant has been described by Pingault et al. (2015) in a patient with apparently isolated bilateral severe SNHL. 
Conclusion: Our finding substantiates the extreme phenotypic variability of SOX10-related disorders, which range from classical KS and/or WS to contracted endophenotypes that could share a common pathway in the development of neural crest cells and highlights the need for careful evaluation and long-term follow-up of SOX10 patients, with special focus on atypical/additional and/or late-onset phenotypic traits.
DOI: 10.6084/m9.figshare.28930556.v1
title: Supplementary Material for: Association between Rheumatoid Arthritis and the Incidence of IgA Nephropathy

description: Introduction: IgA nephropathy and rheumatoid arthritis are both common autoimmune diseases, but epidemiological data are limited on the relationship between these two diseases. We aimed to assess the association between rheumatoid arthritis and the risk of developing IgA nephropathy. 
Methods: In this study, we analyzed 4,311,393 adults using a nationwide epidemiological database in Japan. The definitions of rheumatoid arthritis and IgA nephropathy were based on ICD-10 codes. After excluding individuals with a prior history of IgA nephropathy, study participants were categorized into two groups according to the presence of rheumatoid arthritis. The primary outcome was the incidence of IgA nephropathy between January 2005 and May 2022. 
Results: Median (interquartile range) age was 44 (36–53) years, and 2,497,313 (58%) were men. Rheumatoid arthritis was observed in 41,828 individuals (1.0%). During a median follow-up of 1,089 (532–1,797) days, there were 2,610 and 43 incidences of IgA nephropathy in individuals without and with rheumatoid arthritis, yielding incidence rates with 95% confidence intervals of 1.74 (1.67–1.81) and 2.99 (2.22–4.04) per 10,000 person-years, respectively, indicating a higher cumulative incidence in individuals with rheumatoid arthritis (log-rank p= 0.0002). Multivariable Cox regression analysis demonstrated that comorbid rheumatoid arthritis had a higher risk for developing IgA nephropathy (Hazard ratio 1.50, 95% confidence interval 1.10–2.02). Results were consistent even when IgA nephropathy was defined as both the ICD-10 code with the confirmation of performance of kidney biopsy (Hazard ratio 1.70, 95% confidence interval 1.02–2.83).
Conclusion: Our analysis utilizing a largescale population-based cohort concluded that rheumatoid arthritis may increase risk of developing IgA nephropathy.
DOI: 10.6084/m9.figshare.7636340.v1
title: FH_counts.tsv

description: Spatial transcriptomics fetal heart data set used in the SpatialCPie article
DOI: 10.17632/5gsrrznmch
title: Data for: On the thermodynamics and kinetics of scorodite dissolution
DOI: 10.17632/67kh7m97zt
title: Data for: Influence of Stress Relief Annealing Temperature on the Cutting Edge Microstructure and on the Recovery of Magnetic Properties of Grain Oriented Electrical Steel

description: The effect of stress relief annealing temperature on the recovery of the magnetic properties deteriorated by strain and stresses introduced by shear cutting was analyzed in this study. Shear cut Epstein samples of grain oriented electrical steel were submitted to heat treatment at different temperatures (600-900°C). The magnetic properties were measured before and after annealing. The microstructures of the sheared edges before and after annealing were characterized using scanning electron microscope (SEM) equipped with electron backscattered diffraction (EBSD) in which it was possible to characterize the recovery and recrystallization processes responsible for the stored energy release in the shear cut region. The magnetic properties were improved with the increase of the annealing temperature due to recovery, recrystallization and the relief of residual stresses.
DOI: 10.6084/m9.figshare.25930567.v1
title: BALBc-1.h5ad

description: Processed mouse spleen CODEX dataset from Goltsev et al. (<i>Cell</i>, 2018), containing 1 wild-type spleen sample (BALBc-1) with the compartment labels.
DOI: 10.6084/m9.figshare.28335068.v1
title: Supplementary Material for: Sarcoma of the descending aorta: a case report

description: Abstract
Introduction: Primary malignant aortic tumors are rare and diagnosis can be difficult due to the variety of clinical manifestations. This malignant disease, which originates in the intima or medial layers of the aorta, presents a complex diagnostic and therapeutic dilemma. Due to their insidious growth and nonspecific symptoms, they are often diagnosed postmortem.
Case presentation: We present the case of a sarcoma of the descending part of thoracic aorta in a 69-year-old man. The initial symptoms were hypertension crisis, chest pain, shortness of breath and swollen legs. A computed tomography scan of the chest and abdomen revealed an obstructive mass in the thoracic aorta. Treatment consisted of performing a prosthesis of the thoracic aorta and removal of thrombi/tumor masses from the thoracoabdominal aorta and iliac artery on both sides, as well as chemotherapy. 
Conclusion: Aortic sarcoma should be recognized as a potential cause of a large thrombus in the aorta. Palliative procedures, including open aortic replacement may also serve as alternative treatment options for aortic sarcoma.
Introduction
Primary malignant aortic tumors are rare and the diagnosis can be challenging due to the variety of clinical manifestations. We report here a rare case of intimal sarcoma that presented as a coarctation-like syndrome. Moreover, we review the literature and discuss the diagnostic approach, treatment options, and prognosis.
DOI: 10.6084/m9.figshare.28638929.v1
title: Data set Klimm et al. 2025 - Life at the (h)edge

description: Data sets used in Klimm et al. (2025): Life at the (h)edge - Multidiversity in shrub ecotones is driven by habitat quality and shrub foliage cover
DOI: 10.17632/5c3x8smx4d
title: S2SLT-E2K: Sequence to Sequence Language Translation from English to Konkani using Neural Machine Systems

description: The code and dataset has been included in this. Code file is in .ipynb format. Dataset contains English and Konkani equivalent sentences which in total has 70158 rows. The dataset file is in .xlsx format which may have to be converted to .csv file format while executing.

We would like to express our gratitude to Indian Language Technology Proliferation and Deployment Centre for providing us with the datasets.
DOI: 10.6084/m9.figshare.21688340.v3
title: Validation of the World Health Organization non-laboratory-based cardiovascular disease risk prediction model in 10 diverse regions of China, calculator of recalibration parameters.

description: Supplementary Materials of Yang S, Ding Y, Yu C, et al. WHO cardiovascular disease risk prediction model performance in 10 regions, China<strong>.</strong> <em><strong>Bulletin of the World Health Organization. </strong></em>Available online 1 February 2023. <br> Table I | Coefficients for predictor variables in the WHO non-laboratory-based model Table II | Calculator of recalibration parameters for the WHO non-laboratory-based model
DOI: 10.6084/m9.figshare.21780773.v1
title: Исследования химического состава пророщенных семян зерновых культур

description: В зимний период стойлового содержания животные испытывают острый недостаток биологически активных соединений ‒ гормонов, ферментов, витаминов. Одним из наиболее доступных, дешевых и эффективных способов устранения их дефицита является включение в рацион животных пророщенного зерна, так как в процессе проращивания активизируются ферментные системы и происходит расщепление сложных биологически активных веществ на простые, легко усвояемые животными. В статье приведены исследования химического состава натуральных и пророщенных семян зерновых культур – пшеницы, ржи, тритикале, ячменя. В результате проведенных опытов установлено, что процесс проращивания положительно влияет на химический состав зерновых культур.
DOI: 10.6084/m9.figshare.23621127.v1
title: Low Birh Weight in HIV

description: low birth weight in patients with HIV/AIDS
DOI: 10.6084/m9.figshare.24137802.v1
title: Ethiopian Indigenous Medicinal Plant Dataset

description: This dataset provides a comprehensive overview of Ethiopian Indigenous Medicinal Plant. The dataset is collected from Gullele botanical garden in the period of October 2022-April 2023.
DOI: 10.6084/m9.figshare.28899755.v1
title: Supplementary Materials for "Fluid Intake Reduces Cytokine-Mediated Systemic Inflammation and Modulates NF-κB, p38, JNK2, and STAT3α Pathways During Prolonged Humid Heat Exposure"

description: This is the Supplementary Materials for the manuscript titled "Fluid Intake Reduces Cytokine-Mediated Systemic Inflammation and Modulates NF-κB, p38, JNK2, and STAT3α Pathways During Prolonged Humid Heat Exposure"