cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27907902.v1
title: Supplementary Material for: Phantom Safety Assessment of 3 Tesla Magnetic Resonance Imaging in Directional and Sensing Deep Brain Stimulation Devices

description: INTRODUCTION
MRI is both a crucial clinical and research tool for patients with deep brain stimulation (DBS) devices. However, safety concerns predominantly related to device heating have limited such imaging. Rigorous safety testing has demonstrated that scanning outside of vendor guidelines may be both safe and feasible, unlocking unique opportunities for advanced imaging in this patient population. Currently, however, 3T MRI safety data including advanced MRI sequences in novel directional and sensing DBS devices is lacking.

METHODS
An anthropomorphic phantom replicating bilateral DBS system was used to assess the temperature rise at the electrode tips, implantable pulse generator, and cranial loop during acquisition of routine clinical sequences (3D T1, GRE T2*, T2 FSE) and advanced imaging sequences including functional MRI (fMRI), arterial spin labelling (ASL) and diffusion weighted imaging (DWI). Measures of radiofrequency exposure specific absorption rate (SAR) and root-mean-square value of the MRI effective component of the RF transmission field (B1+rms) were also recorded as an indirect measure of heating. Testing involved both a new directional and sensing DBS device (Medtronic: B30015 leads and Percept PC neurostimulator) and a previous-generation DBS device (Medtronic: 3387 leads and Percept PC neurostimulator) in combination with a state-of-the-art (Siemens MAGNETOM Prisma) and a previous-generation (GE Signa HDxt) 3T MRI scanner. 

RESULTS
On the state-of-the-art 3T MRI scanner, the new DBS device produced safe temperature rises with clinically used sequences and fMRI but not with other advanced sequences such as DWI and ASL, which also exceeded B1+rms vendor guidelines (i.e.≤2μT). When scanned on the previous MRI scanner, the recent DBS device produced overall lower and slower temperature rises compared to the previous DBS model. Among the sequences performed on this scanner, several (3D T1, DWI, T2 FSE, and ASL) exceeded the approved SAR vendor limit (&lt;1W/kg), but only ASL resulted in an unacceptable temperature rise during scanning of the previous DBS model.

CONCLUSION
These phantom safety data show that both clinically-used MRI sequences and research sequences such as fMRI can be successfully acquired on 3T MRI scanners with a novel directional and sensing DBS model. As several of these sequences were obtained outside regulatory-approved vendor guidelines, pre-emptive safety testing should be done. As directional leads become increasingly common, improving MRI safety knowledge is crucial to expand clinical and research possibilities.
DOI: 10.6084/m9.figshare.28543688.v2
title: Size and concentration characterization of microplastic particles in aqueous samples using sensitivity-enhanced coupled planar microwave resonators - Experimental Data

description: Experimental data supporting the study titled 'Size and concentration characterization of microplastic particles in aqueous samples using sensitivity-enhanced coupled planar microwave resonators,' submitted for review to the <i>Journal of Hazardous Materials</i>. The data includes measurements of microplastic size and concentration using a microwave sensing platform.
DOI: 10.6084/m9.figshare.1320389.v1
title: Gaussian Job Archive for H7IO3

description: Archive of work produced using the resources of the Imperial College High Performance Computing Service.
DOI: 10.6084/m9.figshare.1594792.v3
title: Structural Root Modelling

description: Presentation on structural root modelling.
DOI: 10.6084/m9.figshare.5231485.v1
title: Genome assemblies of Magnaporthe oryzae

description: DNA samples extracted from samples of <em>Magnaporthe oryzae</em> were sequenced on the Illumina HiSeq 2500 using standard reagents and protocols producing 100 base paired-end reads. Filtered reads were assembled ‘de novo’ using Velvet 1.2.10.
DOI: 10.6084/m9.figshare.14769021.v1
title: Supplementary Material for: Nuclear Blebbing Frequency in Tobacco-Induced Oral Potentially Malignant Disorders: A Pilot Study

description: <b><i>Introduction:</i></b> Tobacco contains several genotoxic agents including N-nitrosamine which has the potential to cause significant nuclear damage. Nuclear blebbing is a form of protrusion on the nuclear membrane and could potentially be caused by tobacco-induced genotoxicity and is closely associated with malignancy. Thus, the present study aimed to assess if tobacco-associated oral potentially malignant disorders including oral submucous fibrosis (OSF) and oral leukoplakia have a higher nuclear blebbing frequency than patients with normal oral mucosa with no history of tobacco use. <b><i>Methods:</i></b> The sample consisted of patients with OSF (<i>n</i> = 30) and oral leukoplakia (<i>n</i> = 10) and normal oral mucosa (<i>n</i> = 10). Exfoliated cells collected from the study groups were smeared on a clean microscopic slide and stained by May-Grunwald-Giemsa stain. A baseline frequency of nuclear blebbing was evaluated using a bright-field microscope with a ×100 objective. The number of nuclear blebbing per 1,000 epithelial cells was recorded and expressed in percentage. ANOVA, the Mann-Whitney U test, and Spearman’s correlation were used to analyze the data. <b><i>Results:</i></b> The mean rank of distribution of nuclear blebbing showed significant difference between all 3 groups, with the highest frequency noted in leukoplakia, followed by oral submucous and normal oral mucosa. Within OSF, the frequency of nuclear blebbing significantly increased from early stage to advanced stage. In OSF, a statistically significant positive linear correlation was noted between duration (in years), frequency (per day) of tobacco use, clinical grading, and nuclear blebbing. <b><i>Discussion/Conclusions:</i></b> The frequency of nuclear blebbing was significantly higher in oral potentially malignant disorders than normal mucosa. Nuclear blebbing also exhibited a strong dose- and time-dependent correlation with tobacco usage and clinical staging in OSF. The nuclear blebbing frequency could be a noninvasive, economic tool to assess malignant risk in tobacco-induced oral potentially malignant disorders.
DOI: 10.17632/tdsvkxr9zt
title: Data for: Decomposition of amino acids in water with application to in-situ measurements of Enceladus, Europa, and other hydrothermally active icy ocean worlds

description: Kinetic rate constants for amino acids decomposition in water
DOI: 10.6084/m9.figshare.1368581.v1
title: Domain decomposition without the agonizing pain

description: This note is intended as a first introduction to domain decomposition programming with the PETSc library, specifically the DMDA component. This note goes with dm/ex13f90 in PETSc.
DOI: 10.17632/scpw5sncwd
title: An image dataset for leather types in Bangladesh

description: This dataset focuses on leather goods commonly found in Bangladesh.
The main objective was to gather information and images of these items to study their material composition and understand the manufacturing and design processes.
This dataset contains 9 folder and a total number of 1183 images has been collected.
DOI: 10.6084/m9.figshare.28407530.v1
title: Description of the courses related to the student research project

description: Short description of courses related to the beer bottle yeast research project.
DOI: 10.6084/m9.figshare.28728800.v1
title: Data_Ozdemiretal(2025)

description: Suspended sediment transport is one of the crucial processes in shaping geomorphology. Therefore, understanding the governing physical mechanisms that drive suspended sediment transport is essential. In coastal and shelf environments, sediment-induced density stratification is hypothesized to be the primary regulating mechanism of maximum suspended sediment load. In contrast, fluvial sediment transport studies suggest that density stratification is significant only in alluvial rivers with mild bed slopes; otherwise sediment mass exchange at the bed regulates suspended sediment load. This study develops new relationships to quantify suspended sediment load and determine the conditions under which sediment transport is governed by density stratification versus sediment mass exchange at the bed.The data shared includes scripts that generate the figures in Ozdemir et al. (2025)* and ancillary input and post-processing files that helped obtain the results.*Ozdemir, C. E., Nieh, T-J., and Yue. L. (2025) Contrasting Controls on Suspended Sediment Load in Coastal and Fluvial Systems: Sediment-Induced Density Stratification vs. Mass Exchange at the Bed. Geophysical Research Letters (in review).<br>
DOI: 10.6084/m9.figshare.7999424.v1
title: Simulation results for NAPL dissolution

description: The simulation results fro pore network modelling of NAPL dissolution at variably spatially correlated pore networks.
DOI: 10.17632/xsghjv4zkf
title: An updated skin permeation database of compounds applied as aqueous solutions in in vitro

description: The database represented in this article is referred to by the review article entitled “Topical drug delivery: history, percutaneous absorption and product development” (MS Roberts et al., 2021) and also in Data in Brief journal article entitled "An updated database of human maximum skin fluxes and epidermal permeability coefficients for drugs, xenobiotics and other solutes applied as aqueous solutions" (HS Cheruvu et al., 2022). This database contains maximal flux (Jmax), and permeability coefficient (kp) values collated from In Vitro human skin Permeation Test (IVPT) reports published to date for various drugs, xenobiotics and other solutes applied to human epidermis from aqueous solutions. Also included are each solute’s physicochemical properties and the experimental conditions, such as temperature, skin thickness, and skin integrity, under which the data was generated. This data base is limited to diluted or saturated aqueous solutions of solutes applied on human epidermal membranes or isolated stratum corneum in large volumes so that there was minimal change in the donor phase concentration. For further description, refer to the Data in Brief article entitled "An updated database of human maximum skin fluxes and epidermal permeability coefficients for drugs, xenobiotics and other solutes applied as aqueous solutions".
DOI: 10.6084/m9.figshare.21774812.v2
title: Spatial database of planted forests in East Asia using machine learning (code, training datasets, and models)

description: Training datasets, code, and saved random forests (RF) models to re-produce the main map products (https://doi.org/10.6084/m9.figshare.21774725.v2)
DOI: 10.6084/m9.figshare.8987918.v1
title: Prevalence of Common Mental Disorders and Alcohol and Substance Abse Among Correctional Officers*

description: Abstract We investigated the prevalence of Common Mental Health Disorders (CMD) and substance abuse among correctional officers in a northeastern state of Brazil. In the study, 403 workers answered the SRQ-20, the ASSIST questionnaire and a semistructured interview script. Results show an incidence of 23.57% of CMD and abuse/dependence in tobacco (35.9%), alcohol (88.3%), marijuana (10.5%), cocaine (3.6%), amphetamine (1.1%), inhalants (7.6%), hypnotics (4.4%) and hallucinogens (0.3%). The determinant factors are: type of detention facility, having another occupation in the field of security, over 10 years in the profession and working double shifts. This is challenging not only in terms of providing health care for correctional officers, but also to psychologists working in this field due to how it affects the lives of those workers.
DOI: 10.6084/m9.figshare.24798204.v1
title: EEG pre-processing pipeline

description: This file contains the pipeline used to denoise the signals within each subject compiled by Derek Huber.
DOI: 10.6084/m9.figshare.16419132.v5
title: Supplementary Data_Perceptions of Climate Change Kenya

description: Supplementary data for the manuscript entitled 'Perceptions of Ecosystem Services and Climate Change in the forests of Mount Elgon and Mount Kenya, Kenya'<br>
DOI: 10.6084/m9.figshare.5126140.v1
title: Supplementary Material for: Dialysis Hypotension: A Role for Inadequate Increase in Arginine Vasopressin Levels? A Systematic Literature Review and Meta-Analysis

description: <b><i>Background:</i></b> Intradialytic hypotension is a common complication of hemodialysis (HD). Some studies have suggested that inadequate arginine vasopressin (AVP) increase could play a role in the pathogenesis of intradialytic hypotension. However, AVP levels during HD and its relation to hypotension has never been systematically studied. <b><i>Summary:</i></b> PubMed and Embase were searched (1970-2013, search terms ‘vasopressin' and ‘hemodialysis') for studies reporting on AVP levels during standard HD or other dialysis techniques. Observational studies reporting on AVP levels pre- and postdialysis were additionally included in a meta-analysis. Thirty-seven studies were included in the systematic literature review, of which 26 studies were eligible for meta-analysis. The main findings were that pretreatment AVP levels were higher in dialysis patients compared with healthy controls (6.4 ± 3.5 vs. 2.5 ± 1.3 pg/ml, p = 0.003) and that plasma AVP levels showed little or no increase during HD (from 7.0 ± 4.9 to 8.8 ± 9.3, p = 0.433)<i>.</i> Significant heterogeneity was found between studies. Meta-regression analysis revealed no significant associations between AVP and patient or study characteristics. Studies on other dialysis techniques showed mixed results regarding the AVP course. The eight studies that addressed the relation between intradialytic hypotension and AVP also showed inconsistent results. <b><i>Key Messages:</i></b> Plasma AVP levels are higher in dialysis patients compared with healthy controls, but show little or no increase during HD. The lack of a rise in AVP levels during HD may be pathophysiologically involved in the onset of intradialytic hypotension, but firm conclusions are not possible from our review of the literature.
DOI: 10.6084/m9.figshare.7763018.v1
title: Genotypic and phenotypic analysis of 31 barley populations inoculated with wheat stripe rust

description: Genotypic and phenotypic analysis of 31 diverse barley populations inoculated with wheat stripe rust (Puccinia striiformis f. sp. tritici).<br>
DOI: 10.17632/rtzmzj7f5m
title: INTERDISCIPLINARY APPROACHES: ENHANCING LEARNING OUTCOMES THROUGH INTEGRATED HUMANITIES CURRICULA IN SENIOR HIGH SCHOOL

description: Research Hypothesis
The hypothesis of this research posits that integrated humanities curricula enhance learning outcomes in senior high school students more effectively than traditional subject-specific teaching methods. This hypothesis is grounded in the belief that interdisciplinary approaches foster critical thinking, creativity, and cultural awareness by allowing students to draw connections between various disciplines such as literature, history, philosophy, and the arts. In conclusion, the implementation of integrated humanities curricula holds considerable promise for enhancing educational outcomes, equipping students with critical skills needed in an increasingly interconnected world.
DOI: 10.6084/m9.figshare.19617705.v2
title: Records of Asiatic Black Bear (Ursus thibetanus japonicus) in Toyama City, Toyama Prefecture in 2020

description: <strong>南部久男・清水海渡</strong> <strong>富山市におけるツキノワグマの出没記録（2020年）</strong> 富山市の2020年のクマの出没件数は168件(1～12月)で、人身被害は5月と7月に2件（軽傷1名,重症2名）発生した(富山県,2020)。4～12月の地域別件数は、八尾地域が最も多い81件、次いで大沢野地域の31件、婦中、山田、大山、細入、富山の各地域は20件以下であった。春・夏（4～8月）のクマの出没件数は66件、秋(9～12月)は100件であった。近年の富山県の秋のクマの大量出没は、2004年、2006年、2010年、2019年に起き、富山市では300～500件の範囲の出没があった。2020年秋の富山市のクマの出没件数は2014年秋（109件）とほぼ同程度で、大量出没年に次いで比較的出没が多かったと言える。
DOI: 10.6084/m9.figshare.28776362.v1
title: Appendix_From Agents to Copilots: A Systematic Review of Digital Assistant Technology Adoption in Proprietary Productivity Software

description: This study provides a systematic review of how the impact and adaptation of digital assistant technologies (DATs) are defined, operationalized, and studied, synthesizing key domains where DATs generate or are expected to generate value. Based on an analysis of 61 articles published since 2013, it identifies five main areas of impact: productivity and efficiency, business development, resource optimization, quality enhancement, and the promotion of learning and creativity. The review highlights DAT adoption across various disciplines and industries, while revealing limited longitudinal research on benefits and adaptation. Key gaps remain in understanding strategic use and sustained impact. Future research should explore longitudinal comparisons of recently introduced generative AI-driven DATs and their organizational implications. This review contributes to information systems research by structuring current knowledge on DAT adoption and outcomes, and by proposing a research agenda to support deeper exploration of their value and long-term integration.
DOI: 10.6084/m9.figshare.27194055.v2
title: Data from <i>Iron </i><i>content‐dependence </i><i>of </i><i>ferropericlase </i><i>elastic </i><i>properties </i><i>across </i><i>the </i><i>spin </i><i>crossover </i><i>from </i><i>novel </i><i>experiments </i><i>and </i><i>machine </i><i>learning.</i> (Trautner et al., 2024)

description: Data corresponding to the results presented in Trautner et al. (2024), including: 1) Experimental pressure-volume data from time-resolved XRD measurements in high-pressure experiments on (Mg<sub>0.60</sub>Fe<sub>0.40</sub>)O and (Mg<sub>0.41</sub>Fe<sub>0.59</sub>)O; 2) Posterior probability density functions for (Mg<sub>1-x</sub>Fe<sub>x</sub>)O volume as a function of pressure and iron content, predicted by Mixture Density Networks (MDNs); 3) Mean volumes and bulk moduli and their standard deviations as a function of pressure and iron content, obtained from the MDN predictions.Trautner, V. E., Rijal, A., Plueckthun, C., Satta, N., Koemets, E., Buchen, J., et al. (2024). Iron content‐dependence of ferropericlase elastic properties across the spin crossover from novel experiments and machine learning. Geophysical Research Letters, 51, e2024GL111276. https://doi.org/10.1029/2024GL11127
DOI: 10.60893/figshare.jcp.28278851.v1
title: Supplementary Material

description: .zip archive containing a PDF of all total energies used for the tables and figures in the manuscript as well as text files describing the Jastrow factors employed in xTC calculations.
DOI: 10.17632/7rt4bjstxy
title: Validity and reliability of the Metacognitions Questionnaire-30 (MCQ-30) among Chinese adolescents

description: Background: The Metacognitions Questionnaire-30 (MCQ-30) is a widely used self-report instrument to assess metacognitive beliefs. Although the Chinese version of MCQ-30 has been revised in college students, the validation of the scale has yet been confirmed among Chinese adolescents. In this study, we examined the psychometric properties of the MCQ-30 in a large sample of adolescents.
Methods: Participants were 2827 adolescents (48.9% male; mean age = 14.57, SD = 1.69) recruited from Jiangxi and Guizhou provinces of China. Participants’ metacognitive beliefs, symptoms of anxiety, depression, and irritability, positive childhood experiences and life satisfaction were measured by self-report questionnaires. Confirmatory factor analysis was performed to assess factor structure, as well as, measurement invariance across demographic groups and clinical symptoms.
Results: In the total sample, confirmatory factor analyses supported the original five-factor model: CFI = 0.918, TLI = 0.909, RMSEA (90%CI) = 0.068 (0.066-0.070). Furthermore, configural invariance and metric invariance were supported by gender, age, ethnicity, residence, parental education level, depression and anxiety status. Furthermore, all five subscales demonstrated good internal consistency (Cronbach alphas &gt; 0.75) and test-retest reliability (intra-class correlation coefficients &gt; 0.451). Finally, correlation analysis showed that the five factors were positively related to symptoms of depression, anxiety, and irritability and negatively related to positive childhood experiences and life satisfaction, indicating excellent validity.
Conclusions: The findings provide initial evidence that the MCQ-30 is a valid measure for use in Chinese adolescents.
DOI: 10.6084/m9.figshare.12330917.v1
title: Model Evaluation

description: This dataset contains FEMA 1% Annual Exceedance Probability (AEP) Flood Extent and TRITON-simulated 1% Maximum Flood Extent for the Conasauga River Basin. <br>This dataset is a companion to the manuscript titled "Ensemble-based Flood Vulnerability Assessment of Climate Change–Induced Flood Risk in the Conasauga River Basin" authored by Tigstu T. Dullo,Sudershan Gangrade,Mario Morales-Hernández,Md Bulbul Sharif, Alfred J. Kalyanapu, Shih-Chieh Kao, Sheikh Ghafoor, and Moetasim Ashfaq
DOI: 10.6084/m9.figshare.24038013.v1
title: Data Set_AMP_SL_AW_1.csv

description: This data was collected as part of a PhD project on 'Long-term health outcomes following lower limb amputation and development of a community-based physical rehabilitation programme' in 2021. Study settings were five districts of Sri Lanka and participants were community-reintegrated veterans with lower limb amputation and age, sex, and geographical location matched able-bodied individuals.
DOI: 10.6084/m9.figshare.17121062.v1
title: Supplementary Material for: Outcomes Based on Plasma Biomarkers for the Phase 3 CELESTIAL Trial of Cabozantinib versus Placebo in Advanced Hepatocellular Carcinoma

description: <b><i>Introduction:</i></b> Cabozantinib, an inhibitor of MET, AXL, and VEGF receptors, significantly improved overall survival (OS) and progression-free survival (PFS) versus placebo in patients with previously treated advanced hepatocellular carcinoma (HCC). In this exploratory analysis, outcomes were evaluated according to plasma biomarker levels. <b><i>Methods:</i></b> Baseline plasma levels were evaluated for MET, AXL, VEGFR2, HGF, GAS6, VEGF-A, PlGF, IL-8, EPO, ANG2, IGF-1, VEGF-C, and c-KIT for 674/707 randomized patients; and Week 4 levels were evaluated for MET, AXL, VEGFR2, HGF, GAS6, VEGF-A, PlGF, IL-8, and EPO for 614 patients. OS and PFS were analyzed by baseline levels as dichotomized or continuous variables and by on-treatment changes at Week 4 as continuous variables; biomarkers were considered potentially prognostic if <i>p</i> &lt; 0.05 and predictive if <i>p</i> &lt; 0.05 for the interaction between treatment and the biomarker. Multivariable analyses adjusting for clinical covariates were also performed. <b><i>Results:</i></b> In the placebo group, high levels of MET, HGF, GAS6, IL-8, and ANG2 and low levels of IGF-1 were associated with shorter OS in univariate and multivariable analyses; these associations were also observed for MET, IL-8, and ANG2 in the cabozantinib group. Hazard ratios for OS and PFS favored cabozantinib over the placebo at low and high baseline levels for all biomarkers. No baseline biomarkers were predictive of a treatment benefit. Cabozantinib promoted pharmacodynamic changes in several biomarkers, including increases in VEGF-A, PlGF, AXL, and GAS6 levels and decreases in VEGFR2 and HGF levels; these changes were not associated with OS or PFS. <b><i>Conclusion:</i></b> Cabozantinib improved OS and PFS versus placebo at high and low baseline concentrations for all biomarkers analyzed. Low baseline levels of MET, HGF, GAS6, IL-8, and ANG2 and high levels of IGF-1 were identified as potential favorable prognostic biomarkers for survival in previously treated advanced HCC. Although cabozantinib promoted pharmacodynamic changes in several biomarkers, these changes were not associated with survival.
DOI: 10.6084/m9.figshare.23600949.v1
title: ACCELEROMETER CALIBRATION RESULTS AT KENYA BUREAU OF STANDARDS.docx

description: This data is about the comparative results of calibration of the dgitial sensors at the Kenya Bureau of Standards,KENYA.