cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26197397.v1
title: Human Rights Education of Bangladesh Secondary School

description: This study examined the perceptions and practices of social science teachers about implementing human rights education (HRE) in two secondary schools in Bangladesh. This study was conducted using a qualitative case study methodology. Two secondary schools were selected, one from a rural setting and the other from an urban location. In-depth interviews with four social science teachers and two headteachers, two focus group discussions, and classroom observations were used to collect primary data for this study. The data was analyzed using the thematic data analysis. The study's findings reveal various opinions and behaviors regarding human rights education (HRE) among social science teachers. Although teachers have limited knowledge of human rights and education (HRE), they try to promote fairness and eradicate discrimination irrespective of gender, religion, ethnicity, and diversity through educational practices. This study highlights the need for teachers to understand human rights education (HRE) better. It emphasizes the crucial significance of inclusive and participatory approaches in creating an educational environment that promotes human rights.
DOI: 10.6084/m9.figshare.28166960.v1
title: Metadata for Nicholes et al. 2025 AoB Plants

description: Metadata file for all raw data included in the Nicholes et al. 2025 publication in AoB Plants
DOI: 10.17632/yjw2ghfzmh
title: PXLink: A simulation program of polymer crosslinking to study of polyamide membrane

description: Crosslinked network polymers have numerous important applications in engineering, biomedicine, and the environment. Establishing a crosslinked polymer network is an essential initial step toward studying the structure and function of polymer membranes. In this study, we developed a Python script named PXLink that integrates with GROMACS software to simulate the crosslinked aromatic polyamide (PA) membrane, which is widely used in desalination and water treatment. PXLink can create chemical bonds between the neighboring carboxyl and amine groups and relax the system during the crosslinking, utilizing energy minimization and molecular dynamics simulations implemented in GROMACS. The accuracy of our protocol has been successfully validated through a benchmark study of water diffusivity and the structural properties of a solvated membrane, including pore size distribution, membrane density, and the stacking of aromatic benzene rings (density profile and ordering). Moreover, the comparison between the dry and wet polymer membranes reveals that the swelling of the membrane surface leads to the expansion of subnanopores and the increased ordering of local structures. After the swelling of the membrane, the number of pores with a radius around the main region of 0.2 nm decreases, while more pores in the range of 0.22–0.38 nm are observed. There is also an increase in the orderliness of local structures, as evidenced by the increasing order parameter of aromatic ring pairs with a distance ranging from 0.7 to 0.8 nm. Our developed script will be a valuable tool for designing and discovering crosslinked polymers.
DOI: 10.4121/13602956.v1
title: Supplementary data for the conference paper: On the origin of start-up effects in ply-ply friction for UD fiber-reinforced thermoplastics in melt

description: The dataset contains supplementary data for the ESAFORM 2021 conference paper entitled: 'On the origin of start-up effects in ply-ply friction for UD fiber-reinforced thermoplastics in melt'. The dataset consists of ply-ply friction tests on UD C/PEEK in melt using a friction tester located at the University of Twente to simulate the response during actual hot press forming of thermoplastic matrix composites. Several sliding velocities are measured in an effort to investigate the transient friction response with an emphasis on the shear stress overshoot. The experimental procedure is described and an overview of the used specimens with their test conditions is provided. Matlab scripts are included to replot the figures as shown in the mentioned conference paper.<br>
DOI: 10.6084/m9.figshare.16595684.v2
title: Marine Mammal Vocal/Acoustics Hourly Presence Detections

description: In the 'Hourly Presence Spreadsheets' you will find a folder for each deployment. Each deployment folder has an hourly presence csv file for every ADEON station.<br>The second data set in these folders are hourly marine mammal presence spreadsheets that are named following the convention ‘ADEON3_2018-11_HAT.csv’. To generate this data a suite of marine mammal call detectors were run against all of the ADEON PAM data, which generated an estimate of the number of indications per minute per call type. As described in Kowarski et al. (2021), manual validation was needed to validate the automated indications into reliable species presence / absence results. For this data a 0.5% validation was performed, and the results were downsampled to an hourly presence indicator. These results are intended to be used as the starting point for future researchers to investigate marine mammal distributions throughout the Atlantic OCS. The results have been summarized by month in Kowarski et al (In Review).Kowarski, K. A., Delarue, J. J.-Y., Gaudet, B. J., and Martin, S. B. (2021). "Automatic data selection for validation: A method to determine cetacean occurrence in large acoustic data sets," JASA Express Lett 1, 051201, DOI 10.1121/10.0004851.
DOI: 10.6084/m9.figshare.22434736.v1
title: Supplementary Material for: Prevalence and Risk Score for Hypertonic Dehydration Among Community-Dwelling Older Adults: an Analysis of the Bangkok Falls Study

description: Introduction: Dehydration is associated with morbidity, and many factors affect dehydration in older adults including age and medication use. This study determined the prevalence of hypertonic dehydration (HD) and factors affecting HD in older adults and developed a risk score (a set of consistent weights that assign a numerical value to each risk factor) which are potentially useful in predicting HD among community-dwelling Thai older adults. Methods: Data were obtained from a cohort study of community-dwelling older adults aged ≥60 years in Bangkok, Thailand between October 1, 2019, and September 30, 2021. Current HD was defined as a serum osmolality &gt;300 mOsm/kg. Univariate and multivariate logistic regression analyses were used to identify factors associated with current and impending HD. The risk score for current HD was developed based on the final multiple logistic regression model. Results: A total of 704 participants were included in the final analysis. In this study, 59 (8.4%) participants had current HD and 152 (21.6%) had impending HD. We identified three risk factors for HD in older adults; age ≥ 75 years (adjusted odds ratio (aORs) 2.0, 95% confidence interval [CI]: 1.16-3.46), underlying diabetes mellitus (aORs 3.07, 95%CI: 1.77-5.31) and use of ß-blocker medication (aORs 1.98, 95%CI: 1.04-3.78). The increasing risks of current HD with increasing risk scores were 7.4% for a score of 1, 13.8 % for a score of 2, 19.8% for a score of 3, and 32.8% for a score of 4. Conclusion: One-third of the older adults in this study had current or impending HD. We identified risk factors for HD and created a risk score for HD in one group of community-dwelling older adults. Older adults with risk scores of 1-4 were at 7.4%-32.8% risk for current HD. The clinical utility of this risk score requires further study and external validation.
DOI: 10.6084/m9.figshare.26039461.v1
title: Real Customization or Just Marketing: Are Customized Versions of Generative AI Useful?

description: Recently, OpenAI introduced the ability to fine-tune their model using natural language, allowing for the development of specialized versions of GPT tailored specifically to address particular tasks. This study evaluates the effectiveness of these customized GPTs. By creating a Business Statistics Virtual Professor (BSVP) designed specifically for students at the Universidad Pontificia Comillas, we then assessed its performance and compared it to that of ChatGPT-4 Turbo.
DOI: 10.6084/m9.figshare.26411137.v1
title: dataset of witnessed abusive supervison.sav

description: This dataset contains the raw data used in the study "The Two Faces of Janus: Dual-Path Moderated Mediation of Observer Responses to Abusive Supervision" by Jeeyoon Jeong and Jae Uk Chun, submitted to the Journal of Business Ethics.The study investigates the contrasting effects of witnessed abusive supervision on observers' work effort through a dual-path moderated mediation model. It examines how observers' attribution of a performance-promotion motive for abusive supervision moderates the relationship between witnessed abuse and work effort, mediated by emotional and attitudinal responses.The data were collected through a three-wave survey with a one-week interval between each wave. Participants were full-time working adults in Korea, recruited through an online survey platform. The final sample consists of 465 respondents.Key variables included in the dataset:Witnessed abusive supervisionPerformance-promotion attributionFrustration toward the leaderAttentiveness toward the jobWithdrawal cognitionJob reflectionWork effortDemographic variables (e.g., age, gender, education level, job position)Control variables (e.g., social desirability, experienced abusive supervision)
DOI: 10.17632/jt8g39fc85
title: Supplementary Material and Data for Coordinated Dispatch of Microgrid

description: This is the supplementary material and data for the paper "Security-Aware Coordinated Dispatch of Microgrid: Adaptive Online Optimization Approach ". It contains percentage output data for RES over 68 days (Five minutes a point), supplementary material for numerical studies in the paper.
DOI: 10.6084/m9.figshare.14356979.v1
title: WangCancerDiscovery2019

description: scATAC-seq dataset processed for inclusion in scATAC.Explorer R package. scATAC.Explorer is an R package containing a curated collection of publicly available scATAC-seq datasets that can easily be searched and retrieved within R. Included datasets are processed into a consistent format for ease of analysis.<br>This dataset was not generated by our lab. Please also give credit to the source the dataset was retrieved from, included in reference field.
DOI: 10.6084/m9.figshare.26413624.v1
title: Data.zip

description: The input data used in the "Simplifying complex machine learning by linearly separable network embedding spaces" study.
DOI: 10.6084/m9.figshare.6741422.v13
title: COCI CSV dataset of all the citation data

description: This dataset contains all the citation data (in CSV format) included in COCI, released on 29 January 2022. In particular, each line of the CSV file defines a citation, and includes the following information:<b>[field "oci"]</b> the Open Citation Identifier (OCI) for the citation;<b>[field "citing"]</b> the DOI of the citing entity;<b>[field "cited"]</b> the DOI of the cited entity;<b>[field "creation"]</b> the creation date of the citation (i.e. the publication date of the citing entity);<b>[field "timespan"]</b> the time span of the citation (i.e. the interval between the publication date of the cited entity and the publication date of the citing entity);<b>[field "journal_sc"]</b> it records whether the citation is a journal self-citations (i.e. the citing and the cited entities are published in the same journal);<b>[field "author_sc"]</b> it records whether the citation is an author self-citation (i.e. the citing and the cited entities have at least one author in common).<br>This version of the dataset contains:<br>1,271,360,867 citations;71,337,645 bibliographic resources.The size of the zipped archive is 32.06 GB, while the size of the unzipped CSV file is 206.7 GB.<br>Additional information about COCI can be retrieved in the official webpage.<br>
DOI: 10.6084/m9.figshare.14285334.v1
title: EFFECT OF EXERCISE WITH CONTINUOUS AND INTERMITTENT BLOOD FLOW RESTRICTION ON HEMODYNAMICS

description: ABSTRACT Introduction: Strength training with blood flow restriction (BFR) involves the use of low loads (20-30% of 1RM) with restriction of blood flow to promote gains in physical fitness. The restriction can be applied continuously or intermittently; however, it is unclear how it affects the hemodynamics of hypertensive women. Objective: To analyze the acute effect of resistance exercise (RE) on the upper and lower limbs with continuous and intermittent blood flow restriction (BFR) on the hemodynamic variables of women with hypertension. Methods: Thirteen women with controlled hypertension (40 to 65 years) underwent eight experimental protocols, with a randomized, counter balanced, crossover design; four exercise sessions for the right upper limb (elbow flexion) and four for the right lower limb (knee extension). The systolic arterial pressure (SAP), diastolic arterial pressure (DAP), and heart rate (HR) were measured before, during, immediately after and 15, 30, 45 and 60 minutes after the exercises. Results: There were no significant interactions between the protocols vs. segments vs. time, protocols vs. segments, protocols vs. time, segments vs. time, protocol, segment and time, on the variables SAP, DAP, and HR during and after the RE (p&gt;0.05). Although all these protocols had significantly elevated SAP, DAP and HR, the values remained within the normal range. The protocols of this study did not cause hypotensive effect. Conclusion: Low-load RE combined with continuous and intermittent BFR, on the upper and lower limbs, appears to promote similar variations in the hemodynamic variables of women with hypertension. Level of evidence II; Randomized clinical trial.
DOI: 10.17632/t93hjt6wg3
title: 3D Movie

description: Local olfactory nerve stimulation triggers patchy activation of columns across rat olfactory bulb
Israt Jahan, Lisa Kindler, Nicolas Reichardt, Hajime Suyama, Veronica Egger
DOI: 10.17632/vskgsgnwj8
title: Data for insights from detailed numerical investigation of 15 MW offshore semi-submersible wind turbine using aero-hydro-servo-elastic code

description: This dataset contains the input files to perform the time-domain coupled simulations described in our paper [1] to obtain the dynamic response of the recently released International Energy Agency 15 MW reference wind turbine [2] supported by UMaine Volturn US-S semi-submersible platform [3] using open-source code OpenFAST v2.4.0 [4]. We have carried out extensive simulations as per International Electrochemical Commission standards 61400-1 and 61400-3 to compute the design loads and response. Firstly, to obtain the full-system natural frequencies, linearization was carried out using OpenFAST (version pull 537). The data files for performing linearization are shared in the folder named 15MW_linearization. After performing linearization, the full-system natural frequencies were obtained using the multi-blade coordinate (MBC) transformation followed by eigenanalysis which is implemented in python code, pyMBC3 and is publicly made available in the Github repository [5]. To obtain the platform stiffness, damping, added mass, first and second order excitation forces, numerical simulation was carried out using ANSYS AQWA, boundary element method based solver. All the above parameters are computed with different wave angle of attacks (-30,0,+30). Static equilibrium analysis for checking the stability of the floating offshore wind turbine was carried out and the respective input data files are shared in the folder named 15MW_static. The dynamic analysis was carried out for design load cases (DLCs) power production (1.1, 1.3, 1.4, 1.5, 1.6), power production+fault (2.1, 2.3), parked (6.1, 6.2, 6.3), parked+fault (7.1). The data files for different DLCs are located in the folders named as 15MW_DLCXX_YY, where XX denotes the DLC serial number and YY denotes the wind velocity. Also, a readme text file describing the parameters used in all the simulations is shared. 
References
1)	Niranjan, R. and Ramisetti, S.B., 2022. Insights from detailed numerical investigation of 15 MW offshore semi-submersible wind turbine using aero-hydro-servo-elastic code. Ocean Engineering, 251, p.111024.
2)	Gaertner, E., Rinker, J., Sethuraman, L., Zahle, F., Anderson, B., Barter, G.E., Abbas, N.J., Meng, F., Bortolotti, P., Skrzypinski, W. and Scott, G.N., 2020. IEA wind TCP task 37: definition of the IEA 15-megawatt offshore reference wind turbine (No. NREL/TP-5000-75698). National Renewable Energy Lab.(NREL), Golden, CO (United States).
3)	Allen, C., Viscelli, A., Dagher, H., Goupee, A., Gaertner, E., Abbas, N., Hall, M. and Barter, G., 2020. Definition of the UMaine VolturnUS-S reference platform developed for the IEA Wind 15-megawatt offshore reference wind turbine (No. NREL/TP-5000-76773). National Renewable Energy Lab.(NREL), Golden, CO (United States).
4)	NREL, 2021b. OpenFAST. NREL, URL: https://github.com/OpenFAST/openfast.
5)	Ramisetti, S.B., 2020. pyMBC3: MBC3 in Python. URL: https://github.com/ramisetti/pyMBC3.
DOI: 10.25375/uct.22309117.v1
title: Characterisation of dust-sized coal particulates: Brunauer-Emmett-Teller (BET) specific surface area measurements

description: The data represented in this excel workbook contains the raw values from the BET surface area analysis. This includes the: (1) specific surface area (m^2/g), (2) pore volume, and (3) pore size in Angstrom.
DOI: 10.6084/m9.figshare.28641941.v1
title: Material complementario (Chile - México)

description: Material complementario
DOI: 10.6084/m9.figshare.5914528.v1
title: Supplementary Material for: Repeated Bioimpedance Measurements Predict Prognosis of Peritoneal Dialysis Patients

description: <b><i>Background:</i></b> Fluid overload is a major risk factor for mortality in patients undergoing peritoneal dialysis (PD). However, few studies have investigated the effect of chronic exposure to sustained fluid overload on long-term outcomes. <b><i>Method:</i></b> A total of 284 prevalent PD patients were included in this prospective study. Repeated multifrequency body composition analysis was performed 12 months apart, and 1-year cumulative chronic fluid overload were used to predict all-cause mortality and the risk for transfer to hemodialysis (HD) during the ensuing 15.6 ± 9.1 months. <b><i>Results:</i></b> The prevalence of fluid overload was approximately 27%. Interestingly, a substantial number of hypervolemic patients at first test were persistently hypervolemic at their second test. With this, chronic fluid overload was observed in 18.3% (<i>n</i> = 52). Notably, most of chronic fluid overload patients had diabetes (86.5%), and it was accompanied by concomitant changes in peritoneal membrane characteristics, a higher progression rate to high transporter. The risk of transfer to HD increased 2.8 times in patients with chronic fluid overload than in those without. Also, it significantly increased the risk of mortality (<i>p</i> = 0.038). Surprisingly, subgroup analysis found that patients with euvolemic status at follow-up experienced no mortality despite being in a fluid overload state at baseline. <b><i>Conclusions:</i></b> One-year chronic exposure to fluid overload is a strong independent risk factor for transfer to HD and death in prevalent PD patients. Although the fluid status of most PD patients is not easily changed over time, becoming euvolemic during the entire PD treatment period seems to be very important.
DOI: 10.6084/m9.figshare.21912804.v3
title: spatial_timeseries_climate

description: See README
DOI: 10.6084/m9.figshare.28768616.v1
title: data of East kolkata wetland.xlsx

description: East Kolkata Wetland is Ramsar Site in West Bengal, India. It has wide range of aquatic macrophyte diversity. The data will be helpful to explore floral diversity of East Kolkata Wetland.
DOI: 10.6084/m9.figshare.3528440.v1
title: Appendix D. A table showing the number of published references and total number of lines used in the meta-analysis for each combination of prey habitat domain and taxonomic class.

description: A table showing the number of published references and total number of lines used in the meta-analysis for each combination of prey habitat domain and taxonomic class.
DOI: 10.6084/m9.figshare.17068148.v1
title: Results of histopathological analysis

description: Results of histopathological analysis of dose escalation study of Oncaspar, L-asparaginase experiment at 4 day and 28 days time points.
DOI: 10.6084/m9.figshare.12580739.v1
title: Brightfield and Fluorescence Image Dataset for Fingerprint Samples

description: This dataset contains brightfield and fluorescence images of cells detected from fingerprints from 14 different contributors. Fingerprints were obtained by pressing finger or thumb onto a modified glass surface for 10 seconds. Prints were then stained with GelGreen using 200ul of a 3X dilution in sterile water. Each slide was incubated at 40degC for 30 minutes and rinsed with 2mL of water. Individual image files are labeled by sample ID, and magnification (10x or 40X). Brightfield and fluorescence images of the same field of view are labeled with consecutive numbers.<br>
DOI: 10.6084/m9.figshare.27987545.v2
title: Trian dataset

description: fashion clothing and robot semantic segmentation dataset
DOI: 10.6084/m9.figshare.7228274.v2
title: Visualizing User Interactions with Simulation Tools

description: In order to improve user experiences with simulation tools hosted by cyberinfrastructure, we endeavor to gain a better understanding of how users interact with tools. The dimensionality of these tools is often too large to be intuitively understood. This paper presents two contributions to the study of user behavior: the MEANDER algorithmfor visualizing sessions of user activity, and a scoring method ("searchiness") for characterizing a user's behavior along an axis of ``wildcatting'' vs. searching. The MEANDER algorithm uses graph heuristics to squash a high dimensional path of exploration into a (distorted) plane for rendering. The "searchiness'" score is built upon the same graph techniques.<br>
DOI: 10.17632/7rkmfs68j4
title: Data for: Medical Malpractice Liability and Physicians' Behavior: Experimental Evidence

description: These files contains raw data from all experimental sessions conducted as described in the paper "Medical Malpractice Liability and Physicians' Behavior: Experimental Evidence". The file "data JEBO-D-18-00838R1.csv" is a collection of raw files produced by the experimental software for each session. The file is provided in csv format. All variables follow the description provided in the data dictionary.
DOI: 10.17632/xc6c8xr564
title: Data for: A study on leading machine learning techniques for high order fuzzy time series forecasting

description: It contains the Time Series Datasets used and Simulation Results Obtained relating to this paper.
DOI: 10.6084/m9.figshare.24049200.v1
title: scFoundation:Large Scale Foundation Model on Single-cell Transcriptomics - processed datasets

description: This data repository contains the processed data used for scFoundation ablation, cell mapping, and gene module inference experiments.The source of the original data :https://figshare.com/articles/dataset/Precise_disease-state_identification_with_healthy_single-cell_references_-_processed_datasets_and_models/21456645https://data.mendeley.com/datasets/sm67hr5bpm/1https://github.com/CompBioT/SCAD