cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/724c998h9c
title: MoLa R8.7k InCar Dataset

description: This repository presents the dataset described in the article "A system for the generation of in-car human body pose datasets", published in Machine Vision and Applications (2019). The repository includes the complete real dataset used for training, validation and testing. To ease its use, a general README file is provided, explaining the structure of an individual sub-dataset. For evaluation indexing purposes, a .mat indexing file (MoLa R8.7K InCar Dataset) is provided for each of the sub-datasets (train, validation and test). For visualization purposes, a toolbox is provided in MATLAB code that reads the .mat indexing file, as well as the associated dataset folder (MoLa R8.7K InCar Dataset) and generates an animation with image and ground-truth.
DOI: 10.17632/9hjtpksb9v
title: Quantitative comparison of three main metabolites in leaves of coffea accessions
DOI: 10.17632/9v7v8ttn63
title: Internal and Relational Performance of Supply Chains in the Transitive Service Triads

description: The database for the study, presented at the 50th Western Decision Sciences Institute Conference in Hawaii held on April 5-8, 2022.
DOI: 10.17632/thv7y2swfd
title: Supplemental material

description: Supplemental tables to Neuropsychiatric diagnoses after isotretinoin initiation in pediatric acne patients: a retrospective cohort study published in the Journal of the American Academy of Dermatology.
DOI: 10.17632/9bnss55xpp
title: R FiBiCo script for: Targeting bioactive compounds in natural extracts - Development of a comprehensive workflow combining chemical and biological data

description: R FiBiCo script related to the publication : "Targeting bioactive compounds in natural extracts - Development of a comprehensive workflow combining chemical and biological data" This bioinformatics script (encoded with R Studio software) is based on the combination of four statistical models (Spearman, F-PCA, PLS, PLS-DA). After uploading a data matrix containing peak area information and associated bioactivity data (originating from a bioactive extract), it allows to generate of a “Super list” of potential bioactive compounds together with a predictive score. After defining the parameters in the first step corresponding to your own data (filepath, number of groups, colours, ..etc), select all lines (CTRL+A or CMD+A) and run all lines (CTRL+Enter).
DOI: 10.17632/bwdf6v5wgr
title: The collection of narratives on strategies, ethics and public response of COVID-19 national vaccination process written by members of scholarly association Navigating Knowledge Landscapes Network

description: The data collected in this dataset are narratives exploring public policies, attitudes, individual behaviors, and the collective experiences of the involved communities regarding vaccination during the COVID-19 pandemic. 
The narratives were written by the members of the interdisciplinary research network Navigating Knowledge Landscapes (NKL; http://knowledge-landscapes.hiim.hr/). The members of the network are scholars belonging to different research disciplines and the aim of the network is to explore and discuss the individual aspects of citizens’ navigation of (new) knowledge in the digital society. 
An invitation to participate in this study was sent to members of the network on May 5, 2021. First responses were received on May 13, 2021, while the last response (including updated versions) was received on July 21, 2021.  In total, 25 contributions were received from 27 scholars representing 17 countries (some scholars co-authored their contributions).  Each of them described strategies, ethics, and public response of COVID-19 national vaccination process in their country.
The scholars are coming from different academic background, but most of them are experts in Life Sciences, Sociology, Philosophy and Medicine.
The participants were asked to answer the following questions in their narratives by maximum 200-300 words per question: 

Part 1: The national vaccination program  
Describe the COVID-19 vaccination in your country: what were its strengths, main weaknesses, opportunities to improve it and threats to its success?   
Part 2: Public discourse and ethics 
How would you describe public responses to your country’s vaccination program? What is your impression on the various collective attitudes towards the vaccination program in your country? Were there any ethical issues or concerns around the vaccine program in your country? 
Part 3: Personal experience 
What is your personal experience, opinion or attitude regarding COVID-19 vaccination?  
No corrections or modifications were applied to the narratives, including no proofreading or
grammatical checks. The authors agreed that their narratives can be published under their full
name and affiliation, and the resulting collection used for research purposes. Ethical approval
for this study was obtained from The University of Edinburgh, Scotland, United Kingdom.
DOI: 10.6084/m9.figshare.21155188.v1
title: Supplementary Material for: circCELF1 Induces the Apoptosis and Autophagy of Astrocytes in Ischemic Stroke via Upregulating NFAT5

description: <b><i>Introduction:</i></b> Ischemic stroke, an abrupt blockage of artery, accounting for the most cases of stroke, causes high neurological mortality across the world. Recent evidence has uncovered that circular RNAs (circRNAs) highly engage in ischemic stroke-related neuronal injury. This study concentrated on a novel circRNA hsa_circ_0000304 (termed as circCELF1), trying to unveil its role and underlying mechanism in ischemic stroke. <b><i>Methods:</i></b> RT-qPCR and Western blot assays were conducted to detect the expression levels of RNA and protein, respectively. Functional analysis was performed to evaluate the influences of circCELF1 expression on astrocyte apoptosis and autophagy. Multiple mechanism assays were performed to probe the molecular mechanism underlying circCELF1 regulation. The oxygen-glucose deprivation/reoxygenation (OGD/R)-induced astrocytes model and transient middle cerebral artery occlusion (tMCAO) mouse model were constructed. <b><i>Results:</i></b> circCELF1 was found to be upregulated in OGD/R-induced astrocytes, relative to normal astrocytes. circCELF1 knockdown repressed the apoptosis and autophagy of astrocytes. The in vivo study conducted with the tMCAO model also revealed that circCELF1 or NFAT5 deficiency contributed to the suppression of neural injury. Further, circCELF1 was uncovered to elevate NFAT5 expression via recruiting DDX54, functionally promoting astrocyte apoptosis and autophagy. <b><i>Conclusion:</i></b> circCELF1 recruits DDX54 to upregulate NFAT5, by which astrocyte apoptosis and autophagy are stimulated.
DOI: 10.6084/m9.figshare.28823159.v2
title: CODERData2.1.0

description: Cancer Organoid Data
DOI: 10.17632/n76t439f65
title: GPVS-Faults: Experimental Data for fault scenarios in grid-connected PV systems under MPPT and IPPT modes

description: Overview The Grid-connected PV System Faults (GPVS-Faults) data are collected from lab experiments of faults in a PV microgrid system. There are 16 data files in ‘.mat’ and also ‘.csv’, each for one experiment scenario, including photovoltaic array faults; inverter faults; grid anomalies; feedback sensor fault; and MPPT controller faults of various severity. GPVS-Faults data can be used to design/ validate/ compare various algorithms of fault detection/ diagnosis/ classification for PV system protection and reactive maintenance. Description The faults were introduced manually halfway during the experiments. The high-frequency measurements are noisy; with disturbances and variations of temperature and insolation during and between the experiments; MPPT/IPPT modes have adverse effects on the detection of low-magnitude faults. After critical faults, the operation is interrupted and the system may shut-down; the challenge is to detect the faults before a total failure. We refer interested researchers to read and cite the following references for detailed descriptions of: - GPVS-Faults scenarios, experiments, and data collection procedures are described in [1] with results for comparisons. - System description, energy management system, control/ communication of the PV system are detailed in [2]. -The description of the static multiblock version of the fault detection algorithm was presented in [3]. References [1]. A. Bakdi, W. Bounoua, A. Guichi, S. Mekhilef, (2020). Real-time fault detection in PV systems under MPPT using PMU and high-frequency multi-sensor data through online PCA-KDE-based multivariate KL Divergence. International Journal of Electrical Power & Energy Systems. [2]. A. Guichi, A. Talha, E. M. Berkouk, S. Mekhilef, S. Gassab, (2018). A new method for intermediate power point tracking for PV generator under partially shaded conditions in hybrid system. Sol. Energy. 170, 974-987. https://doi.org/10.1016/j.solener.2018.06.027. [3]. A. Bakdi, W. Bounoua, S. Mekhilef, L. M. Halabi, (2019). Nonparametric Kullback-divergence-PCA for intelligent mismatch detection and power quality monitoring in grid-connected rooftop PV. Energy, 116366. https://doi.org/10.1016/j.energy.2019.116366. Structure GPVS-Faults data files are labelled as “Fxy”, where: x∈{0,1,…,7} represents the fault scenario: '0' is a fault-free experiment. '1',…,'7' are the 7 types of faults. y∈{'L','M'} is the operation mode: 'L' is Limited power mode (IPPT) 'M' is Maximum power mode (MPPT) e.g. “F4M” is fault F4 in MPPT mode, “F1L” is fault F1 in IPPT mode. Each data file includes the following columns: Time: Time in seconds, average sampling T_s=9.9989 μs. Ipv: PV array current measurement. Vpv: PV array voltage measurement. Vdc: DC voltage measurement. ia, ib, ic: 3-Phase current measurements. va, vb, vc: 3-Phase voltage measurements. Iabc: Current magnitude. If: Current frequency. Vabc: Voltage magnitude. Vf: Voltage frequency.
DOI: 10.17632/pbnc4zhcwd
title: Transcription-mediated supercoiling regulates genome folding and loop formation - Neguembor et al
DOI: 10.6084/m9.figshare.670612.v1
title: Lecture slides on how to interface Netlogo and R

description: lecture notes from the DublinR meetup evening 3/4/2013
DOI: 10.17632/8w8jxfp7dw
title: Data for: Effective Techniques to Energy Reduction for Multiprocessor Architectures

description: Code to our research work.
DOI: 10.17632/kw2gfkphzx
title: Data for: Log Data-Driven Model and Feature Ranking for Water Saturation Prediction Using Machine Learning Approach

description: It is helped to estimate water saturation.
DOI: 10.6084/m9.figshare.19499453.v1
title: patches and local annotations, slide 097, zoom 248x248 um2

description: patches and local annotations: data for slide with ID of the last 3 characters of the file name: local annotations in csv format and a folder with patches at zoom level indicated at the 6th character of the file name
DOI: 10.17632/rmj9p3xpfy
title: Use of technology in endodontics by undergraduate dental students in a southeastern state of Brazil

description: Abstract: Introduction: This study aimed to determine the level of incorporation of current technologies for endodontic treatment in undergraduate dentistry courses in a southeastern state of Brazil. Methods: For data collection, a self-assessment-based online questionnaire was created using the “Google Forms” platform, consisting of 12 multiple-choice and a few open-ended questions. The questions were related to the use of current technologies for diagnosis, imaging, use of ultrasonics in endodontics, instrumentation, use of apex locator, microscopy, photodynamic therapy, and thermoplastic techniques during endodontic treatment. The questionnaire was sent to 54 dental schools in Minas Gerais. Results: The results show low technological incorporation during the various stages of endodontic treatment by undergraduate students in dentistry courses in Minas Gerais. Conclusion: Despite the availability of several technologies to help perform different stages of endodontic treatment, it was observed that most universities do not teach the use of these technologies. Additional studies are needed to correlate how the lack of incorporation of these technologies could impact on the quality of the endodontic learning for undergraduate students Keywords: endodontics; root canal therapy; technology.
DOI: 10.17632/xm327j3brn
title: On the visibility of GP-zones in 6xxx Al alloys in atomic1 LAADF-STEM

description: Raw data
DOI: 10.6084/m9.figshare.25143959.v2
title: data.xlsx

description: Dataset
DOI: 10.17632/4xk8c2zhxt
title: Deletion of the imprinted gene Plagl1 activates the proliferative and regenerative capacity of mammalian Müller glia

description: To determine whether Plagl1 has an essential role in the postnatal retina, we used Plagl1+/-pat mice carrying a silenced maternal allele and a null mutation in the expressed paternal allele; these mice were previously confirmed to lack Plagl1 expression in various tissues, including the embryonic retina. Dysmorphologies were observed in Plagl1+/-pat retinas that phenocopied observations made in various mutant mice with underlying Müller glia defects.  We thus examined Plagl1+/-pat retinas for signs of reactive gliosis, a stress-induced Müller glia response associated with cellular hypertrophy and increased expression of ERK signaling and reduced expression of Glul expression. In Figure 3 Western blots, we show the loss of Plagl1 induces Müller glia gliosis. (E) Western blotting for pERK in P14 wild-type and Plagl1+/-pat retinas showing increase in pERK protein levels. N=6 for both wild-type and Plagl1+/-pat retinas. (F) Western blotting for Glul in P14 wild-type and Plagl1+/-pat retinas showing decrease of Glul protein levels. N=6 for both wild-type and Plagl1+/-pat retinas.
DOI: 10.21233/gvs2-wf38
title: Beijing ostracode surface sample dataset

description: Raw data for the Beijing ostracode surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/8sbvv443wk
title: Askö Field Experiment Data 2023-05

description: This dataset consists of unprocessed logs from the field experiments behind the paper "Experimental Assessment of a JANUS-Based Consensus Protocol" [submitted to ComNet], and formatted results from the same field experiments. The logs were generated by active software agents on UnetStack, which is the platform that all modems ran on.
The first two experiments were made to verify the protocol being tested. The third experiment studied the effect of transmission power on the performance. The final experiment used two concurrent processes and studied inter-process interference.
Lines written by ConsensusAgentWUW are the most meaningful to understand the results, because they report correctly received packets that the protocol uses.
The formatted results provide final opinions on state variables (Delay, Doppler, Noise), but also packet delivery statistics, and time elapsed.
Refer to Wengle's GitHub repo (related link) for the source code of all agents used.
DOI: 10.6084/m9.figshare.21314982.v1
title: Database - Reliability and validity of the Polish Version of Communication and Symbolic Behavior Scales

description: Database - Reliability and validity of the Polish Version of Communication and Symbolic Behavior Scales. <br> More info at article Reliability and validity of the Polish Version of Communication and Symbolic Behavior Scales (Sobieski et al.)
DOI: 10.6084/m9.figshare.24807630.v1
title: <b>Supplemental Table S3. </b>The value of hematological parameters for cows in HIGH and LOW group.

description: hematological parameters
DOI: 10.17632/3cdj6vfr4y
title: LIVERSCANPLUSPLUS

description: The LIVERSCANPLUSPLUS - v17 dataset addresses this need by providing a standardized, annotated, and augmented collection of liver lesion images. Created an end-to-end computer vision platform, this dataset is designed to facilitate research in medical imaging and computer vision. It is publicly available and includes detailed annotations, pre-processing, and augmentation to support the development of accurate and generalizable models. The LIVERSCANPLUSPLUS - v17 dataset consists of 822 images annotated for liver lesion detection. The dataset is divided into three subsets for training, validation, and testing, as shown in Table 1.
Table 1: Dataset Splits
Subset Percentage Number of Images Purpose
Training Set 87% 717 Model training and parameter tuning
Validation Set 9% 70 Hyperparameter optimization
Test Set 4% 35 Final model evaluation
DOI: 10.17632/hzf2fpndpt
title: Validated high resolution (12.5m) DEM for Sri Lanka

description: The dataset was generated using ALOS Radiometrically Terrain Corrected (RTC) products, utilizing data collected from 2006 to 2009. Provided in GeoTiff format with a 12.5 m spatial resolution and signed 16-bit pixel depth, the dataset is projected in WGS 1984 UTM Zone 44N. Processed using the EGM96 datum, the data includes conversion from ellipsoidal to orthometric heights. Post-conversion, the data was processed to fill voids, and the Root Mean Square Error (RMSE) was calculated to validate it against the SRTM 1 arc sec DEM, LiDAR-derived DEMs, and Photogrammetric Digital Data from the Survey Department of Sri Lanka, resulting in RMSEs of 4.2 m, 6.2 m, and 5.8 m, respectively. 
To facilitate easy downloading, the validated DEM was clipped into 44 tiles. Please refer to the map (1_Tiles.jpg) provided with the dataset to access the data as required.
DOI: 10.5281/zenodo.14320496
title: Sylph metagenome profiler taxonomy metadata files: v1.0.0

description: Taxonomy metadata files for the sylph metagenome profiler. Initial zenodo release after switching to sylph-tax commandline interface.
DOI: 10.5281/zenodo.15314244
title: Sylph metagenome profiler taxonomy metadata files: v1.0.0

description: Taxonomy metadata files for the sylph metagenome profiler. Initial zenodo release after switching to sylph-tax commandline interface.
DOI: 10.17632/jgsz943d2v
title: Cow and camel milk derived whey and casein protein  hydrolysates demonstrated effective antifungal properties  against selected Candida species

description: The supplementary data shows the Antifungal activity according to optical density at 600 nm of cow and camel whey ans casein derived hydrolysates against C. albicans, C. krusei. and C. parapsilopsis (Table S1 to S12).
DOI: 10.17632/m8rjm96zv7
title: Python Code for Type I, II, and III Errors with Excel Data

description: Python Code for Type I, II, and III Errors with Excel Data
Here is the complete code for simulating and analyzing statistical errors, along with exporting data to an Excel file:
DOI: 10.17632/nz4g5kz766
title: Data on spray-drying microencapsulation of Schinus terebinthifolius essential oil

description: Schinus terebinthifolius Raddi has been extensively studied due to its phamaceutical and insecticide properties. 
Microencapsulation by spray-drying is widely used in the food and drug industries, as well as in the microencapsulation of essential oils, since it protects the oils against several effects, such as oxidation and thermal degradation, thus optimising its use. 

The data presented include parameters for the production of essential oil microparticles using maltodextrin (MD), arabic gum (AG) as encapsulating agents and silicon dioxide (SiO2) as the dispersing agent. The microencapsulating agents and the spray-drying technique produced microcapsules capable of protecting the essential oil against external effects, such as thermal degradation. In the second worksheet of the file, it is possible to observe the measurements of the diameters of 250 microparticles and the calculation of the histogram that indicates the size average of the microparticles formed.
The third and fourth worksheets of the file contain data from thermogravimetric analyses of microparticles with and without oil, respectively. The fifth and sixth worksheets contains images of the microparticles obtained by Scanning Electron Microscopy (SEM) and Scanning Electron Microscopy-Energy Dispersive Spectroscopy (SEM-EDS) analyses, respectively .
The described formulation and characterisation can be used as support for research work in the pharmaceutical, textile and agronomic food technology areas that use essential oils in their products.
DOI: 10.17632/52zczsvdhw
title: Supplemental Questions and Answers

description: Questions with answers from the American College of Mohs Surgery, ChatGPT-4, and Google Gemini used in the patient survey for the study entitled: Patients Prefer Artificial Intelligence Large Language Model Generated Responses to Those Prepared by the American College of Mohs Surgery: A Double-Blinded Comparative Study of ChatGPT and Google Gemini
DOI: 10.17632/hfdk729xkb
title: DATASET OF STUDENTS’ ABILITY AND EFFORT, INTELLECTUAL SKILL, HIGH SCHOOL EVALUATION, ACADEMIC SUPPORT, EMOTIONAL SKILL, LEARNING ENVIRONMENT, AND LEARNING ACHIEVEMENT ON ACCOUNTING

description: The data represent the factors determining of 220 students’ learning achievement in Introduction to Accounting courses in Indonesian universities. The data were collected by closed-ended questionnaires that were distributed to students in public and private universities in Indonesia using purposive sampling method.
DOI: 10.17632/srn8f3g3gb
title: A program for calculating the structure factors of liquid metals and binary liquid alloys

description: Title of program: AVA Catalogue Id: ACKT_v1_0 Nature of problem This program computes the structure factor of liquid metals and binary liquid alloys. Versions of this program held in the CPC repository in Mendeley Data ACKT_v1_0; AVA; 10.1016/0010-4655(81)90128-4 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.6084/m9.figshare.1263501.v8
title: Laser Printer Attribution: Exploring New Features and Beyond

description: Dataset of the paper Laser Printer Attribution:<br>Exploring New Features and Beyond
DOI: 10.17632/7zskzcd24p
title: Coastal-inland divergence and postglacial expansion in the populations of the orchid bee Euglossa annectans

description: This is the microsatellite dataset in the paper published in Journal of Apicultural Research. The dataset is stored as STRUCTURE software input (see the publication for methodological details).
DOI: 10.17632/phkdz37pn3
title: SUCCESS IN YORUBA ORAL POETRY: IMPACT OF PUPILS' PERSPECTIVES

description: Abstract: 
This research examined the connection between pupils’ disposition and performance in Yoruba oral poetry among public primary school students in Ona-Ara Local Government Area, Oyo State. A survey research design was employed, with 250 primary five pupils selected randomly from five public schools (50 pupils per school). Data collection utilized a Yoruba Oral Poetry Questionnaire (reliability coefficient = 0.81) and a Yoruba Oral Poetry Achievement Test (reliability coefficient = 0.82). Results indicated a significant positive relationship (r = .66, p &lt; 0.05) between attitude and performance. Pupils with favorable dispositions scored higher (mean = 42.9) than those with unfavorable dispositions (mean = 16.8). Influencing factors included interest in Yoruba culture, instructional methods, and parental encouragement. The study highlights the importance of fostering a positive attitude to enhance performance in Yoruba oral poetry. It recommends innovative teaching approaches, cultural relevance, and parental involvement to improve pupils’ engagement and achievement.
DOI: 10.6084/m9.figshare.878016.v1
title: Immigrant Diversity

description: Examination of the extent to which the immigrant population has become more diverse, using data from Switzerland as an example. Nationality is used as the basis, and diversity is expressed using the Herfindahl index. Considers changes between 1850 and 2010.