cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/6h62wp97kj
title: A Dataset of Cybersecurity Study Program and Courses Detail Description in Europe including the ENISA Skill Roles Description for Analyzing the Alignment between the Courses and Skill in Cybersecurity Area

description: 1. Course Detail Description
This dataset provides detailed information about various courses, including:

Course ID: A unique identifier for each course.
Course Title: The name of the course.
Course Description: A detailed description of what the course covers, including its objectives and the key topics it addresses.
This dataset also maps each course ID to the corresponding University Name and Study Program through other related datasets. The study programs have been abbreviated to simplify visualization and analysis.

2. ENISA Skill Set
This dataset, based on the ENISA framework, outlines a comprehensive set of skills relevant to cybersecurity professionals. It includes:

Skill Categories: Broad categories representing areas such as cybersecurity operations, compliance, auditing, and threat intelligence.
Skill Descriptions: Detailed phrases describing specific skills and expertise required in the field of cybersecurity. These may include technical skills like "penetration testing" and "vulnerability assessment," as well as more strategic skills like "risk management strategies" and "cybersecurity standards."

3. Extracted Skills
The extracted_skill file contains of the result of extracted skill from the profiles and courses description. It include Commons_Skill and Spesialized_Skill.

4. final combined
the final_combined file contains of a concatenated original description with extracted skill, the original description only and the extracted skill which already finishes a process of preprocessing.

5. Skill Phrases
The skill_phrases.txt file contains a list of manually extracted phrases representing various skills needed in cybersecurity. These phrases were derived from the ENISA Skill Set dataset and serve as annotations to both the Course Detail Description and the Skill Set. They cover a wide range of competencies, including:

Technical Skills: Such as "malware analysis," "penetration testing," and "cybersecurity simulations."
Strategic Skills: Such as "cybersecurity strategy," "risk management," and "compliance auditing."
These skills provide a granular understanding of the expertise required for different cybersecurity roles.

6. Task Phrases
The task_phrases.txt file includes manually extracted phrases that describe specific tasks or responsibilities in the field of cybersecurity. Like the Skill Phrases, these were derived from the ENISA Skill Set and serve as annotations for both the Course Detail Description and the Skill Set. These tasks include:

Operational Tasks: Such as "monitor effectiveness," "conduct ethical hacking," and "implement controls."
Strategic Tasks: Like "develop risk management strategies," "evaluate vulnerabilities," and "organize test plans."
These phrases offer insight into the actions and activities that professionals are expected to carry out in their cybersecurity roles
DOI: 10.17632/ym29hf5mvn
title: cow's milk database - FASTA format

description: Full length protein sequences in FASTA format of cow's milk allergens - including α S1 casein (9 natural variants), α S2 casein (3 natural variants), β casein (13 natural variants), κ casein (13 natural variants), β lactoglobulin (11 natural variants), α lactalbumin (2 natural variants), Serum albumin (8 variants)
DOI: 10.6084/m9.figshare.13123148.v1
title: Human EEG Dataset for Brain-Computer Interface and Meditation

description: This database includes the de-identified EEG data from 62 healthy individuals who participated in a brain-computer interface (BCI) study. All subjects underwent 7-11 sessions of BCI training which involves controlling a computer cursor to move in one-dimensional and two-dimensional spaces using subject’s “intent”. EEG data were recorded with 62 electrodes. In addition to the EEG data, behavioral data including the online success rate of BCI cursor control are also included.<br>This dataset was collected under support from the National Institutes of Health via grants AT009263, EB021027, NS096761, MH114233, RF1MH to Dr. Bin He. Correspondence about the dataset: Dr. Bin He, Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, PA 15213. E-mail: bhe1@andrew.cmu.edu <br>This dataset has been used and analyzed to study the learning of BCI control and the effects of mind-body awareness training on this process. The results are reported in: Stieger et al, “Mindfulness Improves Brain Computer Interface Performance by Increasing Control over Neural Activity in the Alpha Band,” Cerebral Cortex, 2020 (https://doi.org/10.1093/cercor/bhaa234). Please cite this paper if you use any data included in this dataset.<br>
DOI: 10.6084/m9.figshare.13138811.v1
title: Dataset of "Soil element coupling is driven by ecological context and atomic mass"

description: Dataset of "Soil element coupling is driven by ecological context and atomic mass", Ecology Letters
DOI: 10.6084/m9.figshare.9859295.v1
title: Barry Island system

description: 1) Test data of the Barry Island system composed of a 9-bus power distribution network and a 32-node district heating network. <br>2) Refer to the following dissertation. X. Liu, J. Wu, N. Jenkins, and A. Bagdanavicius, “Combined analysis of electricity and heat networks,” <i>Appl. Energy, </i>vol. 162, pp. 1238-1250, Jan. 2016. <br> 3) Refer to my research work "Probabilistic Forecast-Based Multistage Robust Unit Commitment for Multi-Carrier Energy Systems" if published online.
DOI: 10.17632/ttjr6g88rx
title: 24-hour hemodynamic and stiffness parameter data in smoking and non-smoking volunteers

description: The brachial diastolic (DBPbr) and systolic blood pressure (SBPbr), heart rate (PULSE), aortic systolic blood pressure (SBPao), aortic augmentation index (AIXao), brachial augmentation index (AIXbr) and pulse wave velocity (PWV) were recorded and mean arterial pressure (MAP) and pulse pressure (PP) were calculated in every 20 minutes during waking and in every 40 minutes during sleeping hours with an oscillometric device. Volunteers abstained from smoking during the first 24 hours and were allowed to smoke during the second 24 hours (at least 10 cigarettes). Afterwards, data was obtained with the same method from 10 healthy, non-smoker, age-matched and BMI-matched volunteers. All participants abstained from alcohol-containing beverages and physical exertion outside normal daily activities during the examined period. Day and night periods were adjusted individually. Invalid data were eliminated resulting in an average of 46 remaining values per day per parameter. In the dataset nighttime hours were highlighted with grey and a thick black line represented the end of the first (non-smoking) day among light smokers.
DOI: 10.6084/m9.figshare.9762731.v1
title: Valid Inference Corrected for Outlier Removal

description: Ordinary least square (OLS) estimation of a linear regression model is well-known to be highly sensitive to outliers. It is common practice to (1) identify and remove outliers by looking at the data and (2) to fit OLS and form confidence intervals and <i>p</i>-values on the remaining data as if this were the original data collected. This standard “detect-and-forget” approach has been shown to be problematic, and in this paper we highlight the fact that it can lead to invalid inference and show how recently developed tools in selective inference can be used to properly account for outlier detection and removal. Our inferential procedures apply to a general class of outlier removal procedures that includes several of the most commonly used approaches. We conduct simulations to corroborate the theoretical results, and we apply our method to three real data sets to illustrate how our inferential results can differ from the traditional <i>detect-and-forget</i> strategy. A companion R package, outference, implements these new procedures with an interface that matches the functions commonly used for inference with lm in R.
DOI: 10.25452/figshare.plus.21215246.v2
title: THINGS-data: MEG preprocessed dataset

description: Preprocessed version of the MEG dataset. <br> Part of THINGS-data: A multimodal collection of large-scale datasets for investigating object representations in brain and behavior <br> See related materials in Collection at: https://doi.org/10.25452/figshare.plus.c.6161151
DOI: 10.6084/m9.figshare.25429312.v1
title: Database

description: Google searches of sensitive terms
DOI: 10.6084/m9.figshare.27129807.v1
title: Ensemble modeling of aquatic plant invasions and economic cost analysis in China under climate change scenarios

description: <i>Pistia</i><i> stratiotes</i>,<i> </i><i>Eichhornia</i><i> crassipes</i>, <i>Alternanthera</i><i> philoxeroides</i>, and <i>Cabomba</i><i> caroliniana</i> are officially recognized as invasive aquatic plants in China. Accurately predicting their invasion dynamics under climate change is crucial for the future safety of aquatic ecosystems. Compared to single prediction models, ensemble models that integrate multiple algorithms provide more accurate forecasts. However, there has been a notable lack of research utilizing ensemble models to collectively predict the invasive regions of these four species in China. To address this gap, we collected and analyzed comprehensive data on species distribution, climate, altitude, population density, and the normalized difference vegetation index to accurately predict the future invasive regions and potential warnings for aquatic systems concerning these species. At the same time, we analyzed the economic losses caused by these four aquatic plants in China.
DOI: 10.26180/5f30df5feb9fe
title: Raw data tensile

description: Raw data of tensile strength measurements
DOI: 10.6084/m9.figshare.11359538.v1
title: Buxus sempervirens chorology

description: Distribution map of European box (<i>Buxus sempervirens</i>)<br><br>These maps were produced by combining numerous and heterogeneous data collected from atlas monographs providing complete species distribution maps, from national to regional atlases, occurrence geo-databases, scientific and grey literature.<br>The maps were created using ESRI shapefiles (*.shp, *.shx, *.dbf, *.prj files) archived in the ZIP file. Species range is mapped with polygon features (name suffix "plg"), which define continuous areas of occupancy of the species, and with point features (name suffix "pnt"), which identify more fragmented and isolated populations. If synanthropic occurrences are reported outside the species natural range, additional point and/or polygon shapefiles are also present (suffix "syn").<br>Polygon borders delimiting species ranges are generalized across the mainland and sea boundaries. This offers the possibility to mask sea areas or to clip and extract the terrestrial range parts using GIS data layers of the users' choice. An additional version of polygon ranges are clipped with a coastline (name suffix "clip"), which have been derived from Natural Earth dataset "Admin 0 - Countries" 1:50M version 4.1.0 (https://www.naturalearthdata.com).<br><br>Please cite as:<br>Caudullo, G., Welk, E., San-Miguel-Ayanz, J., 2017. Chorological maps for the main European woody species. Data in Brief 12, 662-666. DOI: doi.org/10.1016/j.dib.2017.05.007<br><br>Additional information and used references are on 'supplementary materials' document:<br>https://doi.org/10.6084/m9.figshare.5091901<br><br>Chorological maps are part of the "European Atlas of Forest Tree Species" project:<br>https://w3id.org/mtv/FISE-Comm/v01<br><br>
DOI: 10.6084/m9.figshare.15073845.v1
title: Creation and Validation of the Picture-Set of Young Children’s Affective Facial Expressions (PSYCAFE) - dataset

description: PSYCAFE represents a newly developed picture-set of children’s faces. It includes reference portraits of girls and boys aged 4 to 6 years averaged digitally from different individual pictures, that were categorized to six basic affects (fear, disgust, happiness, sadness, anger and surprise) plus a neutral facial expression by cluster analysis. This procedure led to deindividualized and affect prototypical portraits. Individual affect expressive portraits of adults from an already validated picture-set (KDEF) were used in a similar way to create affect prototypical images also of adults. The stimulus set has been validated on human observers and entail emotion recognition accuracy rates and scores for intensity, authenticity and likeability ratings of the specific affect displayed
DOI: 10.6084/m9.figshare.26566646.v1
title: Additional file 3 of De novo transcriptome assemblies of C3 and C4 non-model grass species reveal key differences in leaf development

description: Additional file 3: Results of Gene Ontology (GO) enrichment analyses.
DOI: 10.17605/osf.io/5ny8v
title: Loot Box: a Gambling-Like Mechanism Aggravates Gaming Addiction

description: Previous research found that this gambling-like mechanism correlates with excessive gaming and rarity in gambling was correlated to stronger emotional and physiological arousal. Therefore, this study is aimed to explore how individuals’ loot box opening behaviour in video games. This study used the single-factor between-subjects design and conducts behavioural experiments to study the differences in the length of gaming time and the number of item acquisition behaviour under different item acquisition methods (purchase, opening loot box with common items, and opening loot box with rare items) in the game.
DOI: 10.17632/pydccyf54m
title: Anifrolumab and Dermatomyositis

description: The purpose of this systematic review was to evaluate the potential of anifrolumab as a novel treatment for dermatomyositis. 
We searched the PubMed, Embase, and Cochrane libraries for articles related to anifrolumab and dermatomyositis. Of the 50 articles screened, six met the criteria for inclusion (Figure 1). The 2009 Oxford levels of evidence were used to evaluate the quality of all articles included (Mendeley supplementary table 1).
DOI: 10.6084/m9.figshare.21395061.v1
title: Systematic Comparison of Experimental Crystallographic Geometries and Gas-Phase Computed Conformers for Torsion Preferences

description: Raw datafiles for "Systematic Comparison of Experimental Crystallographic Geometries and Gas-Phase Computed Conformers for Torsion Preferences" <br> Includes subsets from: - ZINC - Platinum - Crystallographic Open Database (COD) - Pitt Quantum Repository - PubChemQC <br> In all cases, the XYZ file represents the lowest-energy gas-phase conformer computed by CREST / GFN2, sometimes with an associated SDF / Mol file - sometimes with different atom ordering and bonding.
DOI: 10.17632/fk9whcw3pp
title: Mitochondrial genomes illuminate the evolutionary history of the Western honey bee (Apis mellifera)

description: Western honey bees (Apis mellifera) are one of the most important pollinators of agricultural crops and wild plants. Despite the growth in the availability of sequence data for honey bees, the phylogeny of the species remains a subject of controversy. Most notably, the geographic origin of honey bees is uncertain, as are the relationships among its constituent lineages and subspecies. We aim to infer the evolutionary and biogeographical history of the honey bee from mitochondrial genomes. Here we analyse the full mitochondrial genomes of 18 A. mellifera subspecies, belonging to all major lineages, using a range of gene sampling strategies and inference models to identify factors that may have contributed to the recovery of incongruent results in previous studies. Our analyses support a northern African or Middle Eastern origin of A. mellifera. We show that the previously suggested European and Afrotropical cradles of honey bees are the result of phylogenetic error. Monophyly of the M, C, and O lineages is strongly supported, but the A lineage appears paraphyletic. A. mellifera colonised Europe through at least two pathways, across the Strait of Gibraltar and via Asia Minor.
DOI: 10.6084/m9.figshare.28057937.v1
title: Data for: Future Dreams of Electric Sheep: Case study of a Precognitive Lucid Dreamer with AI Scoring

description: This is a data repository for a case study on lucid dreaming precognitive targets.
DOI: 10.6084/m9.figshare.28524587.v1
title: vOTUs assembled from the sediments of thermokarst lakes on the Tibetan Plateau

description: viral contigs longer than 3 kb or circular
DOI: 10.17632/6wg66rd9tw
title: Ranaldo_Santucci_de_Magistris_JFE_2022

description: The .rar file called Upload_JFE contains  MATLAB files to replicate the results of Ranaldo and Santucci de Magistris (JFE, 2022).

The MATLAB files are divided into folders, referring to various tables and figures in the manuscript.

The folder "_mfiles" contains .m script files with functions useful for running the codes.

Unfortunately, the empirical analysis makes use of CLS data that property of CLS Co. and at this stage we don't have the permission to distribute them.
DOI: 10.6084/m9.figshare.1114804.v1
title: Program to detect start and end positions of exons in multiple sequence alignment.

description: The program in c++ detects start and end positions of exons / transcripts in multiple sequence alignment of genomic sequences of genes and transcripts of mammals on the basis of human transcripts.
DOI: 10.6084/m9.figshare.14716491.v1
title: Supplementary Material for: Metabolic Dynamics in the Prefrontal Cortex during a Working Memory Task in Young Adult Smokers

description: <b><i>Introduction:</i></b> Cigarette smoking is known to modulate brain metabolism and brain function. How the dynamics of these metabolic alterations influence the active performance of higher order cognitive tasks in smokers, compared to non-smokers, is still unclear. The present exploratory study sought to examine the impact of smoking on the “complete” metabolic profile while the participants performed a working memory (N-back) task. <b><i>Methods:</i></b> The study sample consisted of 40 young male healthy participants (smokers [<i>n</i> = 20] and non-smokers [<i>n</i> = 20]). Functional magnetic resonance spectroscopy data were acquired using a 3 T whole-body MR system. Data analysis was performed using Java-based Magnetic Resonance User Interface software, and metabolite ratios with respect to creatine (Cr) were calculated. <b><i>Results:</i></b> On a behavioural level, smokers showed worse performance (measured by d’) than non-smokers. However, we observed significant differences in the metabolite concentrations in smokers compared to non-smokers, which also changed over the course of the N-back task. A significant effect of the group was observed with smokers showing lower glutamate/Cr (Glx/Cr) and choline/Cr (Cho/Cr) ratios than non-smokers. Further, N-acetyl aspartate (NAA/Cr) and Cho/Cr ratios were significantly different during the rest and the task conditions. In addition, our results demonstrated the metabolite interactions (NAA and Cho, Glx and myo-inositol [mI], and Cho and mI). <b><i>Conclusion:</i></b> Further studies are necessary to shed more light on the association between smoking behaviours and metabolic alterations. However, our preliminary findings would assist in this future research to have a complete understanding of the metabolite interactions not only in smoking but also in addiction research.
DOI: 10.6084/m9.figshare.15163725.v1
title: Melioidosis- A 5-year review from a single institution in Pondicherry

description: Three tables and 96 references have been added to this dataset.The original article contains the fourth table and only 20 references
DOI: 10.6084/m9.figshare.17080700.v1
title: Soil physical and chemical properties.xlsx

description: 细菌群落的香农-维纳多样性指数，<i>D</i>：细菌群落的辛普森多样性指数，SOM：土壤有机质，SWC：土壤含水量，TN：土壤总氮，TP：土壤总磷，DW： 草料产量的干重，WUG：地下生物量的干重。
DOI: 10.6084/m9.figshare.24012453.v1
title: data for 08_time_walk_decoding

description: see repo for info
DOI: 10.6084/m9.figshare.5028857.v1
title: Input and output from DALTON calculations

description: .mol and .pot input files and logs to use with DALTON to reproduce the numbers used in this study<br><b>m1</b>: (+)-isoterrein<br><b>m2</b>: (-)-terrein<br><b>m3</b>: (+)-isoterrein<br><b>m4</b>: (-)-terrein<br><br>The snapshots are numbered according to the following (not so obvious scheme):<br>File structure is:m?/m?_XXXX_pcseg-2.mol<br>where m? refers to either m1, m2, m3 or m4 and XXXX is the snapshot number used. The snapshot number uses the following not-so-obvious naming convention:<br>ending in XXX0 are extracted at 500ns<br>ending in XXX9 are extracted at 1000 nsending in XXX8 are extracted at 1500 nsending in XXX7 are extracted at 2000 nsending in XXX6 are extracted at 1250 nsending in XXX5 are extracted at 1750 ns
DOI: 10.17632/82pgy2k6sk
title: Design Creativity Raw EEG Recordings - Loosely Controlled Modified TTCT-F Creativity Experiments

description: This dataset contains raw EEG signals recorded from 28 participants during design creativity experiments. The preprocessed version of these EEG signals has been uploaded as a separate dataset in Mendeley Data. More information and a detailed explanation can be found in the dataset, including the preprocessed version. The Preprocessed EEGs can be found at: Zangeneh Soroush, Morteza; Zhao, Mengting; Jia, Wenjun; Zeng, Yong (2023), “Design Creativity: EEG Dataset in Loosely Controlled Modified TTCT-F Creativity Experiments”, Mendeley Data, V1, doi: 10.17632/24yp3xp58b.1 https://data.mendeley.com/datasets/24yp3xp58b/1 The present dataset comprises electroencephalography (EEG) signals captured while participants engaged in creativity tasks. This study involved 29 graduate students, all of whom were right-handed, possessed normal or corrected-to-normal vision, reported sound mental health, and had no history of medical or psychiatric conditions or treatments. The EEG cap placement conformed to the 10-10 international standard system, and EEG signals were recorded using a 64-channel BrainVision actiCHamp, sampled at a frequency of 500 Hz. The creativity experiments were based on a modified version of the figural Torrance Test of Creative Thinking (TTCT-F). In each experiment, participants were presented with three incomplete sketches. They were tasked with three distinct creativity exercises for each sketch: idea generation, idea evolution, and idea evaluation. During the idea generation phase, participants were instructed to intuitively complete a sketch, guided by their initial impression of the image. The idea evolution (IDE) task required participants to create a drawing that markedly differed from the initial sketch. In the idea evaluation (IDR) phase, they assessed the difficulty encountered in both the idea generation and evolution tasks in terms of thinking and drawing. All tasks were self-paced and open-ended, with a maximum duration of three minutes. Additionally, rest periods (RST1 and RST2) of three minutes were incorporated at the start and end of each experiment session. The raw EEGs (this dataset) are neither pre-processed nor segmented. Interested researchers can use these signals to implement their proposed EEG analysis and preprocessing methods. We aimed to contribute to the creation of a more robust and dynamic scientific environment where data can be fully explored and utilized for the advancement of the field. Raw data access would allow other researchers to perform different preprocessing approaches, validate the methodologies, and ensure that the data remains applicable for future studies employing emerging analytical techniques.
DOI: 10.6084/m9.figshare.11962527.v1
title: L2 Section, Sample 12. 60 Year Old Female

description: A 3 mm thick para-sagittal slice of L2 vertebra from an 60 year old female embedded in PMMA then micro-milled block surfaces carbon coated for quantitative 20kV BSE SEM.<br><br>Later polished to remove coating and then imaged with high-contrast X-Ray Micro-tomography at 90 kV with 30 micron voxel size.
DOI: 10.6084/m9.figshare.23796621.v1
title: Supplemental table 1

description: <b>“</b>KEGG” pathway analysis with a background reference gene list comprised of all genes in our dataset (ShinyGO 0.77).