cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24260911.v2
title: Laser spectra of covid and non-covid blood samples

description: There are three directories. Description these directories are provides in the files "Read Me 1" and "READ Me 2".The <b>first : "raw_data"</b><b> </b>contains the laser-induced spectroscopic data measured on the blood plasma samples of 46 healthy, 64 infected donors and 40 blinds donors provided in alphabetical order. The details on the way these spectroscopic data were obtained is described in the manuscript. The file "READ ME 1" describes the content of the directories and files.The <b>second "reductions_matrix"</b> contains files describing the Z-score analysis for outlier removal, resulting in "cleaned" spectra for all patient samples including the mean spectra for every patient sample. The latter were compiled into a spreadsheet ("df_matrix__Covid-19-blood-plasma__mean_norm__noback__@zsc=1.0_all_2022-10-20__pos86.xlsx") and is provided in the "reductions_matrix" directoryThe <b>t</b><b>hird: "ZSC=1.0"</b> contains the files "figures", "identifications", and "reductions". The directory "figures" contains a comprehensive collection of figures that were created during the statistical outlier removal and spectral analysis for all patient samples. "identifications" contains information and results regarding elemental line identifications based on comparisons with NIST-ASD data. The file "READ ME 2" describes the content of the directories and files
DOI: 10.6084/m9.figshare.24481966.v1
title: M-detector source data

description: These files provided the data generated by M-detector introduced in the paper titled "Moving Event Detection from LiDAR Point Streams".
DOI: 10.6084/m9.figshare.28566395.v1
title: Supplemental Materials for Integrative taxonomy using historical specimens provides evidence for a single species of bushbuck, <i>Tragelaphus scriptus</i> (Mammalia: Bovidae)

description: Supplemental Information for Integrative taxonomy using historical specimens provides evidence for a single species of bushbuck, <i>Tragelaphus scriptus</i> (Mammalia: Bovidae), <i>Zoological Journal of the Linnean Society</i>, Volume 200, Issue 2, February 2024, Pages 532–546, https://doi.org/10.1093/zoolinnean/zlad096
DOI: 10.17632/mj55kns9fv
title: Data for: Modal analysis of two different types of fixed implant-supported prostheses embedded in edentulous maxillae

description: Supplementary Video 1: The modal shapes at the natural frequency of 674 Hz in Subject A. To facilitate understanding, we have provided a Supplementary video (Supplementary Video 1). Supplementary Video 2: The modal shapes at the natural frequency of 660 Hz in Subject J. To facilitate understanding, we have provided a Supplementary video (Supplementary Video 2). The maximum displacements: The maximum displacements of every measurement point. The damping ratios: The damping ratios at the natural frequency of all Subjects. Modal shapes: The modal shapes at the natural frequency of all Subjects. A repeated vibration was divided into 24 moments. The moments, including acceleration vectors showing antiphase, were extracted (From the upper left side). The number of vectors in antiphase: A repeated vibration was divided into 24 moments. The acceleration vectors showing antiphase were counted. The number of vectors in antiphase was compared.
DOI: 10.17632/tnpk99njt4
title: AI-Driven Revolution: Effectiveness of Product Ads on Social Media Using Midjourney

description: This study employs a survey-based quantitative approach focusing on AI-driven advertising on social media as its research object. The research emphasizes promotional content by companies utilizing AI on the Midjourney social media platform as the research subject. Data was collected through a cross-sectional online questionnaire from respondents who were students in Bandung, Indonesia, specifically between March and June of 2024. The selection of participants was based on the considerations of the millennial and Generation Z demographics, who grew up during the internet era and are highly knowledgeable and heavy consumers of online content. The list of questions in the online questionnaire was prepared using research entitled "Employing Artificial Intelligence (AI) Technology in Advertising Design on Social Media," which was published in the Journal of Design Sciences and Applied Arts in 2023 [1].


Reference
[1] H. A. El-aasy, “Employing Artificial Intelligence (AI) Technology in Advertising Design on Social Media,” Journal of Design Sciences and Applied Arts, vol. 4, no. 2, pp. 247–263, Jun. 2023, doi: 10.21608/jdsaa.2023.194906.1260.
DOI: 10.17632/zp2bs5hjbh
title: Variations in Medical Management of SJS/TEN: Supplement

description: This dataset contains the full survey and 2 supplementary table to accompany the manuscript: Medical Management of SJS/TEN Among North American Dermatologists
DOI: 10.6084/m9.figshare.22561555.v2
title: NeuXus artifact reduction validation data

description: The data is an EEG acquired simultaneously with fMRI while the subject performed a motor imagery task. It was recorder with an MR-compatible EEG system (Brain Products, Germany) with a 32-channel BrainCap, a SyncBox (to synchronize the fMRI and EEG acquisitions) and Triggerbox (to receive a marker from the scanner marking the start of the acquisition). The cap was placed on the head according to the 10-20 system, and one ECG electrode was placed on the back. The data was acquired using BrainVision Recorder (Brain Products, Germany) at a sampling rate of 5000 Hz. The fMRI was acquired in a 3T Vida MRI scanner (Siemens, Germany), with a 64-channel head RF coil using a 2D-EPI sequence (TR/TE = 1260/30 ms, in-plane acceleration with GRAPPA factor 2, SMS factor 3) to collect 60 axial slices from the whole brain with 2.2 mm isotropic resolution. <br> It was uploaded to validade the EEG artifact reduction tool present in: https://github.com/LaSEEB/NeuXus/tree/master/examples/mri-artifact-correction
DOI: 10.6084/m9.figshare.6503948.v1
title: EXPLAINING THE GEOMETRY OF SIMPLE MOLECULES USING MOLECULAR ORBITAL ENERGY-LEVEL DIAGRAMS BUILT BY USING SYMMETRY PRINCIPLES

description: The built of qualitative energy-level molecular diagrams for different geometries of simple molecules allow to explain the preferred geometry. The diagrams are built using simple symmetry principles and explain, on basis of the number of nonbonding electrons, for example, why the molecule of water is bent and not linear and ammonia is pyramidal and not planar. This simple energy principle does not need to consider the Valence Shell Electron-Pair Repulsion theory (VSEPR theory) neither hybrid orbitals to explain the geometry of simple molecules. This discussion is more appropriate to inorganic chemistry courses where symmetry is a common topic.
DOI: 10.17632/84kfpcc2pc
title: Data on the Properties of a Superhydrophobic Siloxane Reinforced by Graphene Nanoplatelets

description: The complete datasets are presents on the properties of a superhydrophobic siloxane reinforced by graphene nanoplatelets under different processing conditions described in He et al. (2023) Materials & Design, which shows part or selected data. These were collected via an array of instruments used by different characterization techniques, including the unconfined compression testing, mercury intrusion porosimetry, and nanoindentation. While simple processing such as conversion of the sensors’ analogue to digital readings to the physical properties was performed to obtain the stress-strain data, statistical averaging of multiple curves used to yield the nanoindentation results. These data therefore provide the stress-strain-strength behavior, microstructure such as pore size distribution and porosity, and the indentation load-depth as well as hardness and elastic modulus of the graphene nanoplatelet-reinforced superhydrophobic siloxanes. The examined different processing conditions consisted of varying temperature by heating, ultrasonication, and viscosity. These data can be used as reference and baseline for other superhydrophobic materials as well as porous media.
DOI: 10.17632/m3m9924p3v
title: PkSLMNM: Pakistan Sign Language Manual and Non-Manual Gestures Dataset 

description: Cite This Article
S. Javaid and S. Rizvi, "A novel action transformer network for hybrid multimodal sign language recognition," Computers, Materials & Continua, vol. 74, no.1, pp. 523–537, 2023.
https://doi.org/10.32604/cmc.2023.031924


Sign language is a non-verbal form of communication used by people with impaired hearing and speech. They also use facial actions to provide sign language prosody, similar to intonation in spoken languages. Sign Language Recognition (SLR) using hand signs is a typical way, however, face expression and body language play an important role in communication, which has not been analyzed to its fullest potential. In this paper, we present a dataset that comprises manual (hand signs) and non-manual (facial expressions and body movements) gestures of Pakistan Sign Language (PSL). It contains videos of 7 basic affective expressions performed by 100 healthy individuals, presented in an easily accessible format of .MP4 that can be used to train and test systems to make robust models for real-time applications using videos. Current data can also help with facial feature detection, classification of subjects by gender and age, or provide insights into any individual’s interest and emotional state.
DOI: 10.6084/m9.figshare.21429201.v1
title: Sharpe_Raw Gatun SIA Data.csv

description: Stable isotope data (carbon and nitrogen) for fish and invertebrates from Lake Gatun, Panama.
DOI: 10.6084/m9.figshare.25880314.v3
title: Research Integrity Training — Needs and provisions in institutions in Japan

description: The results of a national survey within Japan investigating perceived provision and adequacy of research integrity training by institutions. Research was conducted by Springer Nature. Results were gathered from 1,190 participants from more than 445 organisations across Japan.​Authored by Farah Aldabbagh, Ed Gerstner, Hiromitsu Urakami
DOI: 10.6084/m9.figshare.4272869.v1
title: Unsupervised Learning of Temporal Features for Word Categorization in a Spiking Neural Network Model of the Auditory Brain

description: Data used for paper Higgins, I., Stringer, S. and Schnupp, J. (2016). Unsupervised Learning of Temporal Features for Word Categorization in a Spiking Neural Network Model of the Auditory Brain. PLOS ONE (in revision)<br>The data include:1. Spike rasters produced by the AN-CN-IC-CX and AN-CX models in response to four different presentations of the two words "one" and "two" pronounced by 94 different speakers 2. Distribution of delays for the AN/IC -&gt; A1 and A1 -&gt; Belt connections3. Distribution of weights for all between layer connections (AN-PL, AN-CH, AN-ON, PL-IC, CH-IC, ON-IC, IC/AN-A1, A1-Belt)
DOI: 10.6084/m9.figshare.6489485.v1
title: Wound healing assay data

description: In wound-healing system a scratch was generated in subconfluent layers of cells and the repopulation of the denuded areas was measured. High miR-92b expression accelerated wound closure by 63.97% at 24h and by 66.96% at 48h after transfection in comparison with negative control group in PCI-37A cells. Additionally, an apparent reduced repopulation area was observed at 24h and 48h after transfection in miR-92b knockdown group. Similar results were also obtained from the experiments performed with PCI-37B cells.Wound healing assay in PCI-37A cells revealed that the healing percentage of SP1 siRNA group was decreased by 15.47% at 24h and by 26.51% at 48h in comparison with negative control group, respectively.
DOI: 10.17632/pxkh7wzb4w
title: A novel lotion formulation of 20% oxybutynin hydrochloride for the treatment of primary palmar hyperhidrosis: A randomized, placebo-controlled, double-blind, phase III study

description: Supplementary Table I. Full exclusion criteria.
Supplementary Fig 1. Measurement of sweat volume with a perspiration meter.
DOI: 10.6084/m9.figshare.1619682.v1
title: Arabic Henna Bridal Mehndi Designs Images 2015

description: <strong>Arabic Bridal Henna Mehndi Designs Images 2015.</strong> Mehndi shrub is a useful plant for designing hands nowadays. But in medival age it is used as medicine for skin infections. Mehndi is also referred Henna and it is also used as hair dye. Mehndi designs are commony used in festival celebration in asian countries.
DOI: 10.17632/7vgfhxbzdv
title: NuSD: A Geant4 based simulation framework for segmented anti-neutrino detectors

description: NuSD: Neutrino Segmented Detector is a Geant4-based user application that simulates inverse beta decay events in a variety of segmented scintillation detectors developed by different international collaborations. This simulation framework uses a combination of cross-programs and libraries including Geant4, ROOT and CLHEP developed and used by the high energy physics community. It will enable the neutrino physics community to simulate and study neutrino interactions within different detector concepts using a single program. In addition to neutrino simulations in segmented detectors, this program can also be used for various research projects utilizing scintillation detectors for different physics applications.
DOI: 10.6084/m9.figshare.10084745.v2
title: Predictions - Domain-Peptide and Protein-Protein Interactions - HSM

description: Protein interaction predictions derived from hierarchical statistical mechanical modelling, a machine learning framework used to approximate biophysical models.<br><b>Data</b>Data are broken into two parts - protein level predictions (<i>hsm_p.predictions.csv</i>) and domain level predictions (<i>hsm_d.predictions.tar.gz</i>). Protein-protein predictions are triplets of two UniProt ids and the likelihood of binding. Domain-peptide interactions are chunked (arbitrarily) over JSON files. The JSON files are lists with each item containing the domain-peptide interactions of a single protein-protein interaction in the form:UID1,UID2 ,[[DTYPE, DUID1 , DSEQ , PSEQ, VAL ], ...] <br><br><b>Reference:</b>Cunningham JM, Koytiger G, Sorger PK, AlQuraishi M. "Biophysical prediction of protein-peptide interactions and signaling networks using machine learning."<i> Nature Methods</i> (2020).
DOI: 10.6084/m9.figshare.28800503.v1
title: <b>Spatial Distribution of Soil Structural Stability Under Different Management and Use Systems in </b><b>La Molina, Perú</b>

description: Codes and article data
DOI: 10.17632/8sxf8tvwgm
title: European consensus for the diagnosis of MCI _QUADAS-II assessment

description: Using a modified Delphi procedure, a European task force is defining a diagnostic workflow for etiologicical and biomarker-based diagnosis of neurocognitive disorders, in which expert expertise fills evidence gaps for validity and prioritization of biomarkers. The panel of experts is asked to answer a Delphi questionnaire and justify their answers with evidence from the literature. We then provided the experts with data on the diagnostic accuracy of biomarkers (MRI, amyloid PET, tau and FDG, MIBG scintigraphy, DaT-SPECT, EEG and polysomnography) in predicting clinical progression from prodromal stages to mild dementia in neurocognitive disorders. Keywords used for literature search in Medline database are in the .pdf file. We assessed the quality of evidence from the included literature using the Quality Assessment of Diagnostic Accuracy Studies (QUADAS-2). The data were recorded in the attached Excel sheet.
DOI: 10.17632/nkcw5r93bp
title: Zhu et al., Provenance of Cretaceous-Miocene sediments in Borneo: Implications for paleogeographic patterns and tectonic evolution

description: Geology
DOI: 10.17632/nmm4gpdp6n
title: Velocity-based training affects function, strength, and power in persons with Parkinson’s disease.

description: Background Velocity-based training (VBT) is a unique new resistance-training technique, typically used by high-level athletes, which uses changes in velocity rather than load to dictate progressions. No study has examined the effects of VBT on performance in persons with Parkinson’s Disease (PD). Objective To compare the effects of 10% and 30% velocity threshold protocols on changes in functional performance, strength, and power in persons with PD following 12 weeks of supervised VBT, three days per week. Methods Participants were recruited from a university population and from individuals residing in surrounding neighborhoods using flyers, and from an existing phone list of persons interested in participation. Data collected before and after training included the 6-m walk test at habitual and maximal gait speed, the 5 time sit-to-stand test (5xSTS), 1 repetition maximum (1RM) testing for both the chest-press (CP) and leg-press (LP) exercise, and power testing for the CP and LP. Results Data from 16 subjects was collected for the analysis. Significant time effects were seen for the 6-m walk test at maximal speed, 5xSTS, 1RM for both CP and LP and peak power (PP) for the LP exercise. Secondary analyses revealed time effects for 5xSTS power, and the load at which PP was achieved for the CP exercise. A Wilcoxon signed rank test revealed no significant differences in the percentage of 1RM at which peak power was achieved for either condition. Conclusion Results indicate that VBT is an effective training modality for improving functional capability, strength, and power in persons with PD. All data was collected by graduate researchers at the University of Miami. All measures were taken as pre- and post-measurements before and after a velocity-based training intervention using resistance training in persons affected with Parkinson's Disease. Measures included functional strength, and power testing. Subjects came into the laboratory 3 times a week for 8 weeks to train under the supervision of undergraduate and graduate research assistants using computerized pneumatic resistance training machines (HUR Inc, Park Ridge, IL, USA). The “VelCode” column represents the two different conditions used to run the repeated measures. All subjects used velocity-based training, however the groups utilized two different deficits in order to train. The load-based group utilized a 30% deficit in velocity to determine progression, and the velocity-based group utilized a 10% deficit. All variables are listed with either the suffix “Pre” or “Post” to distinguish the two different time points used in the repeated measures. Missing data is due to injury, refusal to complete a test at maximal effort, or absence of subjects from testing.
DOI: 10.6084/m9.figshare.13158332.v1
title: Blood pressure variability.dta

description: Dataset EVALUATING BLOOD PRESSURE VARIABILITY AND CARDIOVASCULAR RISK IN ELSA-BRASIL STUDY PARTICIPANTS study
DOI: 10.17632/dm78h95ghk
title: Electricity consumption and meteorological data from Paraguay

description: The present dataset includes raw and processed electricity consumption and meteorological data. Electricity demand belongs to the records of the National Interconnected System (SIN) of Paraguay, measured in megawatts (MW) and provided by the National Electricity Administration (ANDE). Weather data were acquired through the Global Data Assimilation System (GDAS), which contains the following variables: air temperature at 2 meters above the ground (Celsius), relative humidity at 2 meters above the ground (%), surface pressure (Pa), total precipitation over six hours (mm), eastward wind speed at 10 meters above ground (m/s), and northward wind speed at 10 meters above ground (m/s). The data corresponding to holidays in Paraguay are also attached.

The processed data (data not suffixed with “-raw”) has an hourly granularity and cover from January 2008 to December 2022, with a total of 131,481 records each. The timestamp of the processed data follows the ISO 8601 format with the Paraguay time zone. It should be noted that, due to the daylight saving time change, the 00:00 timestamp is omitted on the day of the time change, so the data jumps directly from 23:00 of the preceding day to 01:00 of the following day.

This dataset is suitable for use in the application and experimentation of mathematical modelling, machine learning and deep learning. In the field of time series, it can be used for prediction problems, clustering, classification, and so forth.
DOI: 10.17632/w294vd3pgh
title: Code and data for "Incoherent feedback from coupled amino acids and ribosome pools generates damped oscillations in growing bacteria"

description: Experimental data gathered and code used for the simulations employed in the manuscript "Incoherent feedback from coupled amino acids and ribosome pools generates damped oscillations in growing bacteria".
In the "shift simulations" folder, you can find the simulation of a base model, which can be used to reproduce the oscillatory behavior induced by nutrient shifts. In addition, there is a code for the numerical computation of the steady-state conditions.
In the "CHI BIO DATA" folder, you can find the data gathered during the chi bio experiments. 
In the "Microfluidic (30 degrees) data" folder, you can find the data gathered during the microfluidic experiments performed at 30 degrees.
For more information on the data and code, please refer to the method section of the paper.

Abstract
 Current theories of bacterial growth physiology demonstrate impressive predictive power but are often phenomenological, lacking mechanistic detail. Incorporating such details would significantly enhance our ability to predict and control bacterial growth under varying environmental conditions. The "Flux Controlled Regulation" (FCR) model serves as a reference framework, linking ribosome allocation to translation efficiency through a steady-state assumption. However, it neglects ppGpp-mediated nutrient sensing and transcriptional regulation of ribosomal operons. We propose a mechanistic model that extends the FCR framework by incorporating three key components: (i) the amino acid pool, (ii) ppGpp sensing of translation elongation rate, and (iii) transcriptional regulation of protein allocation by ppGpp-sensitive promoters. Our model aligns with observed steady-state growth laws and makes testable predictions for unobserved quantities. Here, we show that during environmental changes, the incoherent feedback between sensing and regulation generates oscillatory relaxation dynamics, a behavior that we support by new and existing experimental data.
DOI: 10.6084/m9.figshare.17213291.v1
title: Subject Demographics

description: Subject demographics
DOI: 10.6084/m9.figshare.24708042.v1
title: Evidence of landscape-driven repeated adaptation among 13 tree species

description: Local adaptation is the biological process by which native populations become more fit. Intraspecific patterns of local adaptation occur through shifts in allele frequency within or near genes and there is uncertainty in measuring intraspecific local adaptation through genotype-environment associations because of biological and statistical limitations. However, recent work shows that interspecific replicated adaptive signals provide greater confidence to these correlative approaches. We interrogate repeated molecular adaptation across 13 eucalypt species. In total, we found 38 genes with shared adaptive signals in at least 7 species. This suite of genes contains important functions, including MYB proteins, acyl-CoA dehydrogenases and Leucine-rich kinases. Species with restricted and widespread geographical distributions shared putative patterns of adaptation, and phylogenetic closeness did not increase patterns of repeated adaptation compared to geographic overlap. This work provides startling evidence that repeated adaptation can occur among homologs with conserved functions, which may play a consistent role in adaptation.
DOI: 10.6084/m9.figshare.25751733.v1
title: Research Data for 'Mantle exhumation and post-rift magmatism at an oblique magma-poor continental margin'

description: First-arrival picks (with images), the final 3-D Vp model, and data used for generating the figures in the paper.