cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15519878
title: mono-drag

description: This dataset contains all Computational Fluid Dynamics (CFD) files for the Messabih Mono-Drag Vertical Axis Wind Turbine (VAWT), including:- ANSYS mesh files (.msh) and solver setups (.cas/.dat) for each azimuth angle (0° to 180°, 10° increments)- Processed results (torque, drag coefficients) in CSV format- Raw pressure/velocity fields for post-processing

Simulations used the Spalart-Allmaras turbulence model in a 5m × 2m × 4m wind tunnel at 15 m/s wind speed. Files are organized by angle (e.g., `/angle_30/` contains mesh, solver, and results for 30°).

Format: ANSYS Fluent (.msh, .cas, .dat), CSV, and ZIP archives.License: CC-BY 4.0.
DOI: 10.6084/m9.figshare.14624547.v2
title: Bulk-rock Major and Trace Element Compositions, Highly Siderophile Element Abundances and Re-Os Isotopic Compositions of the Lesvos Ophiolitic Peridotites

description: Bulk-rock major and trace element compositions are determined by ICP-OES and ICP-MS, respectively; Highly siderophile element abundances and Re-Os isotopic compositions are analyzed by HR-ICP-MS and N-TIMS, respectively.This dataset can help to identify the tectonic affinity of the Lesvos ophiolitic peridotites as ocean-continent-transition environment.
DOI: 10.6084/m9.figshare.19236759.v1
title: Dermatology Data Set

description: Adaptation of http://archive.ics.uci.edu/ml/datasets/Dermatology<br>Ready for usage with ehrapy<br>
DOI: 10.6084/m9.figshare.22873493.v1
title: Cryogenian-Ediacaran U-Pb geochronologic database of East African Orogen

description: The metamorphic and magmatic rocks produced during mountain building is crucial to constrain geodynamic processes. We compiled zircon U-Pb ages between 1.1-0.52 Ga from Neoproterozoic metamorphic and magmatic rocks from Tarim, the Arabian–Nubian Shield, Oman, Mozambique belt, NW India, Madagascar, and the Lhasa terrane. The vast majority of ages in this compilation are from felsic to mafic intrusive or extrusive rocks, or their metamorphic equivalents. Northern Tarim is characterized by Andean-style subduction-accretion from 900-650 Ma which closely parallels the tectonic environment in the ANS, MB, central and southern Madagascar. Several rift-related provinces developed in South Tarim, Congo-São Francisco, West Africa and the Lhasa block during the 900-880 Ma interval on many of these blocks indicating large-scale breakup.
DOI: 10.6084/m9.figshare.4595308.v1
title: Network time-courses for multiple subjects

description: The data consists of resting-state fMRI network time-courses of 405 subjects. Each time-course has 148 time-points (TR = 2seconds). 50 networks are estimated by Independent Components Analysis (ICA).And the code is used for estimation of frequency modes in the given network time-courses and estimation of conditional co-occurrences of the pairs of modes.
DOI: 10.17632/d3jm478pwr
title: Commitments to refugees and displaced persons in African peace agreements, 1990-2018

description: This represents data on peace agreement commitments towards refugees and displaced persons on the African continent (excluding MENA) from 1990 to 2018. It is the result of the analysis of 177 peace agreements responding to the search queries ‘Africa (excl. MENA)’ and ‘refugees and displaced persons’ on the Peace Agreement Database (PA-X). Through robust content analysis procedures, these agreements were coded based on their commitments to forced migrants. In total, 61 codes were classified into 10 categories: (1) repatriation, resettlement, reintegration, rehabilitation, and reconstruction (‘5R’), (2) state/party recognition, (3) provision commitments, (4) development, (5) programming, (6) institution-building, (7) ground conditions, (8) land and property, (9) prohibitions and restrictions, and (10) law and rights.
DOI: 10.6084/m9.figshare.25047692.v2
title: Altmetric500

description: The Altmetric release of the top 500 research outputs of 2023. We broke publications down by field of research, using the ANSRC 2020 Fields of Research (FoRs); the United Nations Sustainable Development Goals (SDGs); and exclusively regional collaboration. These are the research output (articles and books) with the most attention from news media and blogs, social media, policy documents, YouTube, Wikipedia, and patent applications, as well as research output that was not only highly mentioned overall, but had broad attention across multiple areas of attention: policy sources, social media, and scientific citations alike. The code used to generate the dataset from the Digital Science BigQuery datasets is attached as a text file.
DOI: 10.17632/r73bymhmmv
title: (DATASET) INNOVATION CAPABILITY DETERMINANTS: LITERATURE REVIEW BASE

description: This dataset presents the results of a systematic literature review of the determinants related to innovation capability. Three main mechanisms evaluate this capacity: (1) Global Innovation Index published by the World Intellectual Property Organization; (2) Global Competitiveness Index 4.0; and (3) Furman et al., 2002. From previous work, 14 variables were identified as associated with these three mechanics used to assess the innovation capacity of a nation. 
These variables are (1) Openness to international trade and investment; (2) the percentage of R&D funded by private industry; (3) full-time R&D personnel; (4) strength of protection for Intelectual Property; (5) the percentage of R&D performed by universities; (6) utility models by origin; (7) gross expenditure on R&D, % GDP; (8) university-industry R&D collaboration; (9) expenditure on education, % GDP; 10) QS university ranking, top 3; (11) state of cluster development and depth; (12) co-inventions (co-creations); (13) scientific and technical articles (citations of patents in collaboration between university and industry); and (14) trademarks applications. 

This literature review comprises part of previous work published on “(DATASET) INNOVATION CAPABILITY: DETERMINANTS RELATIONSHIPS”, Mendeley Data, V2, doi: 10.17632/dj4xnpgsnm.2.
DOI: 10.17632/8fmvr9m98w
title: SignAlphaSet

description: This dataset comprises 26,000 images & 300 videos representing American Sign Language (ASL) hand gestures corresponding to the English alphabet (A-Z) & 5 gestures such as "Hello", "Thank You", "Sorry", "Yes" & "No". The dataset is organized into 26 folders, each labeled with a corresponding letter, containing multiple image samples to ensure variability in hand positioning, lighting, and individual hand differences. Similarly, the dynamic dataset contains 31 folders with 10 sample videos of each gesture, each folder also contains separate frames of the video in .jpg format. The images capture diverse hand gestures, making the dataset suitable for machine learning applications such as sign language recognition, computer vision, and deep learning-based classification tasks. When evaluated using an LSTM-based model, the dataset achieved high accuracy in sign recognition, demonstrating its effectiveness in sequential gesture learning.
DOI: 10.6084/m9.figshare.28444439.v1
title: Información del artículo "Inteligencia Artificial y su Afectación en los Derechos de Autor entre 2016 – 2024"

description: Información del artículo "Inteligencia Artificial y su Afectación en los Derechos de Autor entre 2016 – 2024"
DOI: 10.6084/m9.figshare.6144428.v1
title: cytb and FGB alignments for concatenate analysis

description: Alignments of cytb and FGB genes sequences from representatives of Oligoryzomys for concatenate analyses
DOI: 10.17632/hbfm65dg6v
title: Single-molecule tracking dataset for Ipl1-HaloTag-JF646 in live cells of S. cerevisiae

description: Single-molecule Imaging and Tracking (SMIT) provides direct real-time measurements of protein dynamics in live cells. This dataset contains tracking files (generated through TrackRecord) with raw time-lapse movies acquired for the SMIT of Aurora kinase B (Ipl1) in Saccharomyces cerevisiae. The IPL1 gene was C-terminally fused with -HaloTag and sparsely labeled with HaloTag ligand (JF646-HTL). To identify cell cycle stages, Clover GFP-Tub1 or Ndc10-3xGFP was expressed. The cells were grown to log phase in CSM media, labeled with JF646-HTL, and imaged under the Highly Inclined and Laminated Optical Sheet (HILO) microscope (equipped with 100X 1.47 NA oil immersion TIRF objective lens, Prime95B sCMOS camera, 638 nm 150 mW laser) with a pixel size of 110 nm. Time-lapse movies were acquired with two imaging regimes: 1) Slow imaging regime (200 ms interval, 50 ms exposure, 30% laser power), 2) Fast imaging regime (15 ms interval, 10 ms exposure, 100% laser power). Before acquiring each movie, a single-focal plane image was acquired in the FITC channel to visualize the posotion of spindles or kinetochores (by CloverGFP-Tub1 or Ndc10-3xGFP respectively). For residence time quantification, the slow imaging movies were tracked with TrackRecord, and for the diffusion analysis, the fast imaging movies were tracked with DiaTrack and Sojoiurner. Due to space constrain, 15 time-lapse movies (.mat) and their corresponding mask files (,tiff, from FITC channel) have been uploaded for each dataset.
DOI: 10.17632/kz895bz9mv
title: Relationship between commonly defined metabolic health phenotypes and obesity with lung function in a working population: a cross-sectional study.

description: Database on Relationship between commonly defined metabolic health phenotypes and obesity with lung function in a working population: a cross-sectional study.
DOI: 10.6084/m9.figshare.24243376.v1
title: Search Strategy

description: Evidence has shown that healthcare providers can be empowered to adopt and utilize mHealth tools when they are aligned to their needs, workload, training and skills (Abejirinde et al., 2018). mHealth interventions may be effective solutions to improve maternal and perinatal service utilization, but further studies assessing their impact on maternal and perinatal outcomes are needed (Sondaal et al., 2016). The primary aim of this systematic review is to synthesize the available evidence on the use of mHealth clinical decision-making tools by healthcare workers for maternal and perinatal care, and whether these tools lead to improvements in the quality of maternal and perinatal care in SSA.
DOI: 10.6084/m9.figshare.3207802.v5
title: The source of SYBR Green master mix determines outcome of nucleic acid amplification reactions

description: Numerous real-time PCR devices and master mixes are available on the market. To perform reliable high-quality data, PCR master mix, and equipment need to be optimal. However, general lab optimized protocols are widely used for different gene targets and performed diversely between conditions. Our main objective was to test the robustness of different commercial SYBR green PCR mixes with respect to specificity and sensitivity of the PCR assay. This was tested across various PCR machines and amplification protocols for assessment of mRNA transcript levels, DNA copy numbers, and DNA genotypes.
DOI: 10.6084/m9.figshare.21196228.v3
title: Recombination events in putative tail fibre gene in Litunavirus phages infecting Pseudomonas aeruginosa

description: DNA data matrices <br>
DOI: 10.17632/knrxh26x26
title: Dataset for Pulmonary Vascular Moldels - 3D Print Images

description: The dataset is organized into two folders. 

The first folder contains images of 3D-printed hydrogel structures fabricated using a custom-built 3D micro-stereolithography printing device. The images are separated in six subfolders, identified by the subfolder names and described in detail in the subfolder description. One subfolder contains the information of templates used for parametric exploration or derived from in vivo images of fibrilar matrix of pulmonary arteries in normortensive and hypertensive animals. Three subfolders contain images that demonstrate the approach to optimize 3D hydrogel printing features including resolution, fidelity, and swelling ratio using printing parameters such as ink composition, UV intensity and exposure time, which are identified by the filenames. The final two subfolders show the printed microgels for cell culture and the creation of vascular-mimic structures for studying the physiological differences between diseased and normal blood vessels.

The second folder contains images that demonstrate pulmonary vascular smooth muscle cells cultured in 3D-printed hydrogels with the templates taken from hypertensive (HX) or normentensive (NX) artery samples. The cells were stained using immunofluorescent techniques with alpha-SMA or paxillin focal adhesion molecule as well as stained with (Ca2+)-sensitive dye to visualize calcium cycling in live cells for characterizing their contracile functions in response to vasoactive substances.
DOI: 10.6084/m9.figshare.21988667.v1
title: Crocus genome reveals the evolutionary origin of crocin biosynthesis

description: Crocus genome and annotation
DOI: 10.6084/m9.figshare.24433405.v1
title: Source_data

description: Management and microbiome inoculation bring back the capacity of soils to support disease suppression
DOI: 10.6084/m9.figshare.24606774.v1
title: The network architecture and phylogeographic drivers of interactions between rodents and seed plants at continental scales

description: The interaction records from peer-reviewed articles. Data and Codes for performing analysis in the manuscript.
DOI: 10.6084/m9.figshare.24921639.v1
title: A Military Audio Dataset for Situational Awareness and Surveillance

description: Test metadata for MAD dataset.
DOI: 10.6084/m9.figshare.3976752.v1
title: List of UNAM Journals Under Contract with Elsevier

description: Source data: UNAM contract DGAJ-DPI-39-081114-241, signed 1 February 2015.<br><br>Freedom of Information request ongoing: Mexico's Plataforma Nacional de Transparencia request number  6440000038816 (28 July 2016), still unanswered. <br><br>Download the file to view correct date data (data on figshare viewer may be displayed differently). <br><br>Shared for educational use. <br>
DOI: 10.17632/dwrwvyhxkt
title: Dataset for acoustic features extracted from healthy, nodules, polyps and Reinke's edema effected voices for noise multicondition training.

description: The dataset contains acoustic features extracted for nodules, polyps, Reinke's edema patients, and healthy subjects.

All the information on data collection and dataset building is presented in the following paper. This paper should be cited in case of any scientific research publication is produced using this dataset:

Multicondition training for noise-robust detection of benign vocal fold lesions from recorded speech, Mario Madruga, Yolanda Campos-Roca, Carlos J. Pérez, IEEE Access, Volume 9, Pages 1707 - 1722, 2021.
https://ieeexplore.ieee.org/abstract/document/9305285
DOI:10.1109/ACCESS.2020.3046873

All the data is included in the .csv file. A brief description of atributes is found in the .doc file.

This research was supported by project MTM2017-86875-C3-2-R (Ministerio de Ciencia, Innovación y Universidades), projects IB16054, GR18108 and GR18055 (Junta de Extremadura/European Regional Development Funds, EU), and FPU18/03274 grant (Ministerio de Ciencia, Innovación y Universidades).
DOI: 10.6084/m9.figshare.1456362.v15
title: Example smFRET data files in Photon-HDF5 format

description: A few smFRET example data files in Photon-HDF5 format. <br>This work was partially supported by NIH Grant R01-GM95904.
DOI: 10.17632/85y2d29wjz
title: Dataset for dynamic capability, digital transformation and firm competitiveness

description: This primary dataset is framed by dynamic capability theory, to develop constructs for digital business transformation and firm competitiveness. It comprises the descriptive statistics and reliability and validity scores for five digital transformation constructs – digital sensing capability, digital seizing capability, digital reconfiguring capability, digital adoption, and digital infrastructure. It also comprises another set of five constructs for measuring firm competitiveness – competitive intelligence, distinctive competence, innovativeness, customer value orientation, and training service quality.  The data were collected online via Google Forms, using a 26-item structured questionnaire administered to 373 CEOs of corporate training firms that are members of an industry training association.
DOI: 10.17632/cpvc2473pt
title: UKRmol-scripts: A Perl-based system for the automated operation of the photoionization and electron/positron scattering suite UKRmol+

description: UKRmol-scripts is a set of Perl scripts to automatically run the UKRmol+ codes, a complex software suite based on the R-matrix method to model fixed-nuclei photoionization and electron- and positron-scattering for polyatomic molecules. Starting with several basic parameters, the scripts operatively produce all necessary input files and run all codes for electronic structure and scattering calculations as well as gather the more frequently required outputs. The scripts provide a simple way to run such calculations for many molecular geometries concurrently and collect the resulting data for easier post-processing and visualization. We describe the structure of the scripts and the input parameters as well as provide examples for photoionization and electron and positron collisions with molecules. The codes are freely available from Zenodo.
DOI: 10.6084/m9.figshare.16713277.v1
title: The RANI Project Full Dataset

description: The Reduction in Anemia through Normative Innovations (RANI) Project is a multi-year effort to reduce anemia among women of reproductive age in Odisha, India by promoting the uptake of iron folic acid supplements. The Project was done in partnership between the George Washington University, IPE Global, and D-COR Consulting. The project was also funded by the Bill and Melinda Gates Project (OPP112519). The attached dataset includes all of the data collected by the RANI Project Impact Assessment, including survey measures, height & weight, hemoglobin, Cognitive Tests, ActivPal Readings, and Step Test scores.<br>Please read the READ ME document to better understand the attached resources accompanying the dataset.
DOI: 10.6084/m9.figshare.28104683.v2
title: Data extraction sheet-Digan et al.xlsx

description: This data extraction table has been produced from emperical studies (K-12 science classroom) on computational modelling. It comprises data on the title of the publication, authors, DOI or URL, country, research design, research themes, duration of study, grade level, participant numbers, data collection instruments, science subject, modelling approach, and modelling tool used.
DOI: 10.6084/m9.figshare.3555267.v1
title: Appendix C. Additional statistical output for ANCOVA and breakpoint analyses.

description: Additional statistical output for ANCOVA and breakpoint analyses.
DOI: 10.6084/m9.figshare.6449687.v1
title: Supplementary Material for: The Role of Retinal Vascular Density as a Screening Tool for Ageing and Stroke

description: <b><i>Objectives:</i></b> To measure the density of retinal vessels from digitized fundus photographs in patients with recent stroke and age-matched controls. To investigate whether the parameter retinal vascular density (RVD) served as a quantitative marker for cerebrovascular events. <b><i>Methods:</i></b> Digitized fundus photographs of <i>n</i> = 158 subjects with stroke or transient ischemic attack within 1 year at the time of examination and <i>n</i> = 1,250 age-matched controls without any remarkable medical history were examined. Sex, hypertension, and diabetes were considered to be cofactors. Measurement of RVD was performed with a computer-aided image-analyzing program by segmenting automatically all visible retinal vessels and measuring areas of vessels in distinct circles around the optic disk. <b><i>Results:</i></b> In controls RVD dwindles with increasing distance from the optic disk. RVD decreased significantly with age (<i>p</i> = 0.000). Stroke patients showed significantly lower values of RVD of –15% in comparison to age-matched controls. In old subjects, stroke in combination with hypertension is associated with a significant decreased RVD, and in middle-aged subjects diabetes and stroke are associated with a significant decreased RVD (<i>p</i> = 0.01). <b><i>Conclusion:</i></b> Age and stroke are significant risk factors for decreased RVD. Diabetes and arterial hypertension are additional significant risk factors in patients with stroke with respect to RVD.
DOI: 10.15468/dl.ucwrzh
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sagamichthys schnakenbecki (Krefft, 1953)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((8.9648 19.8496,-0.0352 19.8496,-0.0352 10.8496,8.9648 10.8496,8.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013115-250525065834625/datasets/export for details.
DOI: 10.17632/7s4scspj2w
title: Cognitive evaluation, baseline-EEG, and EEG features extraction in people living with HIV

description: The ethics committee of the Autonomous University of Baja California (UABC) approved the protocol for the acquisition of electroencephalogram records. All cases used the 10-20 system to place the electrodes and 19 electrodes were used with a recording time of 16 to 21 minutes. A monopolar assembly referenced to the short-circuited earlobes, using a Medicid 4 system (Neuronic Mexicana).
During the EEG recording, the participants remained comfortably seated in a room with no light. The sampling frequency was 240Hz, with a resolution of 16 bits, a low-pass filter of 0.5 Hz, and a high-pass filter of 30 Hz, as well as a Notch filter of 50/60 Hz. 
The cases belong to adults with HIV, with a history of drug use (polydrug use, amphetamines), multiple vulnerability factors (deported migrants, homosexuality, and in some cases a history of having been in prison). The qEEG in HIV reports excess delta activity and low alpha activity. HIV-associated neurocognitive impairment or disorder can occur from an early age with impairments in memory, learning, and executive functions. In addition to age, schooling, gender, and group, the global average cognitive score obtained in the cognitive tests is also recorded, as well as the average obtained by the cognitive domain. The global average cognitive score was obtained with the cognitive tests Stroop test, Verbal Fluency test, Hopkins Learning Verbal test- Revised, and Wisconsin Sorting Card test. 
In the database, there are also data on years of evolution of HIV, functionality as scores of the Karnofsky scale, and whether there is or there isn’t impairment in the cognitive domains of information processing speed, verbal fluency, memory, and executive functioning.
DOI: 10.17632/h5mr2zmkh7
title: Big dataset [data table]

description: There are eleven tables in this dataset. They visualise a collection of information about; the demographics of the respondents (table 1), the calculation of mean, standard deviation, excess kurtosis, and skewness (table 2), variables, items, loading, Cronbach's alpha, CR, and AVE (table 3), path coefficient (table 4), construct discriminant validity (table 5), cross-loading (table 6), VIF (table 7), composite reliability (table 8), R2  (table 9), F2 (table 10), and predictive relevance (table 11).