cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/v992cb6bw7
title: Human Face Recognition Dataset (HFRD) with the Impacts of COVID-19 Pandemic (v2020)

description: The HFRD (v2020) repository includes 4835 images of masked human faces that are valuable for training and testing various automatic face recognition methods. The proposed HFRD dataset is developed in this paper based on the impact of the COVID-19 pandemic’s stage, which requires wearing additional Personal Protective Equipment (PPE), such as facial masks. Thus, new standard images are introduced to be applied in the field of the Partial Facial Recognition (PFR) domain. Therefore, this enhanced HFRD dataset is also useful for different Artificial Intelligence (AI) tools, particularly, in the decision-support system as it attempts to provide further knowledge for predicting the spread of COVID-19. The HFRD repository is mainly composed of three subsets, which include; MaskedMUCT, MaskedFASSEG, and MaskedAT&T datasets that address various orientations of faces, conditions of illumination, and many other facial expressions. First, the MaskedMUCT subset contains 3,755 coloured images that provide a diversity of lighting, age, and ethnicity, which are divided into five subset folders, each containing 751 images. Second, the MaskedFASSEG dataset contains 680 coloured images of masked facial images, which are categorised into four folders as follows: MaskedFASSEG-frontal01, MaskedFASSEG-frontal02, MaskedFASSEG-frontal03, and MaskedFASSEG-multipose01, and which include 70, 70, 150, and 390 masked RGB facial images, respectively. The last subset-folder, namely, ‘MaskedAT&T’, consists of 400 mono-coloured masked faces that are constructed to represent the frontal face of segment partitions. For the entire face images, many kinds of PPE-based facial masks are added to cover the nose, mouth, and chin area, and what remains visible from the face includes eyes, forehead, and hair.
DOI: 10.6084/m9.figshare.12601793.v1
title: Monolithic Digital Patterning of Polydimethylsiloxane with Successive Laser Pyrolysis

description: Research on a novel laser direct writing technique for 2D and 3D monolithic patterning of PDMS, and the application toward organ-on-a-chip systems.
DOI: 10.6084/m9.figshare.26129572.v1
title: Supplementary information-Novel casein-derived immunomodulatory peptide PFPEVFG Activity assessment, molecular docking, activity site and mechanism of action.docx

description: Supplementary information-Novel casein-derived immunomodulatory peptide PFPEVFG Activity assessment, molecular docking, activity site and mechanism of action
DOI: 10.21954/ou.rd.5756379.v1
title: Two Week Diabetes Data Set

description: This is a data set of 2 weeks of blood glucose, insulin and carbohydrate intake data used as a standard data set to evaluate diabetes apps.
DOI: 10.6084/m9.figshare.14291347.v1
title: VERB PARTICLES AND ASPECT IN COMPLEX PARTICLE CONSTRUCTIONS

description: Abstract The goal of this paper is to investigate the verb particle’s contribution for the event structure in complex particle constructions. The focus will be on a subgroup of constructions that have a secondary predicate denoting a resultant state over an accusative phrase alongside with a verb particle, as we can see in the following examples: John grilled the onions up dry and The farmer painted the barn up red. The argumentation supports the view that the particle contribution is aspectual in its nature, specifically representing a sense of completeness and/or totality, and not telicity proper.
DOI: 10.6084/m9.figshare.23713899.v1
title: Extended data figures

description: Extended data Fig 1b: Excitation and emission spectra of TAC-Rh with increasing K<sup>+</sup> concentration at pH = 7.0. Extended data Fig 1c: Normalized O/R ratio of TAC-Rh/Alexa Fluor 647 with increasing [K<sup>+</sup>] at pH 7.0 and 6.0. Extended data Fig 1d: Fluorescence emission spectra of <em>pHlicKerRE</em> corresponding to TAC-Rh and Alexa Fluor 647 with increasing [K+] at pH = 7.0. Extended data Fig 1e: Normalized O/R ratio of TAC-Rh/Alexa Fluor 647 with increasing [K<sup>+</sup>] at pH 7.0. <br> Extended data Fig 2b-d: 2-IM profiles of beads clamped at indicated pH and [K<sup>+</sup>]. <br> Extended data Fig 4b: Normalized whole cell intensities for the uptake of Alexa 647 labelled 3W<sup>EE</sup> in untransfected and hMSR1 transfected HEK 293T cells. Extended data Fig 4c: Normalized intensities for HEK 293T cells pulsed with 3W<sup>RE</sup> in the presence (+Tf) and absence (-Tf) of Tf. <br> Extended data Fig 5a: Representative families of currents measured from cells stably expressing WT-Kv<sub>11.1</sub> or G601S- Kv<sub>11.1</sub> channel proteins (traces recorded using the standard extracellular saline). Extended data Fig 5b: Representative families of currents measured from cells stably expressing WT-Kv<sub>11.1</sub> or G601S- Kv<sub>11.1</sub> channel proteins (traces recorded using modified extracellular saline). Extended data Fig 5c: Midpoint potential for IKv<sub>11.1</sub> activation (V<sub>1/2</sub>) measured from the i-v curve of Fig 6i and 6j. Extended data Fig 5d: Slope factor for IKv<sub>11.1</sub> current activation (<em>k</em>) measured from the i-v curve of Fig 6i and 6j. <br>
DOI: 10.6084/m9.figshare.9696518.v1
title: Correlations between genes and the different co-expressed modules

description: WGCNA analysis of maize embryo transcriptome at differnt developmental stage. correlation between the gene and the different co-expressed modules<br>
DOI: 10.17632/h6hjd2pd83
title: AI Model for prediction of Thyroid cancer mortality

description: Models exe and required file for prediction of thyroid cancer mortality.
DOI: 10.17632/kj6y3zsz4d
title: Plasma protein-based organ-specific aging and mortality models unveil diseases as accelerated aging of organismal systems

description: This repository accompanies our manuscript "Plasma protein-based organ-specific aging and mortality models unveil diseases as accelerated aging of organismal systems". The repository contains all code required to reproduce the analyses in our pulication. Please also see https://github.com/ludgergoeminne/organAging/ for the latest comments.

If you make use of anything in this repository, we kindly request to make a reference to:

Ludger J.E. Goeminne, Anastasiya Vladimirova, Alec Eames, Alexander Tyshkovskiy, M. Austin Argentieri, Kejun Ying, Mahdi Moqri, Vadim N. Gladyshev (2024). Plasma protein-based organ-specific aging and mortality models unveil diseases as accelerated aging of organismal systems, Cell Metabolism, doi: https://doi.org/10.1016/j.cmet.2024.10.005.
DOI: 10.25420/britishmuseum.28795403.v1
title: Consent form

description: Consent form for David Tei-Mensah Adjartey
DOI: 10.6084/m9.figshare.22649761.v1
title: Bibliometric data on Sustainable Cities and Communities (SDG 11) Literature in South East Europe

description: Bibliometric data on Sustainable Cities and Communities (SDG 11) Literature in South East Europe
DOI: 10.6084/m9.figshare.29126423.v3
title: <b>Small RNA Sequencing</b><b> (Mouse Blood)</b>

description: This file contains the small RNA-seq dataset that was used in the unpublished manuscript. The dataset shows significant miRNA fold changes when comparing CTE-induced groups with the control group.RNA isolated from each sample was used to construct sequencing libraries using the SMARTer smRNA-Seq Kit for Illumina following the manufacturer's protocol. Briefly, the Input RNA was polyadenylated to provide a priming sequence for the oligo-(dT) primer. cDNA synthesis is primed by the 3’ smRNA dT Primer, which incorporates an adapter sequence at the 5’ end of each first-strand cDNA molecule. When the MMLV-derived PrimeScript™ Reverse Transcriptase (RT, cat no: 2680. Takara Bio, Otsu, Japan) reaches the 5’ end of each RNA template, it adds nontemplated nucleotides which are bound by the SMART smRNA Oligo-enhanced with locked nucleic acid (LNA) technology for greater sensitivity. In the template-switching step, PrimeScript RT uses the SMART smRNA Oligo as a template for the addition of a second adapter sequence to the 3’ end of each first-strand cDNA molecule. In the next step, full-length Illumina adapters (including index sequences for sample multiplexing) are added during PCR amplification. The Forward PCR Primer binds to the sequence added by the SMART smRNA Oligo, while the Reverse PCR Primer binds to the sequence added by the 3’ smRNA dT Primer. The resulting cDNA library included the sequences required for clustering in an Illumina flow cell. Libraries were validated by checking their size, purity, and concentration using an Agilent Bioanalyzer. The libraries were pooled in equimolar amounts and sequenced using an Illumina NovaSeq instrument. Image decomposition and quality value calculations were performed using Illumina pipeline modules by Macrogen, Inc. (Daejeon, South Korea).
DOI: 10.6084/m9.figshare.29175791.v1
title: A survey dataset that explores healthcare students' perceptions of inclusive learning across various demographic backgrounds and health disciplines

description: A survey dataset that explores healthcare students' perceptions of inclusive learning across various demographic backgrounds and health disciplines. The dataset includes the survey questionnaire as an supplementary document.
DOI: 10.6084/m9.figshare.5598679.v1
title: full_dataset.Rdata

description: This dataset was created using the file 'Simulation Code.R', which is available at https://github.com/StevenRussell/Local_ZIKV_transmission.
DOI: 10.17632/2sf4n8s6f2
title: hawgent dynamic mathematics software learning media

description: This learning media is made with hawgent dynamic mathematics software to help students understand math concepts and help teachers to explain math concepts more deeply.
DOI: 10.17632/3vw42ss4k8
title: Data from: Bitomský et al. Tissue elements in co-occurring herbs scale mostly isometrically, but do different plant strategies play the same game?

description: Data from: Bitomský et al. Tissue elements in co-occurring herbs scale mostly isometrically, but do different plant strategies play the same game? Plant and Soil

The dataset consists of two files:
1. "Plant_element_CSR_data.txt"
Element concentrations (%) of nitrogen (N), phosphorus (P), potassium (K), calcium (Ca) and magnesium (Mg) in aboveground tissues of 130 herbaceous species. Ecological strategy scores (CSR in %) and maximum plant height (in metres) are also included in the file. The columns are tab separated.

2. "Plant_phylogeny.txt"
Species phylogeny (in a newick format) is also included.

Please see the paper for detailed information on the hypotheses, data collection and interpretation.
DOI: 10.17632/4whrdysssj
title: No evidence for a genetic causal relationship between Helicobacter Pylori infection and rosacea: A 2-Sample Mendelian randomization study

description: No evidence for a genetic causal relationship between Helicobacter Pylori infection and rosacea
DOI: 10.17632/m9s9nkzmpf
title: An IoT-Based Eidolon helvum Echolocation and Environmental Dataset

description: Bats occupy a strategic position in our ecosystem and as such, considered bio indicators. They represent more than 1,400 different species, or nearly 20% of all recognized mammal species worldwide. They possess extremely outstanding qualities such as flight, echolocation, extreme longevity, and unique immunity; they are known to be the only flying mammal. These mammals exist in many parts of the globe except in the cold regions; they play a significant role in pollinating flowers and dispersing seeds, they are highly useful in reforestation. Insight into the life of these mammals can help ensure protection, restoration, and promotion of sustainable use of terrestrial ecosystem and biodiversity as it relates to sustainable development goal (SDG) 15.
With Artificial intelligence (AI) playing important roles in curation of data on movement patterns, wildlife observations, monitoring ecological population and as well, understanding behaviours, this research dataset is aimed at understanding several activities of the Eidolon helvum
fruit bats as it relates the effect their choice of roosting location has on soil nutrient; the state of health of the trees they roost on, and the implication of various sound signal they make in different situations and at different times of the day (echolocation).

The dataset contains parameters such as Temperature, Humidity, Light Intensity and Time of Flight. These parameters are meant for mapping the correlation between the fruit bats' behavioural pattern and their environment or where they are located.
DOI: 10.6084/m9.figshare.1038329.v1
title: Rich Mobile Applications: Genesis, Taxonomy, and Open Issues S

description: Rich Mobile Applications (RMAs) comprise a budding research area receiving increasingly abundant attention from the academic and industrial communities. RMAs are deemed to be a candidate blueprint of future online smartphone applications aiming to deliver high functionalities and rich immersive experience to mobile users. RMAs are still in early stages and comprehensive survey of the domain is lacking. In this paper, we use structuralism and functionalism paradigms to analyze RMAs’ origins, trends, and character- istics. RMAs are distinguished from traditional mobile applications and Rich Internet Applications (RIAs). Comprehending the distinction between delivering Rich User eXperience (RUX) in desktop and mobile computers, and the inward similarities and dissimilarities between RMAs and RIAs will facilitate and accelerate the development of rich, smartphone-centric applications. We analyze several problems inhibiting the adoption of RMAs and review corresponding solutions to devise a taxonomy. Our study advocates that the majority of problems stem from the intrinsic characteristics of mobile devices and the heterogeneity in this environment, especially when cloud computing is employed to enhance mobile computing. Several open issues on RMAs’ domination and adoption are presented as future research directions.
DOI: 10.6084/m9.figshare.24185505.v1
title: Modelling datasets

description: Modelling dataset for EURUSD and SP500 related models.
DOI: 10.6084/m9.figshare.28070636.v1
title: <b>Determinants of Health Facility Choice for Delivery Among Women Participating in Group Antenatal Care in Machakos County, Kenya: A cross-sectional phone survey</b>

description: A cross-sectional phone survey was conducted from December 2023 to January 2024 in eight health centers in Machakos County, Kenya with women who participated in G-ANC and had delivered in a facility to understand women’s choice of health facility for childbirth, i.e., whether they returned to their G-ANC facility for delivery or went to another facility. The study was nested in a larger implementation research study on the adoption of G-ANC.
DOI: 10.6084/m9.figshare.5766708.v1
title: Dataset for Figure 3

description: Simulated and experimentally measured net charge per acceleration of an optimized MEMS piezoelectric annular accelerometer for implantable hearing devices.In both files:Column 1 - Frequency [Hz]Column 4 - Net charge per acceleration [fC/(m/s²)]
DOI: 10.15468/dl.y3843y
title: Occurrence Download

description: A dataset containing 1240470 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Polygonaceae",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 1240470 records from 1104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013298-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16908619
title: Bicarbonate photolysis drives the coupling of karstification and photosynthesis

description: This dataset contains the experimental data used in the study titled "Bicarbonate Photolysis Drives the Coupling of Karstification and Photosynthesis". The research investigates the role of bicarbonate photolysis in linking geological carbon sinks (karstification) with biological processes such as photosynthesis. The dataset includes measurements of stable carbon (δ¹³C) and oxygen (δ¹⁸O) isotopes, microalgae biomass growth data under various treatment conditions, and the impacts of specific inhibitors (DIDS, DCMU, and Acetazolamide) on bicarbonate utilization and carbon fixation in three species of microalgae: Chlorella vulgaris, Chlamydomonas reinhardtii, and Microcystis aeruginosa.

The data includes:





Chlorophyll concentrations (Chl-a) for each species under different treatments.




Stable carbon and oxygen isotope values (δ¹³C and δ¹⁸O) to assess carbon and oxygen turnover during bicarbonate photolysis.




Measurements of the Karst-Photosynthesis Coupling Capacity Factor (KPCF), a novel metric developed to quantify the efficiency of inorganic carbon utilization from carbonate dissolution in the photosynthetic process.




Experimental conditions and methods, including isotopic labeling with calcium carbonate (CaCO₃) and the application of inhibitors targeting specific biochemical pathways.



This dataset is critical for understanding the biochemical interactions that govern carbon and oxygen dynamics in karst ecosystems and photosynthetic organisms, offering insights into the coupling of geological and biological carbon sinks.
DOI: 10.5281/zenodo.16908620
title: Bicarbonate photolysis drives the coupling of karstification and photosynthesis

description: This dataset contains the experimental data used in the study titled "Bicarbonate Photolysis Drives the Coupling of Karstification and Photosynthesis". The research investigates the role of bicarbonate photolysis in linking geological carbon sinks (karstification) with biological processes such as photosynthesis. The dataset includes measurements of stable carbon (δ¹³C) and oxygen (δ¹⁸O) isotopes, microalgae biomass growth data under various treatment conditions, and the impacts of specific inhibitors (DIDS, DCMU, and Acetazolamide) on bicarbonate utilization and carbon fixation in three species of microalgae: Chlorella vulgaris, Chlamydomonas reinhardtii, and Microcystis aeruginosa.

The data includes:





Chlorophyll concentrations (Chl-a) for each species under different treatments.




Stable carbon and oxygen isotope values (δ¹³C and δ¹⁸O) to assess carbon and oxygen turnover during bicarbonate photolysis.




Measurements of the Karst-Photosynthesis Coupling Capacity Factor (KPCF), a novel metric developed to quantify the efficiency of inorganic carbon utilization from carbonate dissolution in the photosynthetic process.




Experimental conditions and methods, including isotopic labeling with calcium carbonate (CaCO₃) and the application of inhibitors targeting specific biochemical pathways.



This dataset is critical for understanding the biochemical interactions that govern carbon and oxygen dynamics in karst ecosystems and photosynthetic organisms, offering insights into the coupling of geological and biological carbon sinks.
DOI: 10.15468/dl.ajrky9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thevetia peruviana",
 "Country is Tonga",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025050-250811113504898/datasets/export for details.
DOI: 10.15468/dl.zyu42a
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Thevetia peruviana",
 "Country is Samoa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0025048-250811113504898/datasets/export for details.
DOI: 10.15468/dl.d7syzm
title: Occurrence Download

description: A dataset containing 17803 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Ageratina adenophora (Spreng.) R.M.King & H.Rob.)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 17803 records from 178 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010380-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/m2dssl
title: Citizen Deliberation and Covid

description: This document describes the files needed to reproduce the results reported in: “Public Compliance with Difficult Political Decisions in Times of a Pandemic: Does Citizen Deliberation Help?”
DOI: 10.7910/dvn/nmxc6f
title: Replication Data for: Institutional Corruption and Election Fraud: Evidence from a Field Experiment in Afghanistan

description: We investigate the relationship between political networks, weak institutions, and election fraud during the 2010 parliamentary election in Afghanistan combining: (i) data on political connections between candidates and election officials; (ii) a nationwide controlled evaluation of a novel monitoring technology; and (iii) direct measurements of aggregation fraud. We find considerable evidence of aggregation fraud in favor of connected candidates and that the announcement of a new monitoring technology reduced theft of election materials by about 60 percent and vote counts for connected candidates by about 25 percent. The results have implications for electoral competition and are potentially actionable for policymakers.
DOI: 10.7910/dvn/xvckrs
title: The False positive problem of automatic bot detection in social science research

description: Data and code for the paper "The False positive problem of automatic bot detection in social science research".
DOI: 10.7910/dvn/5s4wak
title: Use of learner-driven, formative, ad-hoc, prospective assessment of competence in physical therapist clinical education in the United States: a prospective cohort study

description: The purpose of this project was to implement a process for learner-driven, formative, prospective, ad-hoc, entrustment assessment in Doctor of Physical Therapy clinical education. Our goals were to develop an innovative entrustment assessment tool, and then explore whether the tool detected (1) differences between learners at different stages of development and (2) differences within learners across the course of a clinical education experience. We also investigated whether there was a relationship between the number of assessments and change in performance.
DOI: 10.7910/dvn/eeihfk
title: Replication data for: The First Sale Doctrine and Public Library Provision of Print and Electronic Books

description: Datasets and Stata programs creating all tables and figures from the paper, including a readme file explaining further details.
DOI: 10.7910/dvn/nklxwz
title: The Latent Influence of Ideology on Partisan Media Consumption

description: Matthew Dardet and Ben TerMaat's data for the GOV 2001 final paper.
DOI: 10.7910/dvn/x4gnlc
title: A98_9922.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/4534b202-4a7e-5acf-d4e8-ad86c4a29528'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/4534b202-4a7e-5acf-d4e8-ad86c4a29528