cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.12801805
title: Monitoring and evaluation of UKRI's Open Access Policy: Exploring the use of open data sources to inform baseline values - Dataset

description: This dataset accompanies the report "Monitoring and evaluation of UKRI's Open Access Policy: Exploring the use of open data sources to inform baseline values", which is available via Zenodo.It provides record-level data of UKRI-funded and UK-affiliated research output (limited to journal articles with Crossref DOIs) published between 2012 and 2022 - including bibliographic metadata as well as data on open access availability, publisher, national and international collaborations, citations, views and downloads, altmetrics and subjects (fields). All variables are documented in the data dictionary included in this Zenodo record.

The code used to generate the dataset from open data sources is available on GitHub. 

The following data sources were used:





Gateway to Research (records downloaded between 2023-11-05 and 2023-11-13)




Crossref (Metadata Plus snaphot 2023-10-31, Crossref member route API 2024-01-23)




OpenAlex (data snapshot 2023-10-18)




Unpaywall (data snapshot 2023-11-27)




IRUS UK (2024-04-03)




Crossref Event Data (2023-04-01)



The project made use of Curtin Open Knowledge Initiative (COKI) infrastructure, which is documented on GitHub: https://github.com/The-Academic-Observatory. 
description: This study has been funded by UK Research and Innovation (UKRI).
DOI: 10.17632/3sk3sv8t96.1
title: Hydrochemical parameters of the Ob River and its tributaries

description: Major and trace elements in Ob, Andreva and Rybnaya River, including colloidal forms
DOI: 10.17632/dsf7s4tpjc.1
title: Therapy of allergic rhinitis using ribavirin spray to clear nasal commensal viruses

description: Much attention has focused on commensal bacteria in health and disease, but the role of commensal viruses is largely unexplored. Although commensal viruses are suggested in some organs such as intestine to maintain tissue homeostasis, it is unknown whether they participate in the physiology or pathology of nose, which directly contacts outer environment. Here, we focused on nasal commensal viruses in the development of allergic rhinitis (AR), a global health problem affecting 20% to 30% of the population, and found that clearance of nasal commensal viruses using ribavirin alleviated AR symptoms, suggesting that nasal commensal viruses promote AR development. Mechanistically, nasal commensal viruses, recognized by innate sensors, initiated the production of type I interferon, recruiting and generating a population of interferon-induced neutrophils in the nasal cavity, which released neutrophil extracellular traps (NETs) to promote AR. Most importantly, to verify whether clearing nasal commensal viruses could treat AR patients clinically, we performed a randomized, double-blind, placebo-controlled, phase 2 clinical trial (Chinese Clinical Trial Registry identifier: ChiCTR2400082642) to explore the efficacy and safety of ribavirin spray in treating AR patients, and found that the patients of ribavirin group experienced significantly alleviated symptoms as compared to the placebo group, determining the therapeutic efficacy of ribavirin spray. Thus, we suggest a new mechanism for AR and a new approach for treating AR patients.
DOI: 10.17632/zvxchs4hd2.1
title: The Impact of Infrastructure Investment and Foreign Direct Investment on Economic Growth of Bangladesh

description: The Impact of Infrastructure Investment and Foreign Direct Investment on Economic Growth of Bangladesh
DOI: 10.17632/nn32fjwyg8.1
title: Minerals and Natural Resources Dataset

description: This study explores the time-varying predictability of popular calendar patterns prevailing in mineral and natural resource commodities traded at the Chicago Board of Options Exchange (CBOE) from 1988 to 2023. Utilizing the Adaptive Market Hypothesis (AMH), six equal-length sub-samples, a rolling window analysis, and the GARCH (1,1) model, we observe calendar patterns in mineral and natural resource commodity investments, while AMH best explains their behaviour. The presence of calendar patterns induces profit opportunities for investors. The DCC-GARCH model shows that the losses from investment in natural resources during a downturn in the market can be offset by price fluctuations of minerals, which provides superior hedging effectiveness. For robustness, we have also used the TVP-VAR model and observed that natural and mineral resource investments are net receivers of innovations in returns and volatility; however, the connectedness among them has been weak.
DOI: 10.17632/gf7zb4dwfd.1
title: Data availability

description: These data contain coal coke, briquettes consumption,  Gross Regional Domestic Product, pH, SO2, SO4 concentration, and sulfur content in the fuel used in Jakarta. These data were obtained from Jakarta Provincial Statistics Central Agency, Meteorology and Geophysics Agency / Meteorology, Climatology and Geophysics Agency, the general director of oil and gas, Minister of Environment / and Forestry of Indonesia. The data of pH, SO2, and SO4 were modeled by regression equation to predict the trend of those.
DOI: 10.17632/gf7zb4dwfd.2
title: Data availability

description: These data contain coal consumption in the industrial sector in Jakarta. These data were obtained from BPS-Statistics DKI Jakarta Province, and BPS-Statistics of Indonesia.
DOI: 10.15468/dl.55mdgr
title: Occurrence Download

description: A dataset containing 37806 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CSIRO - Great Barrier Reef seabed biodiversity study 2003-2006"
 ]
}

 The dataset includes 37806 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017304-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/k83v27djfh.1
title: TGF-β and RAS jointly unmask primed enhancers to drive metastasis

description: Original Western blot images and qRT-PCR Ct values from this study.
DOI: 10.15468/dl.6hqsfj
title: Occurrence Download

description: A dataset containing 37806 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is CSIRO - Great Barrier Reef seabed biodiversity study 2003-2006"
 ]
}

 The dataset includes 37806 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017305-240906103802322/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/kwh9nc27zg.1
title: Laboratory-derived friction data for sandstone samples

description: The stress anisotropy in the Earth’s crust is a crucial factor in seismic mechanisms, however, its role in controlling frictional properties and slipping stability of faults remains poorly constrained. Here, we conduct velocity-stepping experiments on sandstone under true triaxial stresses by varying σ2/σ3 ratios and σ3 within the rate-and-state framework. The results show that elevating stress anisotropy by increasing stress σ3 at the constant σ2/σ3 ratio leads to a decrease in frictional strength. Using the Coulomb failure criterion, the friction angle decreases and the cohesion increases exponentially with increasing σ2/σ3 ratio. The fault stability, as determined by the frictional velocity-dependent parameter (a-b), decreases with increasing stress anisotropy, which is characterized by a transition from velocity-strengthening to velocity-weakening behaviors. The enhanced fault critical stiffness (Kc) with increasing stress anisotropy could promote fault instability nucleation by reactivating local aseismic faults in seismogenic zones. We further study the laboratory fault surface evolution and find that shallow grooves are generated that act as stress barriers at low geologic stress anisotropy. As the geologic stress anisotropy increases, the fault surface gradually converges to uniform smoothness due to the abrasion of asperities. These results suggest that the weakening effect of stress anisotropy on fault stability is associated with stress redistribution produced by shear localization. The excessive stress anisotropy can alter the frictional behavior of slow slip or aseismic creep, potentially inducing earthquakes.
This dataset contains the raw data from friction experiments performed on sandstone samples. Taking S-2-6-3 as an example in sample numbering, where S represents the sandstone sample, 2 indicates the ratio of the intermediate principal stress to minimum principal stress (σ2/σ3), 6 represents the intermediate principal stress σ2 and 3 denotes the minimum principal stress σ3.
DOI: 10.17632/v8c8y26fm6.1
title: Supplementary data Synthesis of size-specific AgNPs through DOE

description: Supplementary methodology and additional figures and tables of the paper "Synthesis of size-specific silver nanoparticles through design of experiments: mathematical prediction and biological evaluation"
DOI: 10.17632/c6rwfjj5bt.1
title: Data on the financial performance of companies on BIST Sustainability 25 Index: An Entropy-based TOPSIS approach

description: In this data article, the Entropy-based TOPSIS technique is employed to assess the cash flow-based financial performance of companies. The study encompasses data from companies listed on the Borsa Istanbul (İstanbul Stock Exchange) and included in the BIST Sustainability 25 index between 2018 and 2022. The performance metrics considered in the dataset are grouped into categories including liquidity, operational efficiency, financial structure, and profitability ratios. The dataset is derived from company balance sheets, income statements, and cash flow statements.
DOI: 10.17632/m24w2n2jtb.2
title: Assamese Authorship Attribution Language Corpora-AAALC

description: The dataset includes both modern and historical texts, offering a broad and diverse range of content. It features literary works such as novels, articles, and short stories by 16 prominent poets, writers, and novelists from the Assamese community.
DOI: 10.17632/m24w2n2jtb.3
title: Assamese Authorship Attribution Language Corpora-AAALC

description: The dataset includes both modern and historical texts, offering a broad and diverse range of content. It features literary works such as novels, articles, and short stories by 16 prominent poets, writers, and novelists from the Assamese community.
DOI: 10.17632/6y554fr4p9.1
title: DRO characteristics

description: The data shows the resonance frequency peaks and the output power level of MgTiO3 ceramic-based DRO when the diameter of the ceramics was varied from 5, 8 and 12 mm while maintaining the thickness the same (1.5 mm) and that was measured at 25 C using N9020A MXA Spectrum Analyzer (Keysight Technologies) operating between 10 Hz – 26.5 GHz using transverse electric (TE01) mode. When the diameter size increases, the position of the resonance frequency peaks shift from C- to the S-bands. Inversely, the output power values goes to the opposite direction (becomes positive along the increase of the diameter size).
DOI: 10.17632/z3mx2pwdwt.1
title: Replication folder for "Geopolitical Risk Perceptions"

description: This is the replication folder for "Geopolitical Risk Perceptions" by Yevheniia Bondarenko, Vivien Lewis, Matthias Rottner, and Yves Schüler.
DOI: 10.17632/vtjrwgh8fv.1
title: It is possible to treat nasal crease using only one peel session

description: The authors describe the use of one session of a deep peel to treat the nasal crease. The nasal crease is lso known as "allergic crease", a wrinkle across the lower part of the nose, commonly seen in atopic patients.
DOI: 10.17632/hxv4mwfmry.1
title: Reducing Endogeneity Within a Small-n Design Using Cross-Validation with Cluster-Robust Variance Estimation When Comparing Mixed Effect Models: A New Analytic Methodology Applied in Neurobiology

description: Data from this pilot study was purposed initially to assess post-synaptic behavioural effects of neuromodulation via intermittent theta-burst stimulation in combination with N-methyl-D-aspartate (NMDA) and Gamma-aminobutyric Acid (GABAa) receptor-modulating psychopharmacology on implicit motor learning outcomes. In the current study, a secondary exploratory analysis using cross-validation (both Replicated k-Fold and Leave-One-Cluster-Out) was conducted to compare linear mixed effect models to reduce errors caused by clustered endogeneity. Afterwards, cluster-robust variance estimation was added to this finalized working model to control for endogeneity present in the study design. 

 Initially, the study's design comprised a small sample size (n = 13) in a clustered randomized trial design, which was collected at Butler Psychiatric Hospital in Providence, Rhode Island, under the principal investigation of Dr. Joshua Brown for the Department of Psychiatry at Brown University. Following the preprocessing and organizational stages of data preparation, data from a limited number of participants (n = 8) was retained as a change was made in the block order protocol during data collection. Participants were randomly assigned to four different drug conditions (Lorazepam (2.5 mg; LZP) vs. D-Cycloserine (100 mg; DCS) vs. D-Cycloserine (100 mg) + Dextromethorphan (150 mg; DCS + DXM) vs. Placebo) across four sessions and were tasked with completing the Serial Reaction Time Task (SRTT) before (referred to as the ‘skill acquisition’ phase or “pre-iTBS”) and after (referred to as the ‘retention’ phase or “post-iTBS”) an intermittent theta-burst stimulation (iTBS) intervention, a form of transcranial magnetic stimulation. 

 Results of these data via linear mixed effect modelling revealed a reduction in response times when in the DCS condition paired with the iTBS as compared to all other drug conditions. Oppositely, there was an increase in response times in the LZP condition. The process of cross-validation yielded a design-driven LMER that was attuned at the 'session'-level by random assignment of the drug condition over a number of trials (96 per session for each participant) and each block order of the SRTT. Below is an R-Script includes instructions for replication should any researcher wish to pursue such with this small-n design pilot study.
DOI: 10.17632/3n8ms32thw.1
title: Characterization and Classification of Irrigated rice in Santa Catarina

description: The data contained in this repository is related to the article: *Characterization and classification of irrigated rice fields in Brazil based on time-series similarity and machine learning models using Sentinel-1 and -2 satellite imagery*. Here, you can obtain the training and validation blocks, as well as the classification results (GeoTIFF image). Additionally, we also provide the characterization of each region in vector format, based on the observed temporal patterns.
DOI: 10.17632/3p4j86hwx3.1
title: Heat stress affects milk yield, milk quality, and gene expression profiles in mammary cells of Girolando cows

description: Heat stress is a noted risk factor affecting dairy producers, animal welfare, and food security. Recently, Girolando cows might be encountering increased challenges in maintaining their homeothermy due to a rise in milk production. This study explores the impact of heat stress on physiological parameters, milk yield, milk quality, and mammary cell gene expression in Girolando cows. Results indicate that heat stress causes a decrease in dry matter intake, rumination frequency, and milk yield. It also leads to elevated vaginal temperature, cortisol release, and changes in mammary cell gene expression. However, the heat stress imposed did not affect milk quality.
DOI: 10.17632/3n8ms32thw.2
title: Characterization and Classification of Irrigated rice in Santa Catarina

description: The data contained in this repository is related to the article: *Characterization and classification of irrigated rice fields in Brazil based on time-series similarity and machine learning models using Sentinel-1 and -2 satellite imagery*. Here, you can obtain the training and validation blocks, as well as the classification results (GeoTIFF image). Additionally, we also provide the characterization of each region in vector format, based on the observed temporal patterns. The raw images used in this research can be accessed using Google Earth Engine API, filtering by collections ee.ImageCollection("COPERNICUS/S1_GRD") and ee.ImageCollection("COPERNICUS/S2_HARMONIZED").
DOI: 10.17632/2yrbry6x7v.1
title: Avaliação do conhecimento de pacientes e acompanhantes do Hospital Universitário de Maringá sobre toxoplasmose

description: Data collected from patients and companions at Maringá's Regional University Hospital via questionnaire regarding knowledge about toxoplasmosis for use by the contributors for a study. Use UTF-8 decoding for better viewing.
DOI: 10.17632/8m2gg9yxkk.1
title: The Effects of Synthetic Fertilizer and Whey Protein Concentrate Application on Pepper Plant’s (Capsicum annuum L.) Yield and Growth

description: This study emerged with the idea of what could be done as an alternative to chemicals that cause environmental pollution. The experiment was established to find an answer to the question of what would happen if the proteins produced for the healthy muscle development of the human body were used in plant production. In addition to the control group in which there was no plant nutrition element, commercial fertilizers were also used as the most important witness.
DOI: 10.17632/mn6g298jdw.1
title: The Effects of Synthetic Fertilizer and Whey Protein Concentrate Application on Pepper Plant’s (Capsicum annuum L.) Yield and Growth

description: This study emerged with the idea of what could be done as an alternative to chemicals that cause environmental pollution.
DOI: 10.17632/ydmxn3264h.1
title: Keratoconus Ukraine children ОХМАТДИТ

description: The aim of this study is to assess the prevalence of keratoconus among children in Ukraine through a two-year study conducted at the National Children's Specialized Hospital "Ohmatdyt". The study also seeks to evaluate the demographic distribution and corneal parameter changes associated with keratoconus, and to identify any significant epidemiological patterns within the pediatric population. The purpose of this study is to evaluate the prevalence and epidemiological characteristics of keratoconus among children in Ukraine, using data collected over a two-year period at the National Children's Specialized Hospital "Ohmatdyt". Study Design and Participants: This two-year longitudinal study was conducted at the National Children's Specialized Hospital "Ohmatdyt" in Kyiv, Ukraine. The study involved 420 children aged 8 to 13 years who underwent comprehensive corneal examinations using the Pentacam device. Participants were selected based on their attendance at routine ophthalmic check-ups. Quantitative and qualitative methods were employed to assess corneal health. This included measurements of corneal thickness, anterior and posterior curvature, and the identification of keratoconus signs. Diagnostic Criteria: Keratoconus was diagnosed based on clinical signs and corneal topography. The criteria included corneal thinning, increased curvature, and specific topographic patterns indicative of keratoconus. Data were analyzed to determine the prevalence of keratoconus, focusing on age-related changes in corneal parameters. Statistical tests included t-tests for comparing means and chi-square tests for categorical data. A p-value of &lt;0.05 was considered statistically significant. The study protocol was approved by the Ethics Committee of the National Children's Specialized Hospital "Ohmatdyt". Informed consent was obtained from the parents or legal guardians of all participants.
DOI: 10.17632/6xmsdg9xcr.1
title: Exaptation of ancestral cell identity networks enables C4 photosynthesis

description: Data for chlorophyll measurements, transactivation assays, and GUS quantification plotted in the manuscript titled "Exaptation of ancestral cell identity networks enables C4 photosynthesis".
DOI: 10.17632/ptfscwtnyz.1
title: BananaImageBD: An Extensive Image Dataset of Common Bangladeshi Banana Varieties with Different Ripeness Levels

description: Type of data: 256x256 px Banana images.
Data format: JPEG
Contents of the dataset: Banana cultivars and ripeness stages.

Number of classes: (1) Four Most Popular Banana cultivars in Bangladesh - Bangla Kola, Chompa Kola, Sabri Kola, and Sagor Kola, and (2) Four Ripeness Stages - Green, Semi-ripe, Ripe, and Overripe 

Number of images: (1) Total original (raw) images of banana cultivars = 2512, Augmented to 7536 images, and (2) Total original (raw) images of ripeness stages = 825, Augmented to 2460 images.

Distribution of instances: (1) Original (raw) images in each class of banana cultivars: Bangla Kola = 444, Champa Kola = 1035, Sabri Kola = 509, and Sagor Kola = 524. (2) Augmented images in each class of banana cultivars: Bangla Kola = 1332, Chompa Kola = 3105, Sabri Kola = 1527, Sagor Kola = 1572. (3) Original (raw) images in each class of Ripeness stages: Green = 213, Semi-ripe = 205, Ripe = 204, and Overripe = 203. (4) Augmented images in each class of Ripeness stages: Green = 639, Semi-ripe = 612, Ripe = 600, and Overripe = 609.

Dataset Size: (1) Total size of the original (raw) banana cultivars dataset = 17.5 MB. (2) Total size of the augmented banana cultivars dataset = 80.1 MB. (3) Total size of the original (raw) ripeness stages dataset = 5.58 MB, and (4) Total size of the augmented ripeness stages dataset = 25.4 MB.

Data Acuisition Process: Images of bananas are captured using mobile phone cameras.
Data Source Location: Local banana wholesale markets and retail fruit shops from different places of Bangladesh.
Where applicable: Training machine learning and deep learning models to distinguish popular banana cultivars of Bangladesh and the ripeness stages of bananas.
DOI: 10.17632/2gbg4jcvyx.1
title: Chinese physicians’ perceptions and willingness to use telemedicine during the COVID-19 pandemic

description: The data set supports the findings of the study of Chinese physicians’ perceptions and willingness to use telemedicine during the COVID-19 pandemic.
DOI: 10.17632/j9g2bhgvd7.1
title: Supplementary Material

description: Lucas Destefani Paquini, Lília Togneri Marconsini, Bruno Sanches de Lima, Luciene Paula Roberto Profeti, Josimar Ribeiro, Demetrius Profeti. Synthesis, Characterization, and Application of an Ecofriendly C/TiO2 Composite to Efficiently Remove Reactive Black 5 (RB-5) Textile Dye from Aqueous Solutions, ACS Applied Materials & Interfaces (Supplementary Material)
DOI: 10.17632/p2tykkc3r5.1
title: Dataset of honeycomb by 3D printing

description: This dataset presents data related to crashworthiness indicators. This dataset is experimental data with quasi-static testing for the hybrid crash box. The filler structure for the hybrid crash box is produced by a 3D printing manufacturing process. The material used in 3D printing is PLA carbon filament.
DOI: 10.17632/48424cckzf.1
title: Source data for the paper entitled "Engineering high-frequency apomixis with normal seed production in hybrid rice"

description: Source data for the paper entitled "Engineering high-frequency apomixis with normal seed production in hybrid rice"
DOI: 10.17632/6vn3ssb39y.1
title: ALONE_2019

description: Data regarding lonliness among Chinese adults.
DOI: 10.5281/zenodo.13766648
title: A Potential Method for Identifying Milk Adulteration and Pb(II) Contamination Scenarios Using Principal Component Analysis from Smartphone Photographs

description: Early Research Data
DOI: 10.5281/zenodo.13766649
title: A Potential Method for Identifying Milk Adulteration and Pb(II) Contamination Scenarios Using Principal Component Analysis from Smartphone Photographs

description: Early Research Data