cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/9wfy8pcxdb.2
title: Measured Radio Map Dataset (V2.0) with Multi-radiation Sources of Urban Scenarios (80m×105m)

description: The radio map, or spectrum environment map (SEM), can visualize the information of invisible electromagnetic spectrum, and is vital for monitoring, management, and security of spectrum resources in cognitive radio (CR) networks. It is useful for the abnormal spectral activity detection, radiation source localization, spectrum resource management, etc.
This project presents a measured radio map dataset in the urban scenario with multiple radiation sources, aiming to address the limitation of open datasets for radio map in realistic multi-source dynamic scenarios. We used a spectral signal receiving system to measure the signal intensity of multiple radiation sources in the urban scene. This project includes two datasets as
1) Raw radio map measurement data (30 MHz, 115 MHz, and 2 GHz), in the format of.csv. It includes entries such as longitude, latitude, altitude, start and end frequencies, frequency interval, number of acquisition points, and signal strength.
2) Raw spectrum tensor data (30 MHz, 115 MHz, and 2 GHz), in the format of.mat.

More details about the construction of the spectrum map and dataset can be found in the following references.
[1]. Q. Zhu et al., DEMO Abstract: An UAV-based 3D Spectrum Real-time Mapping System, 2022 IEEE Conference on Computer Communications Workshops (INFOCOM WKSHPS), New York, NY, USA, 2022, pp. 1-2. 
[2] J. Wang et al., "Sparse Bayesian Learning-Based Hierarchical Construction for 3D Radio Environment Maps Incorporating Channel Shadowing," in IEEE Transactions on Wireless Communications, vol. 23, no. 10, pp. 14560-14574, Oct. 2024.
[3]. Q. Gao, et al. Time-Variant Radio Map Reconstruction with Optimized Distributed Sensors in Dynamic Spectrum Environments[J]. IEEE Internet of Things Journal, early access, Feb.2025, doi: 10.1109/JIOT.2025.3545542.
DOI: 10.6084/m9.figshare.19801477.v1
title: Participants' Views of LGBT

description: Participants' views of LGBT were from a published nationwide study examining public perceptions of LGBT in Malaysia.
DOI: 10.6084/m9.figshare.27331026.v3
title: Supplementary Material for: Optimal QT correction formula for older Chinese: Guangzhou Biobank Cohort Study

description: Introduction: To identify the optimal QT correction formula for generating corrected QT (QTc) and cutoffs for prolonged QTc, and examine the associations with mortality and cardiovascular disease (CVD) in older Chinese.
Methods: A prospective study included 24,611 Chinese aged 50+ years and without CVD at 2003-2008 from Guangzhou Biobank Cohort Study. QT interval was corrected by Bazett, Fridericia, Framingham and Hodges formulas. The slope and R2 of the QTc and heart rate regression were used to determine the optimal correction formula. The 95th percentile of QTc was used to defined prolonged QTc. Cox regression was used to examine associations of prolonged QTc with mortality and CVD. The net reclassification index was calculated to assess risk reclassification.
Results: During an average follow-up of 15.3 years, 5,261 deaths and 5,539 CVD occurred. Optimal heart correction was observed for the Hodges formula, and Bazett formula performed the worst. Prolonged QTc corrected by Fridericia, Framingham and Hodges formulas had similar association strength with all-cause mortality, CVD mortality and incident CVD (especially coronary heart disease, myocardial infarction and ischemic stroke), with hazard ratios approximately being 1.25, 1.40 and 1.15, respectively. They also improved risk reclassification for all-cause mortality, CVD mortality and incident CVD by approximately 5%, 10% and 6%, respectively. However, prolonged QTc corrected by Bazett formula was not associated with incident CVD and did not improve risk reclassification. 
Conclusions: Hodges formula outperformed other formulas for heart rate correction. Fridericia, Framingham and Hodges formulas can be used for death and cardiovascular risk prediction.
DOI: 10.6084/m9.figshare.7387196.v1
title: Supplementary Material for: Prognostic Value of the Glasgow Prognostic Score or Modified Glasgow Prognostic Score for Patients with Colorectal Cancer Receiving Various Treatments: a Systematic Review and Meta-Analysis

description: <b><i>Background/Aims:</i></b> Increasing evidence indicates that the systemic inflammatory response plays a vital role in carcinogenesis. The Glasgow Prognostic Score or modified Glasgow Prognostic Score (GPS/mGPS) is a novel inflammatory indicator which consists of CRP and albumin. Here, we performed a meta-analysis to evaluate the prognostic value of the GPS/ mGPS in patients with colorectal cancer (CRC) and to assess its consistency in different CRC therapies. <b><i>Methods:</i></b> The electronic databases PubMed, Embase, Scopus, Web of Science, and Cochrane Library were searched from inception through December 2017 for the association between the GPS/mGPS and clinical outcomes. Study characteristics and prognostic data were extracted from each relevant study. Overall survival (OS) and cancer-specific survival (CSS) were considered the primary outcomes, and hazard ratios (HRs) and 95% confidence intervals (CIs) were calculated. The quality of each study was pooled using the random-effects Mantel-Haenszel model. Finally, subgroup analyses were performed to detect the heterogeneity of different CRC treatments. <b><i>Results:</i></b> Thirty-four studies, with a combined total of 8834 patients, were eligible for this meta-analysis. Data on OS and CSS were available in 23 and 22 studies, respectively. By comparing the prognostic values of different levels of the GPS in CRC patients, the summary HRs for OS and CSS were 2.18 (95% CI 1.83-2.60) and 1.82 (95% CI 1.57-2.11), respectively. According to the different tumor stages, the subgroup analyses were stratified by different treatments, including curative or palliative therapy. The results robustly confirmed the prognostic role of the GPS/mGPS. <b><i>Conclusion:</i></b> Our results suggest that the GPS/mGPS is a novel and effective prognostic indicator for the OS and CSS of patients with CRC.
DOI: 10.15468/dl.c7qk6f
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Tachina grossa (Linnaeus, 1758)"
 ]
}

 The dataset includes 219 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009459-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.14995071.v1
title: Supplementary Material for: A Lipid Mixture Enriched by Ceramide NP with Fatty Acids of Diverse Chain Lengths Contributes to Restore the Skin Barrier Function Impaired by Topical Corticosteroid

description: Medicine
DOI: 10.6084/m9.figshare.3556899.v1
title: Appendix A. Photos from the study system and experimental design.

description: Photos from the study system and experimental design.
DOI: 10.6084/m9.figshare.16885009.v4
title: Supplementary data for the article: “Quantitative structure-retention relationships for pyridinium-based ionic liquids used as gas chromatographic stationary phases: convenient software and assessment of reliability of the results”

description: <br>Supplementary data for the article: “Quantitative structure-retention relationships for pyridinium-based ionic liquids used as gas chromatographic stationary phases: convenient software and assessment of reliability of the results”.<br>This repository contains a data set of the gas chromatographic retention data (n-alkane retention indices and retention times) for various oxygen-containing organic compounds and three ionic liquid-based stationary phases. The repository contains the following files: the data.xls file contains the data set, and the info.pdf file contains further information about data set acquisition.Columns in the data.xls file:SMILES – string representation of the molecule structure (SMILES)RI – n-alkane-based retention indexRT – retention time in minutes<br>Name – name of the moleculeThree pages in the data.xls file correspond to three ionic liquid-based stationary phases.
DOI: 10.6084/m9.figshare.16727314.v1
title: Parkour Kong Vault Interviews

description: Dataset from my Masters research project, titled "Using the Expertise of Parkour Coaches to Understand Parkour Movement: The Kong Vault", available online at https://www.jmablog.com/research/mres<br>15 parkour coaches were interviewed about the parkour kong vault, to further understand how the vault is learnt, used, trained, and coached, for future studies. This dataset contains the full anonymised transcribed interviews from each participant.<br><br><b>Data</b><br><br>Each interview is a separate <code>.txt</code> file, identified by the participant ID number. Within each, speakers are denoted by 'interviewer' and 'participant', separated with an empty line. <br>There are also <code>.csv</code> files that compile all the interviews into a tabular format, either by line or individual word, identified by participant ID, speaker, and line number. The line <code>.csv</code> also includes columns for the number of characters and words in each line.<br> Finally, participant characteristic info is also provided as a <code>.csv</code> file, which can be joined with any of the above data via participant ID.
DOI: 10.6084/m9.figshare.26052940.v1
title: Xenium dataset polygon file

description: Xenium segmentation polygon data.
DOI: 10.6084/m9.figshare.5164738.v1
title: OCC dataset of all the responsible agents, made on 2017-06-25

description: This archive contains the dump of the OpenCitation Corpus (OCC, http://opencitations.net) dataset about responsible agents, created regularly every month.<br><br>After unzipping the archive, Disk ARchive (DAR, http://dar.linux.free.fr/, a multi-platform archive tool for managing huge amount of data) is needed for recreating the whole structure. For extracting the DAR archive, please run the command<br><br>dar -x [archive-name]<br><br>Where "[archive-name"] is the name of the DAR file without final package number and extension. E.g.:<br><br>dar -x 2016-09-23-corpus_re<br><br>For further questions, comments, and suggestions please don't hesitate to contact Silvio Peroni at essepuntato@opencitations.net.
DOI: 10.17632/pjfjzy4b7h.1
title: Dataset for Single Cell RNA Sequencing Analysis of Oncolytic virus- and mRNA Vaccine-treated Mouse Tumors

description: This repository contains single-cell RNA sequencing datasets used to investigate tumor microenvironment changes following treatment with an oncolytic virus (T22H07) or a mRNA vaccine (M22H04). The data include cell material and sequencing quality control criteria, marker gene expression profiles of major cell clusters, copy number variation (CNV) analysis of cancer cell clusters, gene pairs indicating cell-to-cell communication efficacy, and gene expression profiles of neutrophils and macrophages. The dataset serves as supplementary information for the publication titled "Heterologous Prime-boost with a mRNA Vaccine and an Oncolytic Virus Enhances Tumor Regression Through Overcoming Intratumoral Immune Suppression".
DOI: 10.6084/m9.figshare.14681220.v1
title: scz2018clozuk

description: GWAS summary statistics from the Psychiatric Genomics Consortium (PGC)
DOI: 10.17632/pjfjzy4b7h.2
title: Dataset and original codes for Single Cell RNA Sequencing Analysis of Oncolytic virus- and mRNA Vaccine-treated Mouse Tumors

description: This repository contains single-cell RNA sequencing datasets and original codes used to investigate tumor microenvironment changes following treatment with an oncolytic virus (T22H07) or a mRNA vaccine (M22H04). The data include cell material and sequencing quality control criteria, marker gene expression profiles of major cell clusters, copy number variation (CNV) analysis of cancer cell clusters, gene pairs indicating cell-to-cell communication efficacy, and gene expression profiles of neutrophils and macrophages. The codes set include PBS-treated tumor barcodes, PBS-treated tumor genes, PBS-treated tumor matrix, T22H07-treated tumor barcodes, T22H07-treated tumor genes, T22H07-treated tumor matrix, M22H04-treated tumor barcodes, M22H04-treated tumor genes, and M22H04-treated tumor matrix. The dataset serves as supplementary information for the publication titled "Heterologous Prime-boost with a mRNA Vaccine and an Oncolytic Virus Enhances Tumor Regression Through Overcoming Intratumoral Immune Suppression".
DOI: 10.6084/m9.figshare.27178395.v1
title: datasets.zip

description: Brain tumor five classification dataset
DOI: 10.6084/m9.figshare.12623501.v1
title: Data for "Evidence of unprecedented rise in growth synchrony from global tree ring records"

description: <b>Data includes:</b>-itrdb-v713-cleaned-rwl_no_subfolders: ITRDB raw rwl data-ages.csv: age structure of ITRDB data, calculated from tree ring series-GlobalTemperatureAnomaly:Time series of global temperature data-ITRDB_prec_updated.csv and ITRDB_prec_updated2.csv: total annual precipitation for each ITRDB location-ITRDB_temp_updated: mean annual temperatuer for each ITRDB location-metadata_itrdb_final: metadata associated with each ITRDB location-nitrogen_nhx_timeseries.csv and nitrogen_noy_timeseries.csv: time series of nitrogen deposition for each ITRDB location.-standardized series.csv: standardized growth series for each ITRDB location.-standardized series.with.spl.csv: low-frequency spline standardized series for each ITRDB location
DOI: 10.6084/m9.figshare.28016792.v3
title: Perception of smart technology adoption data.xlsx

description: This study assesses individuals' perceptions of smart technology adoption in preventive healthcare.
DOI: 10.6084/m9.figshare.7942283.v1
title: Chitosan associated with plant extracts in the post-harvest control of anthracnose in papaya ‘formosa’

description: ABSTRACT Excessive use of chemicals in papaya (Carica papaya L.) crops puts the efficacy of fungicides at risk because of the resistance problems of pathogens to these products, besides the possibility of toxic residues endangering the human health and the environment. Therefore, the present study aimed to evaluate the efficacy of natural products in controlling Colletotrichum gloeosporioides in vitro and in vivo. In the in vitro assay, the evaluated products were aqueous extracts of clove (Syzygium aromaticum) and cinnamon (Cinnamomum zeylanicum) at 1.5% and chitosan at 4%, separately, and the association of these plant extracts with 4% chitosan, as well as the fungicide prochloraz (100 mg L-1), added to PDA culture medium; they were evaluated for their effect on the mycelial growth of the fungus, maintaining a control without addition of products. The treatment with aqueous extract of clove at 15% and its association with chitosan inhibited mycelial growth. Association of chitosan with aqueous extract of cinnamon was more effective in reducing mycelial growth than the two products used separately. In the in vivo test, papaya ‘Formosa’ fruits were subjected to the following treatments by immersion: 1 - control (distilled water); 2 - control - fungicide prochloraz (Sportak® 450 EC) at a concentration of 0.75 mL L-1; 3 - chitosan (4%); 4 - aqueous extract of clove (10%); 5 - aqueous extract of cinnamon (30%); 6 - aqueous extract of clove (10%) + chitosan (4%); 7 - aqueous extract of cinnamon (30%) + chitosan (4%). After 24h, fruits were inoculated with C. gloeosporiodes and evaluated for the disease severity at every two days. Only in the third evaluation, treatments with fungicide and aqueous extract of cinnamon at 30% associated with chitosan at 4% reduced the disease severity, compared to control. The area under the disease progress curve indicated that the treatment with aqueous extract of clove was also effective in reducing the severity of anthracnose in fruits.
DOI: 10.6084/m9.figshare.8321036.v1
title: Supplementary Materials for: Testosterone-mediated behavior shapes the emergent properties of social networks

description: Data and analysis of the collective properties of social networks in relation to testosterone levels.<br>
DOI: 10.6084/m9.figshare.9956195.v2
title: High-Dimensional Smoothing Splines and Application in Alzheimer’s Disease Prediction Using Magnetic Resonance Imaging

description: Recent evidence has shown that structural magnetic resonance imaging (MRI) is an effective tool for Alzheimer’s disease (AD) prediction. While traditional MRI-based prediction uses images acquired at a single time point, a longitudinal study is more sensitive and accurate in detecting early pathological changes of the AD. Two main statistical difficulties arise in the longitudinal MRI-based analysis: (i) the inconsistent longitudinal scans among subjects (i.e., the different scanning time and the different total number of scans); (ii) the heterogeneous progressions of high-dimensional regions of interest (ROIs) in MRI. In this work, we propose a new feature selection and estimation method which can be applied to extract AD-related features from the heterogeneous longitudinal MRI. A key ingredient of our approach is a hybrid of the smoothing splines and the <i>l</i><sub>1</sub>-penalty. Smoothing splines can integrate information from heterogeneous progressions of ROIs and adapt to inconsistent scans of MRIs. The selection property of the <i>l</i><sub>1</sub>-penalty helps to select important ROIs related to AD. We introduce an efficient algorithm to perform the proposed method. Real data experiments on the Alzheimer’s Disease Neuroimaging Initiative database are provided to corroborate some advantages of the proposed method for AD prediction in longitudinal studies.
DOI: 10.6084/m9.figshare.3525773.v1
title: Appendix C. A table of results from the validation of fire weather index interpolations.

description: A table of results from the validation of fire weather index interpolations.
DOI: 10.6084/m9.figshare.7480016.v1
title: Physiological data of experimental animals of the sepsis model

description: Surface body temperature, body weight and sickness severity score of experimental animals.
DOI: 10.25452/figshare.plus.22270450.v1
title: THINGS-data: MRI protocols

description: Scanning protocoles of the MRI expriment. Details are split up across two PDF files: "S1.pdf" provides information about scanning parameters for all tasks sessions of one example subject. "Localizer_Session.pdf" provides information about the localizer session. <br> Part of THINGS-data: A multimodal collection of large-scale datasets for investigating object representations in brain and behavior <br> See related materials in Collection at: https://doi.org/10.25452/figshare.plus.c.6161151
DOI: 10.4121/uuid:2bbf8f6a-fc50-48eb-aa9e-c4ea5ef7e8c5
title: BPI Challenge 2020: International Declarations

description: This file contains the events related to International Declarations: 6,449 cases, 72151 events Parent item: BPI Challenge 2020 The dataset contains events pertaining to two years of travel expense claims. In 2017, events were collected for two departments, in 2018 for the entire university. The various permits and declaration documents (domestic and international declarations, pre-paid travel costs and requests for payment) all follow a similar process flow. After submission by the employee, the request is sent for approval to the travel administration. If approved, the request is then forwarded to the budget owner and after that to the supervisor. If the budget owner and supervisor are the same person, then only one of these steps is taken. In some cases, the director also needs to approve the request.The process finished with either the trip taking place or a payment being requested and payed. On a high level, we distinguish two types of trips, namely domestic and international. For domestic trips, no prior permission is needed, i.e. an employee can undertake these trips and ask for reimbursement of the costs afterwards. For international trips, permission is needed from the supervisor. This permission is obtained by filing a travel-permit and this travel permit should be approved before making any arrangements. To get the costs for a travel reimbursed, a claim is filed. This can be done as soon as costs are actually payed (for example for flights or conference registration fees), or within two months after the trip (for example hotel and food costs which are usually payed on the spot).
DOI: 10.6084/m9.figshare.5288332.v1
title: The number of sequences in the otus of bacterial phyla and genera among 10 groups of male skin

description: Raw data represent the number of sequences in the OTUs of bacterial phyla and genera among 10 groups. Data set were from phylotype analysis in Mothur (classify.otu).<br>
DOI: 10.6084/m9.figshare.11762508.v1
title: 32 channel Field array recording of V1 alpha rhythm in vitro

description: In vitro alpha rhythm model data. 32 channel Tucker Davis electrode system converted to Matlab. Includes raw data with bandwith sufficient to extract unit/MUA activity and local field potential.
DOI: 10.6084/m9.figshare.19664130.v1
title: Data Set for Online Survey.xlsx

description: Data set capturing staff and student perspectives of digitally enhanced practical skill teaching and learning in health sciences.
DOI: 10.6084/m9.figshare.21360885.v1
title: Paeonia ostii ( Fengdan ) Genome Sequence

description: Paeonia ostii Genome Sequence . Strain:fengdan
DOI: 10.6084/m9.figshare.27176829.v2
title: <b>Di STR (AT+CG) for </b><b>Novel recombination hotspots</b>

description: Here we extended our study to dinucleotide two repeat units (D2Us) of AT/TA and CG/GC compositions, and investigated colonization of these units (distance between consecutive units &lt;500 bp) across the human genome. We optimized the extraction algorithm to exclude isolate instances of D2Us, and included the basic overlapping units of D2Us, i.e., 3-repeat units (D3Us), consisting of TATATA, ATATAT, CGCGCG, and GCGCGC. We also studied several of the largest colonies across 100 vertebrates, using the UCSC and ENSEMBL Genome Browsers.
DOI: 10.6084/m9.figshare.3561351.v1
title: Appendix B. Phenological shifts and phenological sensitivity to snowmelt date and summer temperature data used in analyses.

description: Phenological shifts and phenological sensitivity to snowmelt date and summer temperature data used in analyses.