cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26367622.v1
title: Supplementary materials

description: Supplementary materials of the research article [<b>Identification of New Potential Targets for Pancreatic Ductal Adenocarcinoma by Integrated Bioinformatic</b><b> Analysis</b>]
DOI: 10.6084/m9.figshare.6957623.v1
title: Smallmouth Bass growth data (.csv file)

description: Total length, weight and age data for Smallmouth Bass from Little Moose Lake (NY, USA) in CSV format to be used to graph using code file: "Fish Length-at-Age and Growth R file".
DOI: 10.17632/npm3rmc98p
title: 8-story 616-member irregular space steel frame (Sap2000 files)

description: This is the Sap2000 files of the 8-story 616 member irregular steel frame. You can directly use model for analysis. Two versions of models are available named Seismic isolated (SI) based model and fixed based (FB) model.
DOI: 10.17632/xpnrvp9k6w
title: IoT Smart Door Lock with Wireless Key Sharing for Tourism Applications

description: IoT Smart Door Lock with Wireless Key Sharing for Tourism Applications Videos
DOI: 10.17632/xsfpp8g682
title: Spatiotemporal Variability of Surface Urban Heat Island Intensity in Kumasi from 1986 to 2022

description: Research Hypothesis. 
The study hypothesised that biophysical variables such as normalised difference vegetation index (NDVI) normalised difference vegetation index (NDVI), normalised built-up index (NDBI), dry barrenness index (DBSI), and elevation affect the intensity of urban heat island effect. 
Data Representation. 
The study was divided into two using a 15km buffer from the urban core. The division of the study area into urban and rural helps with the segregation of the extracted data. This enables the study to analyse the temperature difference between urban and rural areas. 
Data was collected from United States Geological Survey: Landsat and Modis respectively for three years. The digital value numbers of the satellite data were extracted using Arc GIS tools. Thus, the processed values of the satellite data depict the pixel values of the data extracted. These values give a representation of temperature variance between urban and rural areas. 
Findings. 
Notable findings include the determination of progressive increase in urban surface heat intensity from 1984 to 2022 for both Landsat data and Modis data. Also, biophysical variables: NDVI, DBSI, and NDBI resulted high positive variation with land surface temperature.
DOI: 10.6084/m9.figshare.19388489.v1
title: white throated sparrow variant calling format

description: WGS of 62 white throated sparrows. VCF file using Tan reference genome
DOI: 10.6084/m9.figshare.3502751.v1
title: Triadic Patent Families

description: A linking between all EPO, USPTO, and PCT patents and the triadic families indicated by the OECD data. Two columns, 3.2M lines, "|" delimited; the columns are--Pub_number: the patent's publication number--Triadic_Family: the triadic family in which the patent is included.<br>
DOI: 10.17632/4c8vv5h42j
title: Present State of Tertiary Institutions in Nigeria

description: The data describes the present state of tertiary institutions in Nigeria. As of April 2021, there were 44 Federal universities in Nigeria, with 52 State universities, Private universities were 99, which made the total number of universities in Nigeria to 195. Similarly, there were 38 Federal Polytechnics, 48 State Polytechnics, 61 Private Polytechnics, which made the total number of Polytechnics in Nigeria to 147, also there were 28 Federal Colleges of Education, 51 State Colleges f Education, 84 Private Colleges of Education, 10 Polytechnics offering NCE, and 1 other institution, which made the total number of NCE-Awarding Institutions in Nigeria to 174
DOI: 10.17632/5zjkdkh65p
title: Efficient and safe correction of hemophilia A by lentiviral vector-transduced BOECs in an implantable device

description: Data for the paper of Olgasi et al 2021 (PMID: 34853801 , PMCID: PMC8606349 , DOI: 10.1016/j.omtm.2021.10.015)
DOI: 10.17632/kkhf6r33bc
title: Dynamic assessment of soil hydromechanical behaviour under evaporation, using non-contact infrared thermography

description: Dynamic assessment of soil hydromechanical behaviour under evaporation, using non-contact infrared thermography
DOI: 10.4121/16698166.v1
title: Raw data to reproduce figures from the paper Beyond the Dichotomy: How Ride-hailing Competes with and Complements Public Transport

description: ## Data to reproduce figures from the paper:&gt;Cats, O., Kucharski, R., Danda, S. R., & Yap, M. (2021). Beyond the Dichotomy: How Ride-hailing Competes with and Complements Public Transport. arXiv preprint arXiv:2104.04208.<br>### fig_1_data.csv* each row denotes a single histogram line with 7 percentile values (in columns), each row is named after city and attribute name### fig_2_data.csv* each row denotes a single histogram line with 7 percentile values (in columns), each row is named after city and attribute name### maps.zip* each map has its own csv file named `hexdata_city_attribute_level.csv`.* each row in .csv file denotes single hex and contains: hex_id (https://github.com/uber/h3-py), hex geometry (in WKT format) and attribute value (used as a coloring scale in the maps)### fig. 6* each dot in the file is stored in the `.csv` as the x,y,value in respective lines in rows<br>
DOI: 10.6084/m9.figshare.1337910.v29
title: COS Test files

description: This does not include an actual research. These filesets are for testing purposes only.
DOI: 10.6084/m9.figshare.24299330.v1
title: Diverse associations observed between pregnancy complications and RBC or plasma folates determined by an in-house developed LC-MS/MS method

description: As folates are essential for embryonic development and growth, it is necessary to accurately determine the levels of folates in plasma and red blood cells (RBCs) for clinical intervention. The aims of this study were to develop and validate a liquid chromatography-tandem mass spectrometry (LC-MS/MS) method for quantitation of folates in plasma and RBCs and to examine the association between plasma and RBC folate concentrations and gestational diabetes mellitus (GDM), gestational hypertension (GH) and preeclampsia (PE). With the in-house developed LC-MS/MS, a retrospective cross-sectional study was conducted. The healthy pregnant women of first- (<i>n</i> = 147), second- (<i>n</i> = 84) and third-trimester (<i>n</i> = 141) or the women diagnosed with GDM (<i>n</i> = 84), GH (<i>n</i> = 58) or PE (<i>n</i> = 23), that were aged between 22 and 46 years old and registered at our institute, were subjected for measurement of folic acid (FA) and 5-methyltetrahydrofolate (5-MTHF), followed by appropriate statistical association analysis. The assay for simultaneous quantitation of FA and 5-MTHF in plasma and RBCs was linear, stable, with imprecision less than 15% and recoveries within ±10%. The lower limits of quantification for FA and 5-MTHF measurement in whole blood were 0.57 and 1.09 nmol/L, and in plasma were 0.5 and 1 nmol/L, respectively. In the association analysis, the patients with lower RBC folate level (&lt;906 nmol/L) presented higher risks of PE development (OR 4.861 [95% CI 1.411–16.505]) by logistic regression and restricted cubic spline (RCS) regression in a nonlinear fashion. In addition, higher level of plasma folates in pregnancy was significantly associated with GH risk but may be protective for the development of GDM. The in-house developed LC-MS/MS method for folates and metabolites in plasma or RBC showed satisfactory analytical performance for clinical application. Further, the levels of folates and metabolites were diversely associated with GDM, GH and PE development.
DOI: 10.6084/m9.figshare.25321102.v1
title: Sample Collection Frequency in Running

description: A pilot study revealed subtle discrepancies between the frequencies of 60Hz and 120Hz. This finding suggests that, although perceptible variations exist, the difference between the two frequencies is not significant enough to justify opting for 120Hz over 60Hz for the operation in question. Data collection was synchronized using two setups connected through OpenCAP. Processing was conducted through a Python routine.
DOI: 10.6084/m9.figshare.7376447.v1
title: Taxonomy: Product Market Codes

description: The Product Market Codes Taxonomy is a subject classification scheme used for classifying, grouping, and indexing content published by Springer Nature.
DOI: 10.6084/m9.figshare.13513683.v2
title: Impact of COVID 19 on Doctoral and Early Career Researchers - Time 2

description: SMaRteN, in partnership with Vitae, conducated research into the impact of COVID-19 on the working lives of doctoral researchers and research staff. This is the Time 2 data set. Data was collected at the end of September and start of October 2020. Please see link at bottom of page for the first data set.<br><br>SMaRteN www.smarten.org.ukThe UK Research and Innovation (UKRI) funded Student Mental Health Research Network (SMaRteN) is working to support and encourage better research into student mental health. SMaRteN is based at Institute of Psychiatry, Psychology and Neurosciences at King’s College London.<br>Vitae is a non-profit programme supporting the professional and career development of researchers. www.vitae.ac.uk @vitae_news<br><br>Covid-19 and the associated lock down has caused substantive disruption to the study and work of doctoral students and researchers in universities. The response to the pandemic has varied across universities and research funders.<br><br>SMaRteN and Vitae aim to develop a national picture for how doctoral researchers and research staff have been affected by the pandemic.<br><br>​The survey includes questions relating to the impact of COVID-19 on research work, mental wellbeing, social connection. We further address the impact of COVID-19 on changes to employment outside of academia, living arrangements and caring arrangements and the consequent effect of these changes on research work. The survey considers the support provided by supervisors / line managers and by universities.<br><br>Data available here as either an SPSS or Excel download:SPSS file contains labelsExcel file contains labels and brief notes about coding<br>Recoding data for CV19 impact - SPSS Syntax file describes steps taken to code data<br>CV19_impact_on_researchers - word document, export from Qualtrics of the survey.<br>Please note, data has been removed from this data set to ensure participant anonymity.<br>For further information, please contact Dr Nicola Byrom - nicola.byrom@kcl.ac.uk
DOI: 10.6084/m9.figshare.22266358.v1
title: Locus alignments

description: Trimmed locus alignment files.
DOI: 10.6084/m9.figshare.22731173.v1
title: Female Interview Transcripts

description: Interview Transcripts of 12 female participants in my research study exploring their perceptions of romance and the dating culture.
DOI: 10.6084/m9.figshare.26403460.v1
title: Multi-task-matching-and-Evaluation-Recommendation-based-on-RAG

description: Geographical named entity matching experiment and RAG based validation recommendation for a multi-objective task model
DOI: 10.6084/m9.figshare.28130591.v1
title: Supplementary Material for: The Steep Ramp Test as Precursor to Assess Physical Fitness Before Esophagectomy in Cancer Patients

description: Abstract
Background
Maximum oxygen uptake (VO₂max) is a predictor for postoperative complications after esophagectomy. Cardiopulmonary Exercise Test (CPET) is the golden standard for measuring VO₂max. The alternative Steep Ramp Test (SRT) is less strenuous with several benefits, providing an estimation of VO₂max. This study aims to determine whether SRT is a reliable alternative for CPET to evaluate preoperative fitness.
Methods
A total of 113 patients were included in this study. The agreement between SRT and CPET was analyzed using a t-test, Intraclass Correlation Coefficient (ICC), and the Bland-Altmann analysis. The threshold for adequate preoperative fitness was set at 17.0 ml/kg/min
Results
The mean difference between CPET and SRT was 2.77 ml/kg/min (95% CI 2.14–3.41). The ICC was 0.79 (95% CI 0.70-0.85). The upper limit of agreement of the Bland-Altmann was 9.44. The addition of 9.44 to the CPET-threshold gives an SRT-threshold of 26.44 ml/kg/min. Thirty-one (27.4%) patients scored higher than the SRT-threshold. 
Conclusion
The SRT VO2max differs from VO₂max as measured by CPET. However, the difference was found to be clinically irrelevant for a substantial portion of patients. Hence, SRT is a promising alternative to CPET for determining physical fitness, and might render CPET obsolete for fit individuals.
DOI: 10.60893/figshare.jcp.26188799.v1
title: Supplementary Material

description: ClSO and ClSO2 Photochemistry: Implications for the Venusian Atmosphere
DOI: 10.17632/wc4tsmy36y
title: Data from "Imputed genomes of historical horses provide insights into modern breeding" Todd et al. (2023) https://doi.org/10.1016/j.isci.2023.107104

description: Historical genomes can provide important insights into recent genomic changes in horses, especially the development of modern breeds. In this study, we characterized 8.7 million genomic variants from a panel of 430 horses from 73 breeds, including newly sequenced genomes from 20 Clydesdales and 10 Shire horses. We used this modern genomic variation to impute the genomes of four historically important horses, consisting of publicly available genomes from 2 Przewalski’s horses, 1 Thoroughbred, and a newly sequenced Clydesdale. Using these historical genomes, we identified modern horses with higher genetic similarity to those in the past and unveiled increased inbreeding in recent times. We genotyped variants associated with appearance and behavior to uncover previously unknown characteristics of these important historical horses. Overall, we provide insights into the history of Thoroughbred and Clydesdale breeds and highlight genomic changes in the endangered Przewalski’s horse following a century of captive breeding.
DOI: 10.6084/m9.figshare.13634771.v2
title: Additional file of glycan chip based on structure-switchable DNA linker for on-chip biosynthesis of cancer-associated complex glycans

description: Additional file. Supporting information
DOI: 10.17632/sk8vnmw2f4
title: Activity-dependent degradation of Kv4.2 contributes to synaptic plasticity and behavior in Angelman syndrome model mice

description: Raw data for manuscript figures: Hu et al. "Activity-dependent degradation of Kv4.2 contributes to synaptic plasticity and behavior in Angelman syndrome model mice" 2025. Data are organized into individual zip files corresponding to each figure.
DOI: 10.6084/m9.figshare.16874710.v1
title: Moreau et al_How can the forest sector maintain its mitigation potential in a changing climate ?

description: Dataset for the article: How can the forest sector maintain its mitigation potential in a changing climate ? Case studies of boreal and northern temperate forests in eastern Canada.
DOI: 10.6084/m9.figshare.29125562.v1
title: Domain-randomised synthetic data generation for YOLOv8-based robotic manipulation

description: Scripts for generating domain-randomised synthetic images with Omniverse Replicator and for training/evaluating a YOLOv8 detector in robotic manipulation tasks, reproducing all experiments reported in the paper.
DOI: 10.6084/m9.figshare.7322252.v2
title: GuacaMol All SMILES

description: The full dataset for the GuacaMol de novo design benchmarks.<br>This is a subset of molecules extracted from ChEMBL 24. For more information see https://www.ebi.ac.uk/chembl/<br>
DOI: 10.17632/9mn3ptmnb2
title: raw data for Predicting Thermodynamic Stability of Magnesium Alloys in Machine Learning

description: Datasets for machine learning training. Original data include energies calculated by VASP, coordinates, and DeePMD-kit input files. Data are saved in .npy format.
DOI: 10.17632/rg8b2k2k28
title: GIC//NMC Solar Battery Synthetic Data 1 - 700,000 degradation for 03/21 clear-sky irradiance

description: This dataset consists of part 1 of the data associated with publication "Data-driven Direct Diagnosis of PV Connected Batteries "

The synthetic cycles were generated using the mechanistic modeling approach. See  “Big data training data for artificial intelligence-based Li-ion diagnosis and prognosis“  (Journal of Power Sources, Volume 479, 15 December 2020, 228806) and "Analysis of Synthetic Voltage vs. Capacity Datasets for Big Data Li-ion Diagnosis and Prognosis" (Energies 2021, 14, 2371 ) for more details. 

These datasets were compiled with a resolution of 0.01 for the triplets and C/25 charges. This accounts for more than 5,000 different paths. 
Each path was simulated with at most 0.85% increases for each. Each dataset contains more than 700,000 unique voltage vs. capacity curves. 

Two datasets are provided, one for training and one for validation. There were generated with slightly different cell parameters to account for cell-to-cell variations. Details are available in publication.
For each dataset, 3 set of files are provided, the *_V_* files contains V vs. Q data, the *_t_* files contains V vs. time data and the *_R_* files contains rate vs. Q data. 

More details on content is provided in the read me file. 

All simulations were performed with the 2022 version of the alawa toolbox using stock electrode data. Voltage and kinetics of electrodes from different manufacturers, with different composition, or with different architecture might differ significantly.
DOI: 10.17632/rsxb4w977k
title: 新能源汽车销量

description: 汽车销量
DOI: 10.6084/m9.figshare.16733206.v1
title: Raw data and scripts from "Assortativity Anomalies in a Large Test System"

description: Just the scrappy scripts and data underlying this letter for IEEE Transactions on Power Systems. Long overdue but better late than never!<br><br>See: <br><br>P. Cuffe, "Assortativity Anomalies in a Large Test System," in <em>IEEE Transactions on Power Systems</em>, vol. 31, no. 5, pp. 4169-4170, Sept. 2016, doi: 10.1109/TPWRS.2015.2499700.<br><br>https://ieeexplore.ieee.org/abstract/document/7332250
DOI: 10.6084/m9.figshare.19672374.v1
title: Transcripts of MAKER-annotation protein-coding genes

description: Transcripts of MAKER-annotation protein-coding genes
DOI: 10.17632/72gkngc3by
title: Indonesian Journal of Educational Development (IJED)

description: Indonesian Journal of Educational Development (IJED) is a journal managed by the Academic Development Institute (LPA) IKIP PGRI Bali. This journal is published four times a year, namely February, May, August and November. Contains Indonesian and English writing originating from research results on the development of learning, measurement and evaluation of education, and education management.
DOI: 10.17632/gc4nf4wr3f
title: Education and innovative research & international scientific-methodical journal

description: The international scientific-methodical journal "Education and Innovative Research" has been published since October 2020.
Includes scientific and methodological materials in the fields of pedagogy, psychology, philology and linguistics, mathematics, physics and mechanics, technical sciences, natural sciences, history and philosophy, tourism and economics, information and communication technologies, geography. The authors of the published materials are leading scientists, researchers of the Republic of Uzbekistan and near and far abroad.
DOI: 10.17632/mbmj2ymjmg
title: Data of mud and sand sediment transport by the 2011 Tohoku-oki tsunami at Sendai Plain, Japan

description: This dataset contains simulation data using Delft3D-FLOW. 

We put "erosion_sedimentation.mat" and "wd.mat" in the folder "Main results".  In the folder "Sensitivity test", we only put "erosion_sedimentation.mat"
erosion_sedimentation.mat; The distribution of sedimentation and erosion in domain 6 after the simulation.
wd.mat; The distribution of water depth with an interval of 5 min in domain 6.

We put our simulation data as follows.
Sensitivity test/Sand sediment transport; the simulation results in Table. 1.
Sensitivity test/Mud sediment transport; the simulation results in Table. 2.
Main results/Sand sediment transport; the simulation results in Table. 4.
Main results/Sand sediment transport; the simulation results in Table. 5.
DOI: 10.17632/p74h56sbf5
title: Dancer as collaborator, co-author, co-owner, co-creator: power relations between dancer and choreographer

description: In contemporary concert dance, the efforts and creative powers of dancers can be overlooked and devalued against those of the choreographer. Might a binary relationship between the mind and the body haunt the relationship between the choreographer and dancer with the looming specter of a female body that is obedient, fertile, and shaped? This article explores whether dancers in contemporary concert dance should be credited in the choreographic process, creation of a technique, and in performance when they have actively contributed to the creative process. Weaving in my autoethnography examining my experiences as a dancer and choreographer in New York City, this article explores different models of working and creating engaging with the scholarship of dance practitioners and philosophy, dance, and feminist scholars. Seeing through a Marxist and Feminist lens, power relations are examined between choreographers and dancers, unraveling how these relations result in who is credited and whose labor and precarity is recognized. The trope of dancers, specifically female dancers, being mere instruments or muses is deconstructed in the re-examination of the relationship between modern dance pioneers Lester Horton and Bella Lewitzky.
DOI: 10.6084/m9.figshare.2059965.v1
title: QuaMMM image analysis software and image datasets

description: Supplementary Data for publicationYadav Kuleesha, Wee Choo Puah, Martin Wasser (2016). "A model of muscle atrophy based on live microscopy of muscle remodelling in Drosophila metamorphosis", Yadav Kuleesha, Wee Choo Puah and Martin Wasser, Royal Society Open Science. <br>
DOI: 10.6084/m9.figshare.29155166.v1
title: Anonymised data for the AQUEDUCT Trials and REDCap Code Book

description: Worldwide, people with dementia experience acute mental health crises requiring urgent hospital admission. In the UK, crisis teams support cases, but practices vary widely. The lack of a best practice model can lead to poor quality care and increased hospital admissions. We evaluated the effectiveness of a best practice Resource Kit (RK) designed in the AQUEDUCT program through a randomised controlled trial (RCT). We randomised 23 teams managing crisis in dementia (TMCD) across the country into intervention (RK plus usual care) and control (usual care only) arms. We found no significant difference in psychiatric hospital admissions between the intervention and control arms at six months (Incident Rate Ratio: 0.74; 95%CI: 0.37 to 1.48; p-value = 0.397). Results were robust across sensitivity analyses. Limitations included the failure to develop a ‘learning collaborative’ within crisis teams and unprecedented demands on the NHS during the COVID-19 pandemic. Although staff said the RK was useful for improving quality and practice, implementation remained limited.
DOI: 10.17632/3vnxky4h3h
title: Field spectroscopy data acquired over the Nansen and Hells Gate Ice Shelves (East Antarctica)

description: This dataset has been used in the manuscript titled "Weathering crust formation outpaces melt-albedo feedback on blue ice shelves of East Antarctica". It contains reflectance data collected in the field at Nansen and Hells Gate Ice Shelves (East Antarctica) through the Reflectance boX (RoX) and ASD FieldSpec spectrometers. Those data have been used to describe the negative albedo feedback due to weathering crust formation over the ice shelves which was found to be predominant over the melt-albedo feedback (for supraglacial pond formation). The dataset contains also locations and dates of acquistions of the spectral measurements.