cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28579832.v2
title: ViBench: vibrational spectrum-to-structure benchmark

description: IntrocutionThis is an official dataset used to develop Vib2Mol. We have established a <b>vi</b>brational spectrum-to-structure <b>bench</b>mark (ViBench, VB), which consists of eight parts: VB-qm9, VB-zinc15, VB-mols, VB-geometry, VB-PAHs, VB-RXN, VB-peptide, and VB-peptide-mod. Details are listed in our paper.Density functional theory (DFT) was employed to perform conformational optimization of these molecules and calculated the corresponding infrared and Raman spectra. All quantum chemical calculations were carried out using the Gaussian 16 program. The geometries were optimized using the B3LYP-D3BJ functional with a 6-311+G** basis set. Frequency calculations were obtained at the same level at the optimized geometry.Furthermore, to test model's generalization on experimental spectra, we collected experimentally measured infrared spectra from the public NIST dataset.To facilitate calculations, the spectral dimensions were unified to 1024, and molecular structures were all represented using SMILES.FundingsThis work was supported by the National Natural Science Foundation (Grant No: 22227802, 22021001, 22474117, 22272139) of China and the Fundamental Research Funds for the Central Universities (20720220009) and Shanghai Innovation Institute.
DOI: 10.17632/9727d52thg
title: Bean Leaf Disease Detection Database

description: This dataset provides comprehensive information on the detection and identification of fungal pathogens responsible for bean leaf diseases. It includes morphological observations, molecular analyses, and pathogenicity test results conducted on symptomatic bean plants collected from [specific region]. The dataset supports studies in plant pathology, agricultural science, and molecular diagnostics.
DOI: 10.17632/hgnkxhhh2x
title: Time scales and mechanisms of uranium uptake in altered ocean crust; observations from the ~15 million year-old Site 1256 in the Eastern Equatorial Pacific
DOI: 10.6084/m9.figshare.1528195.v1
title: Table S3. CONSORT 2010 Checklist.

description: CONSORT 2010 Checklist.
DOI: 10.6084/m9.figshare.21564015.v1
title: Nanfang hospital NSCLC immunotherapy cohort

description: The clinical information and expression data of NSCLC patients treated with immunoterapy at Nanfang hospital.
DOI: 10.6084/m9.figshare.28668779.v1
title: Raw data

description: Our study is aimed at describing the metabolic perturbations in the effect of shift work on depression.
DOI: 10.6084/m9.figshare.5197084.v1
title: POLAR UVI calibration toolkit

description: Software library written in IDL language.STUDIO software developed by POLAR UVI team (PI: G. Parks). Performs standard calibrations, corrections, and coordinate transformations<br><br>
DOI: 10.17632/hntx3r95cx
title: Extension of HPL to complex arguments

description: Abstract In this paper we describe the extension of the Mathematica package HPL to treat harmonic polylogarithms of complex arguments. The harmonic polylogarithms have been introduced by Remiddi and Vermaseren [E. Remiddi, J.A.M. Vermaseren, Int. J. Modern Phys. A 15 (2000) 725, hep-ph/9905237] and have many applications in high energy particle physics. Title of program: HPL Catalogue Id: ADWX_v2_0 Nature of problem Computer algebraic treatment of the harmonic polylogarithms which appear in the evaluation of Feynman diagrams. Versions of this program held in the CPC repository in Mendeley Data ADWX_v1_0; HPL; 10.1016/j.cpc.2005.10.008 ADWX_v2_0; HPL; 10.1016/j.cpc.2011.11.015 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/pn5ct66rn5
title: Dataset of accumulated internal gas pressure and temperature during lithium-ion battery operation and ageing

description: Dataset of accumulated internal gas pressure and temperature during lithium-ion battery operation and ageing
Co-Submission of same title Paper to Data in Brief Journal.

The experimental dataset comprises three instrumented LG-Chem INR21700-M50 cells with pressure sensors, subjected to an aging protocol of 100 cycles, with a reference performance test (RPT) conducted at intervals of 20 cycles. Additionally, battery performance assessment data is obtained from reference performance tests (RPTs) conducted after each instrumentation stages (pristine, modified and instrumented conditions).

Data for the research paper of:
Gulsoy, B., Vincent, T.A., Briggs, C., Sansom, J.E. and Marco, J., 2023. In-situ measurement of internal gas pressure within cylindrical lithium-ion cells. Journal of Power Sources, 570, p.233064. 
https://doi.org/10.1016/j.jpowsour.2023.233064
DOI: 10.17632/v52t9vy3ty
title: PSYCHOSOCIAL SUPPORT FOR TRANSFORMATION OF SERVICE QUALITY THROUGH COMMUNITY SATISFACTION: A SYSTEMATIC LITERATURE MAPPING REVIEW

description: The data in this research is secondary data (Scopus bibliometrics), which was obtained by searching through the Scopus database (https://www.scopus.com) in January 2024.
The selection of documents is carried out by entering the main keywords to search for the phrase "psychosocial support" in the "Document search" search field. Then the data was obtained by exporting bibliographic information into RIS and CSV file formats, as well as inputting it into the Mendeley Reference Manager feature and processing the data using Microsoft Excel tools.
DOI: 10.17632/ynstr8nvhr
title: Investigating the Influence of Driving Conditions on the Energy Output of Regenerative Shock Absorbers in Electrical Vehicles. (Published in Chinese Space Science and Technology, A Web of Science (SCI Indexed) Journal. Volume 21 Issue 4, April 2025

description: The increasing adoption of electrical vehicles (EVs) necessitates innovative approaches to enhance energy efficiency and extend driving range. Regenerative shock absorbers (RSAs) represent a promising technology capable of converting kinetic energy, conventionally dissipated as heat in vehicle suspension systems, into usable electrical energy. This comprehensive study delves into the intricate relationship between various driving conditions and the energy output of an electromagnetic regenerative shock absorber integrated within an EV. Utilizing a quarter-car dynamic model, simulations were rigorously conducted across a spectrum of road surface profiles, ranging from smooth urban asphalt to rough, uneven terrain (classified according to established standards), and at varying constant vehicle speeds representative of typical urban and highway driving. The instantaneous power generation and the cumulative energy harvested over standardized travel distances were meticulously calculated for each distinct driving scenario. The findings reveal a pronounced correlation between road surface roughness and the magnitude of harvested energy, consistently demonstrating higher energy yields on less-smooth surfaces where suspension activity is more pronounced. Furthermore, vehicle speed was identified as a critical factor, influencing not only the frequency and amplitude characteristics of suspension oscillations but also the overall efficiency of the energy regeneration process. This research provides quantitative insights into the real-world energy harvesting potential of RSAs under diverse and realistic driving conditions, offering valuable data for the informed design, precise control, and sophisticated energy management strategies crucial for maximizing the benefits of RSAs in future electrical vehicle platforms and effectively contributing to extended driving range.
DOI: 10.6084/m9.figshare.13884038.v1
title: Dunn*, Marshall*, et al. Nature Methods (2021). Figure 3 Statistical Source Data.

description: .csv file containing all Rat 7M DANNCE vs. DLC performance metrics.<br>
DOI: 10.6084/m9.figshare.22081634.v1
title: Integrating multiple functional traits to predict ecosystem productivity

description: We provided data from the community-level analysis we used. Those interested in the details of this study are strongly encouraged to contact the corresponding author ( henp@igsnrr.ac.cn ) or first author ( yanp.17s@igsnrr.ac.cn ) directly.
DOI: 10.6084/m9.figshare.24417127.v1
title: Moral Uncanny Valley Revisited

description: <br><br>Stripped down STATA version of the data set for Study 1 and some syntax for its analysis. Study 2 was collected in conjunction with other experiments prior to GDPR implementation and will be shared at a later date once it has been inspected for potentially identifying information that needs to be removed.<br>Almost all health related information and background questions and related identifying information has been removed from the shared data. Prolific IDs have also been removed -- for this reason there are also some test responses included inte data-set, that are filtred out by using the attention checks. Geolocation information was never stored.<br>Potential unreported exploratory variables will still be used for potential future publications and are therefore not published.<br>Variables reported in the manuscript are provided for replicating the anylsis.<br>Simplified analysis script has been provided, that should correspond with the manuscript with 99% accuracy.<br>Any potential errors and mismatch between the information available here and between the online manuscript are due to human error stemming from lack of mental resources, exhaustion, dyslexia or time or some combination of all of these.
DOI: 10.6084/m9.figshare.24920052.v2
title: <b>Revealing the role of soil extracellular enzymes in plant invasion</b>

description: 我们根据来自全球 117 项同行评审研究的 635 项观察结果编制了土壤 C、N 和 P 获取 EEA 的数据库。
DOI: 10.17632/rxbh297tph
title: Numerical Investigation on Deteriorated Heat Transfer of Supercritical Water Flowing Upward in Tubes with Variable Cross-sectional Geometries

description: To mitigate Deteriorated Heat Transfer (DHT) of Supercritical Water (SCW) upward flow, tubes with variable cross-sectional geometries are numerically investigated. Three types of variable cross-sectional geometries: converging channel, diverging channel, and periodic geometries, are modelled. Results of wall temperature in the smooth channel are compared with experimental data, and good agreements are obtained. The wall temperature effects of convergent and divergent channels of various proportions and periodic geometries of various amplitudes are investigated. Thermo-Hydraulic Performance Evaluation Criterion (PEC) is proposed to evaluate the performance of the studied geometries using dimensionless parameters Nu/Nu0, f/f0, and PEC = (Nu/Nu0)/(f/f0)1/3. The results indicated that the convergent channels suppress and delay DHT downstream, while opposite effects are observed for divergent channels. Periodic geometries, which have alternating convergent and divergent sections, suppress DHT with minimal pressure drop. 1st temperature peak is reduced by 200 K with 1 mm of outlet radius reduction for the convergent channel. Average PEC is enhanced by 60% with 0.5 mm A of periodic geometry. It is discovered that the convergent section can suppress DHT, and the mitigation effect is proportional to the size of convergence. It is concluded that, since the DHT caused by buoyancy-induced flow laminarization has flattened the cross-sectional velocity profile, the convergent section reverts the laminarization to the normal velocity profile by the nozzle acceleration effect. Nozzle acceleration also increases Turbulent Kinetic Energy (TKE) in the boundary layer which further enhances turbulent heat transfer.
DOI: 10.6084/m9.figshare.14385597.v1
title: Additional file 1 of Gene expression profiles underlying aggressive behavior in the prefrontal cortex of cattle

description: Additional file 1: Table S1. Gene-list of the different studies containing the total number of genes associated with aggressive behavior across gene sets. Table S2.:= Lists of Significant genes in human evolution (from Zanella et al. 2019). Table S3. Summary statistics per sample of the RNA-seq analysis of aggressive (Lidia breed) and non-aggressive (Wagyu breed) groups. Table S4. Gene list report on the 918 up-regulated and 278 down-regulated (0.1 ≤ Log2FC ≤ 0.1) sequences in the aggressive Lidia breed. Table S5. List of the significantly overrepresented Ingenuity Pathway Analysis (IPA) gene ontology terms for the three main family categories in the up and down-regulated genes in the aggressive group. Table S6. Regulatory network of genes differentially expressed (P-value ≤ 0.01 ) in up and down regulated differentially expressed genes (DEG) in the aggressive Lidia breed.
DOI: 10.6084/m9.figshare.15409080.v3
title: Supplemental Information S16: Length-tension relationship experiment LabChart data file

description: LabChart data file of length-tension relationship experiment. The file can be opened using LabChart reader provided freely by ADInstruments, Australia at https://www.adinstruments.com/products/labchart-reader.
DOI: 10.6084/m9.figshare.21637754.v1
title: THE INFLUENCE OF VARIOUS PREHEATING AND DIRECTION OF MAGNETIC FIELD ON COMBUSTION CHARACTERISTICS OF PALM OIL DROPLETS FOR BOILER COMBUSTION IN POWER GENERATION SYSTEM

description: The effects of various preheating palm oil and the direction of magnetic field on the behavior of flames in the combustion process. it was found that the higher the preheating, the easier the length of the broken carbon chain will be to diffuse into the surrounding environment, magnetic field attracts the molecules of oxygen and fuel toward the reaction zone, causing the combustion to occur rapidly and the more reactive the combustion speed, the flame is short and more stable.
DOI: 10.6084/m9.figshare.26978146.v1
title: Supplementary Materials 3 (FAFSA txt file, bos_taurus_ig, n=79)

description: FAFSA txt file, bos_taurus_ig, n=79
DOI: 10.17632/vz4rr5b5pc
title: Decision matrices for evaluation countries regarding sustainable healthcare systems assessment

description: The dataset includes three decision-matrices with performance values collected for 26 countries including 25 European countries and USA in relation to sustainable healthcare systems for three years: 2020, 2021, and 2022. Each decision matrix is two-dimensional and contains data for 26 countries placed in rows in relation to 9 criteria assessment placed in columns. Data is available in XLSX and CSV files for each considered year. Detailed dataset description is provided in PDF file.
DOI: 10.6084/m9.figshare.11394822.v1
title: GRF_F_V_RAW_left

description: This file is structured as a matrix with N rows x M columns. Each row holds the data of one subject and trial. The first column identifies each subject "SUBJECT_ID", the second column each recording session "SESSION_ID", and the third column each single trial within a recording session "TRIAL_ID". Note that due to the non-normalized nature of the data and the resulting different vector lengths, non-available numbers have been replaced by "NaN" to maintain a constant matrix-dimension.
DOI: 10.6084/m9.figshare.12783644.v1
title: Rachul et al. Immune Boosting Websites - Raw Data.xlsx

description: The dataset includes includes the raw data from a content analysis of webpages collected on April 1, 2020 from two Google searches using the phrase "immune boosting" and "coronavirus", one search in Canada and one search with regional settings set to the USA. The second tab in the Excel spreadsheet provides details about the coding framework used to code the webpages.<br>
DOI: 10.6084/m9.figshare.15040353.v1
title: ImageData

description: ImageData is a zip file of processed yeast images.<br>Colonies of S. cerevisiae yeast were arranged in grids on Agar plates and grown in an incubator. A camera was rigged to motorized cart on a track inside the incubator. The camera cycled through the grid taking photos as the colonies grew. Photos were taken with a frequency meant to resolve the dominant behaviors during colony growth--this meant time-steps separating photos were on the order of hours over a span of several days. For this particular study, 5500 colonies were selected as a representative ensemble of experimental data. These colonies represent 196 unique strains of the species.<br>ImageData is a 3.4 GB zip file of yeast colony images stored as JPEG files. The files are contained in folders named for the inception date of that experiment and the camera used to produce the images e.g. 2014-10-23-Cam1. There are 18 folders in total. Inside each folder are tens of thousands of image files with names like YPG11407\_001\_1080.jpg; we can break these names down into easy to understand pieces. First, the YPG refers to the growth medium of the yeast colony: in this case, for Yeast Extract–Peptone–Glycerol (YPG) Agar. Second, the number 11407 refers to the strain. Third, the number 001 identifies the strain experiment iteration because many redundant strains were grown. Finally, 1080 is the photograph timestamp measured in minutes.<br>
DOI: 10.6084/m9.figshare.21677687.v3
title: Version 2 of the global ocean diazotroph database

description: This is a second version of marine diazotroph database, including nitrogen fixation rates, cell-count-based abundance and <i>nifH</i>-based abundance.Updated file (20240109) has modified some errors in data.
DOI: 10.6084/m9.figshare.22348951.v1
title: Examining the implications of work-nonwork demand congruence - JOOP Dataset

description: Dataset for replication of response surface analyses used to test the implications of work-leisure demand congruence
DOI: 10.6084/m9.figshare.28668398.v4
title: <b>Predicting Stroke Risk Dataset</b>

description: This study addresses stroke as a critical global health issue by employing a comprehensive, data-driven approach to improve early risk prediction and intervention. Utilizing a dataset of 5,110 records, the research combines statistical analysis, machine learning (ML) classification, clustering techniques, and survival modeling to identify key predictors of stroke. Descriptive analysis highlights age, average glucose level, BMI, hypertension, and heart disease as the most significant risk factors, with stroke prevalence reaching 13.25% among hypertensive individuals and 17.03% among those with heart disease. Former and current smokers also demonstrate elevated stroke risk. Clustering using PCA and t-SNE reveals high-risk groups characterized by older age and high glucose levels. ML evaluation shows that XGBoost provides the best precision-recall balance, while Naïve Bayes achieves the highest recall (0.404), offering greater sensitivity to stroke detection. Feature importance analysis consistently ranks glucose, BMI, and age as dominant predictors, with XGBoost assigning high weight to cardiovascular conditions. Survival analysis using Kaplan-Meier and Cox regression models shows stroke risk increases sharply after age 60, with hypertension linked to a 31.9% higher risk. The results emphasize the value of early screening and targeted intervention, suggesting future improvements via class-balancing techniques and real-time clinical tools.
DOI: 10.6084/m9.figshare.3846831.v1
title: ecology 2 .xlsx

description: Height Measured in centimetres # of leaves Number of leaves visible attached. # of flowers Number of flowers recorded if visible. Degree of Crowdedness 0 = open, 1= some plants nearby, 2 = quite a few and 3 = very much crowded bunch of plants within 50cm, regardless of species. Methods Description: On Wednesday, September 21<sup>st</sup>, 2016, at roughly 2:50 pm, with sunny clear skies, data was collected. Data was collected at the York University grasslands. A transect tape was elongated to 25 meters and then placed along the grassland. Each time the species was spotted with the naked eye touching the transect, its properties were recorded as displayed on the excel spreadsheet. Variables are explained by the meta data. At random, one leaf was chosen from the species, stretched to its full length and measured by another measuring tape in centimetres. Then, all of the leaves attached to the species were counted. Number of flowers were recorded if seen. Lastly, how crowded the patch was, was recorded from 0 to 3. Numbers are explained by the Meta data, this means that if the grass is all the way around the species, degree is 3. This process was repeated for a number of 50 individuals. The numbers from 0 to 3 are huge indication if the grass abundance is high or low and dry and aid identifying patterns. Common name for the species is known as Dandelion, scientifically known as T<i>araxacum officinalis</i>.
DOI: 10.6084/m9.figshare.12780836.v1
title: WikiTalk - Training and test sets

description: Training and test sets extracted from WikiTalk dataset (https://snap.stanford.edu/data/wiki-Talk.htmll)
DOI: 10.6084/m9.figshare.25655553.v1
title: 2D Upper airway annotated MRI dataset

description: This dataset consists of manually segmented 2D static upper airway images acquired at the University of Iowa 3T research scanner. The images were captured using a fast GRE sequence in the midsagittal plane, with a spatial resolution of 2.7 mm² and approximately 6 frames per second, and a field of view (FOV) of 20x20 cm².<br>The airways in 1000 image frames from 5 volunteers were manually segmented while performing various speech tasks, such as producing za-na-za, loo-lee-la, apa-ipi-upu, counting numbers, and speaking spontaneous speech. This dataset is suitable for training a deep learning model to segment the upper airway.The dataset is structured as follows:Image: Zip folder containing mid-sagittal images of a dynamic airway (256 x 256 pixels).Mask: Zip folder containing the respective segmentations for the images.If you use this dataset, please cite the following papers:1. [ERATTAKULANGARA, SUBIN, et al. "Stacked hybrid learning U-NET for segmentation of multiple articulators in speech MRI." ISMRM 2021]2. [Erattakulangara, Subin, et al. "Automatic Multiple Articulator Segmentation in Dynamic Speech MRI Using a Protocol Adaptive Stacked Transfer Learning U-NET Model." Bioengineering 10.5 (2023): 623.]
DOI: 10.6084/m9.figshare.28840754.v1
title: ChinaNewForest

description: data used in manuscript 'Trade-Offs Between Leaf Quality and Quantity Result in a Net Carbon Uptake Advantage for New Forests Over Old Forests in China'.
DOI: 10.6084/m9.figshare.7975997.v2
title: Interactive L2 vocabulary acquisition in a lab-based immersion setting

description: We investigated to what extent L2 word learning in spoken interaction takes place when learners are unaware of taking part in a language learning study. Using a novel paradigm for approximating naturalistic (but not necessarily non-intentional) L2 learning in the lab, German learners of Dutch were led to believe that the study concerned judging the price of objects. Dutch target words (object names) were selected individually such that these words were unknown to the respective participant. Then, in a dialogue-like task with the experimenter, the participants were first exposed to and then tested on the target words. In comparison to a no-input control group, we observed a clear learning effect especially from the first two exposures, and better learning for cognates than for non-cognates, but no modulating effect of the exposure-production lag. Moreover, some of the acquired knowledge persisted over a six-month period.
DOI: 10.17632/jxnv3777hc
title: Dataset Virulence and drug resistance of Stenotrophomonas maltophilia SCAID WND1-2022 (370)

description: Supplementary data to the manuscript by Korotetskiy et al. "Whole genome sequence data of Stenotrophomonas maltophilia SCAID WND1-2022 (370)".