cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19759120.v1
title: electronic nose characteristics of apples infected with different fungi

description: This dataset mainly contains data collected from apples infected with different fungi and fresh apples using an electronic nose, The electronic nose contains 8 sensors, and sensor No. 1 and sensor No. 5 use the same sensor to eliminate outliers in the data，If the difference between the 150-300s of the two sensors was greater than 1.2mg/L, the specimen will then be considered anomalous and removed, and the data for removing outlier samples using this method is stored in 'Data/sensors_eliminate' file. The "Fuji" apples selected in this dataset came from apple plantations in Gansu Province, China. 160 ripe apples were selected and randomly divided into 4 groups, 40 apples in each group, namely Group A, Group B, Group C and Group D; The fungi inoculated in the middle apples were Aspergillus niger, Penicillium expansum and Penicillium crustosum. The apple samples were pretreated with 75% alcohol on a sterile bench and dried at room temperature. Then, four holes were punched in four directions of each apple of the three groups A, B, and C with the inoculator. Sample apples were inoculated with 7-day-old molds through drilled loops, and the holes were covered with sterile film. The mold-inoculated apples were then placed in a 1000ml beaker, sealed with plastic wrap, and then placed in a 25°C constant temperature incubator for 5 days. Before the test, the apple samples were taken out of the incubator and placed for 30 minutes. To eliminate the influence of residual gas on the experimental results, electronic nose was cleaned with inert gas before using. Setting electronic nose parameters: cleaning time 500s, collection time 350s, sampling interval 1s, injection flow 150ml/min, the raw data store in 'Data/raw_data' file. Then Matlab is used to preprocess the raw data，The first is to smooth and filter the data, and use 3-point smoothing, 5-point smoothing, 7-point smoothing, 9-point smoothing and 11-point smoothing to smooth and filter the data after removing abnormal samples. The smoothed filtered data is stored in ‘Data/smoothed_data’ file. The second is feature extraction, we take the integral value, variance value, average differential value, maximum gradient value, relatively stable average value and energy value of the response curve of each sensor for 30-300s as the characteristic information of electronic nose. However, the value of 7NE/H2S-1000 and VOC-300 sensors is always 0 during the whole acquisition process, so this dataset only store the data measured by 6 sensors except 7NE/H2S-1000 and VOC-300, which stores in 'Data/feature_parameters_data' file, The second is to use Mahalanobis distance to propose abnormal samples in the data again, and the eliminated data is stored in ‘Data/Data/eliminate_anomalous_data‘ file. Finally, principal component analysis, factor analysis and linear discriminant analysis are used to reduce the dimension of the above data, and the data after dimension reduction is stored in ‘Data/dimensionality_reduction_data' file.
DOI: 10.6084/m9.figshare.28284806.v1
title: Raw data. The effect biogas production on 12 treatments used in anaerobic digestion of mixed wastes combinations with rumen fluid and <i>S. cerevisiae</i> isolate MUTJ0F<i> </i>doses (ml) of data analysis

description: The effect biogas production on 12 treatments used in anaerobic digestion of mixed wastes combinations with rumen fluid and <i>S. cerevisiae</i> isolate MUTJ0F<i> </i>doses (ml) of data analysis
DOI: 10.6084/m9.figshare.29082530.v2
title: <b>Supplementary Table S1: </b>One-tube master mix composition for simplex LAMP assays.

description: <b>Supplementary Table S1</b>. One-tube master mix composition for simplex LAMP assays.Volumes of each reagent used in the master mix for the LAMP assays performed using the Portable LAMP Case and Pocket LAMP devices.
DOI: 10.17632/gzg3wn693d
title: Dataset: TikTok Features Serving as A Pedagogical Strategy for Foreign Language Learning - Trend and Potential

description: Data to the manuscript entitled “A Review of the Trend and Potential Contribution of TikTok Features Serving as a Pedagogical Strategy for Foreign Language Classrooms”. Each entry in the dataset corresponds to the research questions that are addressed in the manuscript, presented along with the data extracted from different literature included in the review. The data include: (1) general info of the included literature: title, author(s), year of publication, name of journal, research location, sample group, research design; (2) the trend of using TikTok features as a pedagogical strategy in different foreign language classrooms: types of foreign/second language learning, educational context, language skills, TikTok features, pedagogical strategies using the TikTok features; and (3) effectiveness and potential contribution.
DOI: 10.17632/sd386wkzv3
title: Network Centrality Values of 30 Cases of Biopiracy

description: This document is published to supplement the document titled “A Social Network Perspective on the 30 Cases Of Biopiracy: Background Information and Sources” previously published on Mendeley Data and the chapter titled “Unveiling the Legal Geography of Biopiracy of Genetic Resources and Traditional Knowledge Using Social Network Analysis” to be published in Legal Geographies of Intellectual Property (editors: Jenny Kanellopoulou and Smita Kheria). The content of this document is the result of the social network analysis conducted by the author on 30 selected cases of biopiracy. It provides social network centrality values for each case, including degree (in-degree and out-degree), closeness, betweenness, and Eigenvector centrality. To arrive at this data, the author has conducted a comprehensive and in-depth review of the existing literature on biopiracy cases based on a systematic online search. The literature includes a wide spectrum of published legal and scientific research, project reports, legal documents related to access and benefit-sharing agreements, newspapers, and patent records. The cases have been carefully scrutinized, drawing from a multitude of sources to minimize the risk of misinformation and altered narratives regarding the flow of genetic resources and the associated traditional knowledge, as well as the position of specific nodes within the network. The resulting set of 30 cases primarily involves instances of misappropriation and patenting of genetic resources, with a smaller number involving traditional knowledge. The use of any content in this document must be accompanied by a proper citation to the open data titled “A Social Network Perspective on the 30 Cases Of Biopiracy: Background Information and Sources” previously published on Mendeley as well as the chapter titled “Unveiling the Legal Geography of Biopiracy of Genetic Resources and Traditional Knowledge Using Social Network Analysis” to be published in Legal Geographies of Intellectual Property (editors: Jenny Kanellopoulou and Smita Kheria).
DOI: 10.17632/t8kg43f8kn
title: A dataset for bioturbation impact scoring of UK shelf fish

description: This dataset is for the bioturbation impact scoring of marine fish species occurring in UK shelf seas, which is discussed in a manuscript entitled 'A quantitative assessment of fish as bioturbators and their vulnerability to loss and extinction', which is currently being considered for publication.
DOI: 10.6084/m9.figshare.12234725.v1
title: Data from: Artificial mosaic brain evolution of relative telencephalon size improves inhibitory control abilities in the guppy (Poecilia reticulata)

description: Mosaic brain evolution, the change in the size of separate brain regions in response to selection on cognition, is an important idea in the field of cognitive evolution. However, till now, most of the data on how separate brain regions respond to selection and their cognitive consequences stem from comparative studies. To experimentally investigate the influence of mosaic brain evolution on cognitive ability, we used male guppies artificially selected for large and small telencephalons relative to the rest of the brain. Here, we tested an important aspect of executive cognitive ability using a detour task. We found that males with larger telencephalons outperformed males with smaller telencephalons. Fish with larger telencephalons showed faster improvement in performance during detour training and were more successful in reaching the food reward without touching the transparent barrier (i.e., through correct detouring) during the test phase. Together, our findings provide the first experimental evidence showing that evolutionary enlargements of relative telencephalon size confer cognitive benefits, supporting an important role for mosaic brain evolution during cognitive evolution.
DOI: 10.6084/m9.figshare.24913362.v1
title: Data for "Global decline of apex scavengers threatens human health"

description: Data for "Global decline of apex scavengers threatens human health."
DOI: 10.17632/swtwr24ghj
title: Fluorine diffusivity in lunar melts and fluorine content in the lunar mantle

description: Original data of EPMA analyses and F diffusion profiles
DOI: 10.6084/m9.figshare.24923685.v1
title: Data and codes for producing results associated with the manuscript "Training self-learning circuits for power-efficient solutions"

description: As the size and ubiquity of artificial intelligence and computational machine learning (ML) models grow, the energy required to train and use them is rapidly becoming economically and environmentally unsustainable. Recent laboratory prototypes of self-learning electronic circuits, examples of ``physical learning machines," open the door to analog hardware that directly employs physics to learn desired functions from examples at low energy cost. In this work, we show that this hardware platform allows for even further reduction of energy consumption by using good initial conditions as well as a new learning algorithm. Using analytical calculations, simulation and experiment, we show that a trade-off emerges when learning dynamics attempt to minimize both the error and the power consumption of the solution--greater power reductions can be achieved at the cost of decreasing solution accuracy. Finally, we demonstrate a practical procedure to weigh the relative importance of error and power minimization, improving power efficiency given a specific tolerance to error.
DOI: 10.6084/m9.figshare.26994022.v1
title: Additional file 3 of A chromosome-level genome reveals genome evolution and molecular basis of anthraquinone biosynthesis in Rheum palmatum

description: Supplementary Material 3
DOI: 10.6084/m9.figshare.c.3630167_d2.v1
title: MOESM3 of Census-derived migration data as a tool for informing malaria elimination policy

description: Additional file 3. First-level administrative unit metadata. This metadata matches the model output from Additional file 2 with the FAO GAUL shapefile. “uid” matches with “uidto” and “uidfr” in Additional file 2. ADM0_CODE, ADM0_NAME, ADM1_CODE, and ADM1_NAME match with the corresponding variables in the FAO GAUL shapefile for 2013. “TotPop” is the total population in each administrative unit, “UrbProp” is the proportion of people in urbanized areas, and “x” and “y” refer to the centroids for each administrative unit. “probleave” is the probability of someone leaving each administrative unit, shown in Figure 4.
DOI: 10.17632/b5bn9srbrj
title: Greenschist facies mylonite documenting the tectonic evolution of the South China Sea continental margin since Mesozoic

description: The transition from active to passive continental margin of the South China Sea (SCS) is usually inferred to occur in the Late Mesozoic to the Early Cenozoic, however, the specific time and processes for the transition are still unclear due to the lack of direct evidence. The International Ocean Discovery Program (IODP) site U1504 has sampled greenschist facies mylonite from the basement in the Outer Margin High of the northern SCS continental margin, which contains significant information regarding the Mesozoic and Cenozoic tectonic evolution of the SCS region.  Our previous work has found two episodes of extensional deformation in the mylonite, namely early ductile and later brittle deformation, but without age control. Here, we further identify in the greenschist facies mylonite three episodes of carbonate veins (pre-mylonite, syn-mylonite and post-mylonite) on basis of the intersecting relationship between the veins and the mylonite foliation. Through performing the chronological study of these carbonate veins, the timing of these extensional deformations can be well constrained, which will offer us new insights into the basement evolution of the SCS region.
Ten carbonate samples are used for LA-ICP-MS U-Pb dating, but only 3 samples (Pre-mylonite: U1504B 16R 1W 58-62 and U1504B 19R 2W 26-29; syn-mylonite: U1504B 15R 2W 45-48) have sufficiently high U/Pb values and variable ranges of 238U/206Pb-207Pb/206Pb to determine the ages of the lower intersection on the Tera-Wassenburg Concordia diagram. Other 7 samples are characterized by high levels of common Pb and therefore have quite low 238U/206Pb and U/Pb ratios, therefore unsuitable for U/Pb dating. A representative post-mylonite carbonate vein was selected for stable C and O isotope testing, and 4 sets of ideal data were obtained. Two representative post-mylonite carbonate veins were selected for Sr isotope testing, and 7 sets of ideal data were obtained.
DOI: 10.17632/g648w6sh73
title: Dataset for different intellectual capital dimensions and banks operational and financial performance

description: This dataset contains primary data of intellectual capital dimensions (human capital, structural capital, and Relational capital) as independent variables, and data of banks' operational and financial performance as dependent variables. The data were received from 136 bank employees through formerly examined and validated questionnaires. These data could be used to examine the variables’ relationships.
DOI: 10.17632/gk4nbc8vtf
title: Research Data-enhanced silicate weathering and arsenic release in reducing aquifers

description: Sediment and groundwater geochemistry
DOI: 10.6084/m9.figshare.14511978.v4
title: DOSnet data

description: This repo stores the data containing DOS information for the examples for DOSnet
DOI: 10.6084/m9.figshare.11770908.v2
title: Rapid whole genome sequencing of hypervirulent Klebsiella pneumoniae from a Chinese migrant presenting with liver abscesses, pneumonia and meningitis

description: Kleborate output and long-read consensus assemblies using three basecalling models for a hypervirulent Klebsiella pneumoniae isolate
DOI: 10.6084/m9.figshare.3423357.v1
title: Numbers of Submissions and Acceptance Rates for Core Economics Journals, 2008 and 2013

description: <strong>1. Sample: </strong>economics journals indexed in Journal Citation Reports (JCR) compiled by the Institute for Scientific Information, for the years of 2008 and 2013<br>2. We surveyed the journal editors to obtain the numbers of submissions.<br>3. Acceptance rate = Number of articles published/Number of submission, a rough approximation for the real acceptance rate<br>4. Other information such as impact factor is from the JCR<br><br>
DOI: 10.6084/m9.figshare.14743233.v2
title: 10x Cell Ranger output, 8 samples

description: 10x Cell Ranger output from 8 patients with mantle cell lymphoma.<br>
DOI: 10.6084/m9.figshare.21617562.v4
title: Fagopyrum genome data

description: <em>Fagopyrum</em> genome data
DOI: 10.6084/m9.figshare.21671456.v1
title: Date file 1.csv

description: This Data File contains simulation data for different fingerprinting methods for VLP, including the traditional RSS algorithm, the weighted k-nearest neighbor (WKNN) algorithm, the adaptive residual weighted k-nearest neighbor (ARWKNN) algorithm, and the newly proposed sliding window fingerprinting (SWF) method. This data is referenced in our companion paper, "A CSI-based sliding window fingerprinting method tailored for signal blocking environment in VLP systems."
DOI: 10.6084/m9.figshare.24524965.v1
title: <i>Coryphaenoides yaquinae</i> 基因组

description: <i>Coryphaenoides yaquinae</i> 基因组
DOI: 10.6084/m9.figshare.25705806.v1
title: <b>The fate of deep permafrost carbon in northern high latitudes in the 21st century: a process-based modeling analysis</b>

description: This dataset composes the results of a process-based model (the terrestrial ecosystem model, TEM) that simulated carbon exchange in the northern high latitudes and focused on the effects of permafrost degradation on ecosystem budget.To investigate the effects of key factors including permafrost degradation, evaluating atmosphere CO<sub>2</sub> concentration, changing temperature and precipitation, as well as their interactions on carbon sequestration in the permafrost areas, factorial runs were conducted. For each factor (or each pair of factors), a referenced simulation was carried out, in which the interested factor (or factor pair) was kept at the 2015 value for the entire 2015–2100 period, and the other factors remained unchanged as their original future scenario. Apart from the referenced simulations, a transient simulation was also conducted, in which all the factors were kept as their original future scenario data. The effects of an individual factor (or factor pair) on the simulation results can then be approximated by subtracting the results of the corresponding referenced simulation from the transient simulation. All the transient and referenced simulations were conducted under SSP126 and SSP585 for the 21st century. Therefore, there were 20 simulations in total. The variable names in the dataset, ‘constALT’, ‘constCO2’, ‘constPrec’, and ‘constTair’, denote referenced simulations with constant active layer depth, constant atmosphere CO<sub>2</sub> concentration, constant precipitation, and constant air temperature during 2015–2100, respectively. ‘Trans’ denotes the transient simulation. ‘constALTCO2’, ‘constALTPrec’, ‘constCO2Prec’, ‘constCO2Tair’, and ‘constPrecTair’ denote the interactions between factors. ‘Delta’ before variable names means the differences between the transient and referenced simulations.Variable names of ‘ltrc’, ‘npp’, ‘rh’, ‘rh-pf’, ‘soilorgc’, ‘soc-pf’, ‘vegc’, ‘nmin’, ‘son’, ‘vnup’, ‘EcoC’, and ‘SOC_net’ denote litter carbon, net primary production, heterotrophic respiration, heterotrophic respiration from thawed permafrost, soil organic carbon, soil organic carbon from thawed permafrost, vegetation carbon, net nitrogen mineralization, soil organic nitrogen, vegetation nitrogen uptake, ecosystem carbon stock, and the total change of soil organic stock in active layer and permafrost, respectively.The ‘.mat’ files are carbon and nitrogen fluxes along soil depth. Each file is a 3-D matrix, with the first dimension (rows) being years from 2015 to 2100, the second dimension (columns) being soil depth, and the third dimension being simulations from 'trans' to 'constALT', 'constALTCO2', 'cosntALTPrec', 'constCO2', 'cosntCO2Prec', 'constCO2Tair', 'constPrec', 'constPrecTair', and 'constTair', respectively.
DOI: 10.17632/4sprh5hxz5
title: VR pedagogical effect trial

description: The research study aimed to ascertain if using immersive VR games with traditional education enhances the learning gain, memory retention, and knowledge retention of students. This study wants to understand if VR games included with traditional learning methods can be a useful pedagogical tool. The methodology of this study consisted of analyzing learning gain, memory retention, and knowledge retention of the three different approaches to find out the best approach. The dataset is in Excel format and presents trials of 78 participants in three different learning approaches: Lecture-based approach, VR game-based approach, and a combination of lecture & VR game approach. The average percentage of learning gain, memory retention, and knowledge retention are calculated for each approach. The data was gathered through questionnaires that the participants filled before taking part in the experiment, immediately after the experiment, and three days after the experiment took place. The data was then placed into an excel file and grouped together. There are labels for each of the questions asked, the answers given by the participants and fields indicating if the participants answered the question correctly, remembered the question after 3 days, and whether the user retained knowledge in that question. For the pre-experiment questionnaire, there were 8 questions for all three approaches. There were 12 questions for the game-based approach, and the combined approach, whereas lecture-based had 8 questions for the post-experiment questionnaire.
DOI: 10.17632/j4vfxfnt9j
title: Dataset for "Effect of Tempering Heat Treatment on the CO2 Corrosion Resistance of Quench-hardened Cr-Mo Low-Alloy Steels for Oil and Gas Applications"

description: The data are presented as either text files, processing files (igor pro software needed), electron microscope images or raw data files (Solartron potentiostat files).
DOI: 10.6084/m9.figshare.25283461.v1
title: 前瞻性、随机、双盲、安慰剂对照临床试验中季节性过敏性鼻炎患者的 16S rRNA 基因测序数据

description: 试验组给予益生菌与益生元联合使用，而安慰剂组给予模拟制剂 90 天。粪便样本采集无菌管，采集后立即于不同时间点放入-80°C冰箱保存，保存时间不超过30天。
DOI: 10.6084/m9.figshare.28068038.v1
title: final.cds.fa and pep

description: Genome annotation files
DOI: 10.6084/m9.figshare.28218200.v1
title: Feeling Less, Risking More: Emotional Habituation is Linked to Risk-taking Escalation

description: The study examined how and why risk taking tends to escalated when it is repeated. All information about data structure are imbedded in the R analysis file.
DOI: 10.6084/m9.figshare.28956494.v1
title: Background data from emotion recognition

description: Background data of the animal emotion recognition project. Collected visitors in the summers of 2021 and 2022 at Helsinki Zoo, Finland.
DOI: 10.6084/m9.figshare.25513375.v1
title: RC80_PROKKAgenome.GENBANK

description: The annotation of the <i>Paenibacillus</i> sp. RC80 genome was completed using Prokka v1.14.5, a program on KBase. This is the data file.
DOI: 10.6084/m9.figshare.28726730.v1
title: Supplementary Table 7 Overlap of DARs and CEBPαβ binding sites of selected genes.xlsx

description: Supplemental data for: CCAAT/Enhancer-Binding Proteins α and β Regulate Ovulation and Gene Expression via Dose- and Stage-Dependent Mechanisms
DOI: 10.6084/m9.figshare.7413491.v1
title: CXDI_ESRF_Gephy_oceanica_RCC1314_NoCorr_fig1A_uint8_304_304_304_32_5

description: This file contains the tomographic slice images of the coccosphere from the <em>Gephyrocapsa oceanica</em> RCC1314 species. The data is obtained from 3D-coherent X-ray diffraction images at ESRF on ID10. After the reconstruction, no correction was applied. Each image has a size of 304 by 304. The intensity is coded in 8 bits (uint8). There are 304 images. The voxel size is 32.5 x 32.5 x 32.5 nm3. The data is used in the figure 1A of the article of T. Beuvier et al, Nat. Commun. (2019) (DOI: 10.1038/s41467-019-08635-x).