cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.37275
title: Chinese A-share listed firms for the period 2016–2024
title: Chinese A-share listed firms for the period 2016–2024

description: This panel dataset covers Chinese A-share listed firms for the period 2016–2024. Firm-level financial and corporate governance variables are obtained from the CSMAR (China Stock Market and Accounting Research) database. Standard data screening procedures are implemented: ST and *ST firms are excluded; observations with missing values for core variables are dropped; and all continuous variables are winsorized at the 1% level in both tails to mitigate outlier effects.
description: This panel dataset covers Chinese A-share listed firms for the period 2016–2024. Firm-level financial and corporate governance variables are obtained from the CSMAR (China Stock Market and Accounting Research) database. Standard data screening procedures are implemented: ST and *ST firms are excluded; observations with missing values for core variables are dropped; and all continuous variables are winsorized at the 1% level in both tails to mitigate outlier effects.
DOI: 10.57760/sciencedb.37317
title: Data and code for the manuscript “FOWE”
title: Data and code for the manuscript “FOWE”

description: This dataset contains the source code and Excel data used to generate the main figures and numerical results in the manuscript “&lt;title of your paper&gt;,” submitted to *Science*. The package includes the following files:1. Scripts for data processing and plotting.2. Raw and processed data tables in Excel format.3. A README file with usage instructions. These materials are provided to ensure transparency and reproducibility of the results reported in the paper.
description: This dataset contains the source code and Excel data used to generate the main figures and numerical results in the manuscript “&lt;title of your paper&gt;,” submitted to *Science*. The package includes the following files:1. Scripts for data processing and plotting.2. Raw and processed data tables in Excel format.3. A README file with usage instructions. These materials are provided to ensure transparency and reproducibility of the results reported in the paper.
DOI: 10.57760/sciencedb.j00124.00435
title: The original dataset of "Prediction of density and viscosity and identification of key features of biofuel-alcohol blends based on explainable machine learning models"
title: 《基于可解释性机器学习模型的生物柴油-醇混合物密度与黏度预测及关键特征辨识》的原始数据集

description: This database collected a total of 2262 experimental data on the density and viscosity of biodiesel and diesel alcohol mixtures, including temperature, pressure range, number of experimental points, and uncertainty of experimental methods. The density and viscosity experimental methods used were vibration tube method and capillary tube method. After using the Z-score method to clean the experimental data for outliers, the dataset is divided into a training set, a testing set, and a validation set. The validation set is used to monitor early stopping conditions, while the testing set does not participate in model training and validation, and is used as new unknown data for final performance evaluation.
description: This database collected a total of 2262 experimental data on the density and viscosity of biodiesel and diesel alcohol mixtures, including temperature, pressure range, number of experimental points, and uncertainty of experimental methods. The density and viscosity experimental methods used were vibration tube method and capillary tube method. After using the Z-score method to clean the experimental data for outliers, the dataset is divided into a training set, a testing set, and a validation set. The validation set is used to monitor early stopping conditions, while the testing set does not participate in model training and validation, and is used as new unknown data for final performance evaluation.
DOI: 10.7914/kd1t-kt29
title: Makatiti and Haroharo Nodal Array

description: A short-term (5 month) nodal array targeting the Makatiti and Haroharo areas of Ōkataina volcano in Bay of Plenty, Aotearoa New Zealand. The network consists of 91 SmartSolo IGU-16HR 3C short period nodes. The aim is to study the shallow magma system of Ōkataina caldera volcano through seismic imaging and detection and characterisation of local seismicity. We aim to improve our knowledge of the volcano’s structure and processes, and the hazard that it poses.
DOI: 10.57760/sciencedb.37322
title: Research on the Mechanism of Data Factors Driving the Integration of Innovation Chain and Industrial Chain: From the Perspective of Innovation Ecosystem
title: 数据要素驱动创新链与产业链融合的机制研究——基于创新生态系统视角

description: The data used in this article is sourced from the CSMAR database at the enterprise level, and from relevant annual data such as the China Statistical Yearbook, China Urban Statistical Yearbook, and China Science and Technology Statistical Yearbook at the city level. The time span is from 2009 to 2022, and the research subjects are Chinese A-share listed companies. The sample data excludes enterprises marked as ST, * ST, PT, and related variables that are missing. 
description: The data used in this article is sourced from the CSMAR database at the enterprise level, and from relevant annual data such as the China Statistical Yearbook, China Urban Statistical Yearbook, and China Science and Technology Statistical Yearbook at the city level. The time span is from 2009 to 2022, and the research subjects are Chinese A-share listed companies. The sample data excludes enterprises marked as ST, * ST, PT, and related variables that are missing.
DOI: 10.57760/sciencedb.37298
title: In vitro Experimental Dataset of Biomimetic Microfluidic Oxygenator
title: In vitro Experimental Dataset of Biomimetic Microfluidic Oxygenator

description: 此数据集内容包含微流控氧合器的溶血测试数据，压降测试数据，氧合实验的血气测试数据，以及氧合器实物图和系统测试图等。该数据集内容的获取时间为2025-2026年；溶血测试数据记录为表格数据，包含设备信息及参数设置信息，列标签分别为波长(nm)和吸光度（abs），共记录6个标准液和4个样本的吸光度数据，根据标准曲线以及样本吸光度峰值计算血浆游离血红蛋白浓度；压降测试数据记录为表格数据，每个表格数据对应一个流量下的压降，其中列数据分别为采样时间(s)和压降值（mBar）,共记录15组数据;氧合实验的血气测试结果为仪器报告图片，由血气分析仪测量获得；其它图片为器件实物表征图和系统实物图，分别通过相机和电子扫描显微镜拍摄获得。
description: 此数据集内容包含微流控氧合器的溶血测试数据，压降测试数据，氧合实验的血气测试数据，以及氧合器实物图和系统测试图等。该数据集内容的获取时间为2025-2026年；溶血测试数据记录为表格数据，包含设备信息及参数设置信息，列标签分别为波长(nm)和吸光度（abs），共记录6个标准液和4个样本的吸光度数据，根据标准曲线以及样本吸光度峰值计算血浆游离血红蛋白浓度；压降测试数据记录为表格数据，每个表格数据对应一个流量下的压降，其中列数据分别为采样时间(s)和压降值（mBar）,共记录15组数据;氧合实验的血气测试结果为仪器报告图片，由血气分析仪测量获得；其它图片为器件实物表征图和系统实物图，分别通过相机和电子扫描显微镜拍摄获得。
DOI: 10.15468/dl.7py9r3
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Neurosigma siva"
 ]
}

 The dataset includes 59 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005270-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18593437
title: Memristive Switches in Rigid Conjugated Single-Molecule Junctions
DOI: 10.5281/zenodo.18593436
title: Memristive Switches in Rigid Conjugated Single-Molecule Junctions
DOI: 10.15468/dl.5et9yt
title: Occurrence Download

description: A dataset containing 1445 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Croton blanchetianus",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1445 records from 69 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005271-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/th4tix
title: Sittard-Geleen Munsterheleen Heraanleg van de Sittarderweg te Munstergeleen, gemeente Sittard-Geleen

description: &lt;p&gt;In de directe omgeving van het plangebied zijn meerdere AMK-terreinen, vondstlocaties en onderzoekslocaties bekend. De dateringen van al deze vindplaatsen en onderzoekslocaties gaan van de prehistorie tot de Nieuwe tijd. Twee van deze vindplaatsen lopen op de beleidskaart van de gemeente Sittard-Geleen door tot in het plangebied, het historisch centrum van Munstergeleen is er één van. In tegenstelling tot de archeologische verwachting heeft de archeologische begeleiding weinig archeologisch relevante sporen opgeleverd. Oorzaak hiervan is de beperkte ontgravingsdiepte van het wegtracé, waarbij intacte grondlagen vrijwel nooit bereikt werden. De diepere ontgravingen, zoals de smalle sleuven ten behoeve van nieuwe rioolkolken, vonden steeds in geroerde grond plaats aangezien de kolken op de bestaande riolering werden aangesloten. Ter hoogte van de kruising Erkensweg-Sittarderweg, aan de zuidrand van het plangebied, werd op een ouder wegtracé gestoten. De verschillende vullingen bevatten echter recent vondstmateriaal. De betreffende weg, vanuit Munstergeleen richting het noorden, is evenwel meerdere eeuwen oud. Hij staat afgebeeld op historisch kaartmateriaal.&lt;/p&gt;
DOI: 10.15468/dl.bb3ayz
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "GadmGid is IND.29.22_1",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Apis florea"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005272-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.48qx5k
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Knodus dorsomaculatus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005273-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.37323
title: The effect of emotional barrage on video learning
title: 情绪性弹幕对视频学习的影响

description: Using a single factor inter subject design, participants were randomly assigned to either the positive barrage group or the negative barrage group (barrage potency: positive/negative). The dependent variables include academic emotions (happiness, frustration, boredom), learning outcomes (recognition, transfer), and subjective cognitive load (psychological effort, subjective difficulty). The control variables are background knowledge level and pre learning positive and negative emotional levels. 
description: Using a single factor inter subject design, participants were randomly assigned to either the positive barrage group or the negative barrage group (barrage potency: positive/negative). The dependent variables include academic emotions (happiness, frustration, boredom), learning outcomes (recognition, transfer), and subjective cognitive load (psychological effort, subjective difficulty). The control variables are background knowledge level and pre learning positive and negative emotional levels.
DOI: 10.5281/zenodo.18591304
title: Dynamic Temporal Mechanics (DTM): Systemic Vacuum Impedance & Singularity Resolution

description: This technical framework defines Temporal Resistance (R_t) and Reactance (X_t) as the mechanisms of gravitational interaction. By treating the vacuum as a reactive medium with a characteristic impedance (Z_0 \approx 376.73 \Omega), this model resolves Schwarzschild singularities via the Vacuum Impedance Limit (c^3/G). It provides a non-geometric, system-engineering implementation of General Relativity.
DOI: 10.5281/zenodo.18591303
title: Dynamic Temporal Mechanics (DTM): Systemic Vacuum Impedance & Singularity Resolution

description: This technical framework defines Temporal Resistance (R_t) and Reactance (X_t) as the mechanisms of gravitational interaction. By treating the vacuum as a reactive medium with a characteristic impedance (Z_0 \approx 376.73 \Omega), this model resolves Schwarzschild singularities via the Vacuum Impedance Limit (c^3/G). It provides a non-geometric, system-engineering implementation of General Relativity.
DOI: 10.5281/zenodo.18436422
title: MELMA-W: Evaluation Data and Reports for Clinical LLM Assessment

description: This dataset contains MELMA-W automated evaluation outputs, and generated reports used in the MELMA-W study for automated evaluation of clinical large language models. No patient-identifiable data are included.
DOI: 10.5281/zenodo.18436423
title: MELMA-W: Evaluation Data and Reports for Clinical LLM Assessment

description: This dataset contains MELMA-W automated evaluation outputs, and generated reports used in the MELMA-W study for automated evaluation of clinical large language models. No patient-identifiable data are included.
DOI: 10.57760/sciencedb.37313
title: landslides monitoring data
title: landslides monitoring data

description: landslides monitoring data
description: landslides monitoring data
DOI: 10.15468/dl.5wbu4w
title: Occurrence Download

description: A dataset containing 16282 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Papilio memnon"
 ]
}

 The dataset includes 16282 records from 126 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005275-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pdcgt6
title: Occurrence Download

description: A dataset containing 22032 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ageratum conyzoides",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 22032 records from 542 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005274-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17313253
title: Morphology, viability, swelling, and hydrodynamic behavior of seeds of an invasive climbing plant – wild cucumber (Echinocystis lobata)

description: This repository contains raw data documenting the morphology, viability, swelling, and hydrodynamic behavior of seeds of an invasive climbing plant – wild cucumber (Echinocystis lobata). It includes: high-resolution scans of seeds with associated biometric measurements (length, width, area, perimeter, circularity), photographs from TTC viability tests, time-lapse DIC videos showing seed coat deformation during swelling, videos of seed motion in oscillatory water flow at frequencies from 0.5 to 3 Hz. A separate document in the repository provides a detailed description of all methods used to collect and process these materials.
DOI: 10.5281/zenodo.17313254
title: Morphology, viability, swelling, and hydrodynamic behavior of seeds of an invasive climbing plant – wild cucumber (Echinocystis lobata)

description: This repository contains raw data documenting the morphology, viability, swelling, and hydrodynamic behavior of seeds of an invasive climbing plant – wild cucumber (Echinocystis lobata). It includes: high-resolution scans of seeds with associated biometric measurements (length, width, area, perimeter, circularity), photographs from TTC viability tests, time-lapse DIC videos showing seed coat deformation during swelling, videos of seed motion in oscillatory water flow at frequencies from 0.5 to 3 Hz. A separate document in the repository provides a detailed description of all methods used to collect and process these materials.
DOI: 10.5281/zenodo.18310594
title: Dataset and R code supporting: "Micro-CT reveals host-controlled symbiosis of the Jurassic serpulid–hydroid association"

description: This repository contains the data and R scripts supporting the analyses presented in the manuscript "Micro-CT reveals host-controlled symbiosis of the Jurassic serpulid–hydroid association", submitted to Palaeontology. The dataset includes the data used in the statistical analyses. The R script reproduces analyses and figures reported in the manuscript. The data are provided in three csv files: Host_size.csv, Zooid_density.csv, and Zooid_size.csv. See the main text for details of data collection methodology. The repository contains also the README file describing the structure of the dataset.
DOI: 10.5281/zenodo.18593516
title: Dataset and R code supporting: "Micro-CT reveals host-controlled symbiosis of the Jurassic serpulid–hydroid association"

description: This repository contains the data and R scripts supporting the analyses presented in the manuscript "Micro-CT reveals host-controlled symbiosis of the Jurassic serpulid–hydroid association", submitted to Palaeontology. The dataset includes the data used in the statistical analyses. The R script reproduces analyses and figures reported in the manuscript. The data are provided in three csv files: Host_size.csv, Zooid_density.csv, and Zooid_size.csv. See the main text for details of data collection methodology. The repository contains also the README file describing the structure of the dataset.
DOI: 10.57760/sciencedb.37169
title: Mixed Forestation Outperforms Pure Stands in Soil Carbon Sequestration and Stability
title: Mixed Forestation Outperforms Pure Stands in Soil Carbon Sequestration and Stability

description: Meta-analysis database of the effects of pure and mixed forestations on soil organic carbon fractions and stability
description: Meta-analysis database of the effects of pure and mixed forestations on soil organic carbon fractions and stability
DOI: 10.57760/sciencedb.36785
title: Data for Symmetry-Broken Kondo Screening and Zero-Energy Mode in a Kagome Superconductor
title: Data for Symmetry-Broken Kondo Screening and Zero-Energy Mode in a Kagome Superconductor

description: This dataset contains the figures and extended figures from: Symmetry-Broken Kondo Screening and Zero-Energy Mode in a Kagome Superconductor
description: This dataset contains the figures and extended figures from: Symmetry-Broken Kondo Screening and Zero-Energy Mode in a Kagome Superconductor
DOI: 10.15468/dl.eq6yhj
title: Occurrence Download

description: A dataset containing 1926 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Canavalia brasiliensis",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 1926 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005277-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.28622
title: Temporally congruent auditory stream modulates visual processing both independently of and interactively with selective attention in a competing scenario
title: Temporally congruent auditory stream modulates visual processing both independently of and interactively with selective attention in a competing scenario

description: The dataset is structured into five primary directories, ensuring a clear distinction between main experimental results and the validation analysis conducted during the peer-review process:01_Behavior: Contains behavioral data for statistical analysis.02_EEG_Rhythmic: Includes preprocessed EEG data for statistical analysis in rhythmic context (using the epoch-based ICA pipeline as described in the Methods section).03_EEG_Unrhythmic: Includes preprocessed EEG data for statistical analysis in unrhythmic context (using the epoch-based ICA pipeline).04_EEG_Combined: Contains merged datasets from both rhythmic and unrhythmic experiments, facilitating direct statistical comparisons and interaction effect analyses.
description: The dataset is structured into five primary directories, ensuring a clear distinction between main experimental results and the validation analysis conducted during the peer-review process:01_Behavior: Contains behavioral data for statistical analysis.02_EEG_Rhythmic: Includes preprocessed EEG data for statistical analysis in rhythmic context (using the epoch-based ICA pipeline as described in the Methods section).03_EEG_Unrhythmic: Includes preprocessed EEG data for statistical analysis in unrhythmic context (using the epoch-based ICA pipeline).04_EEG_Combined: Contains merged datasets from both rhythmic and unrhythmic experiments, facilitating direct statistical comparisons and interaction effect analyses.
DOI: 10.57760/sciencedb.24992
title: Dataset for study "Dietary shift caused dramatic decline in gut microbiota diversity and temporal stability with outbreaks of opportunistic species in a small herbivore"
title: Dataset for study "Dietary shift caused dramatic decline in gut microbiota diversity and temporal stability with outbreaks of opportunistic species in a small herbivore"

description: This dataset contains the main results generated by the paper "Dietary shift caused dramatic decline in gut microbiota diversity and temporal stability with outbreaks of opportunistic species in a small herbivore" and the data required for generating plots.
description: This dataset contains the main results generated by the paper "Dietary shift caused dramatic decline in gut microbiota diversity and temporal stability with outbreaks of opportunistic species in a small herbivore" and the data required for generating plots.
DOI: 10.15468/dl.evhh5x
title: Occurrence Download

description: A dataset containing 3315 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Geometry POLYGON((-111.30378 -39.82131,-31.13895 -39.82131,-31.13895 25.19839,-111.30378 25.19839,-111.30378 -39.82131))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Stachytarpheta cayennensis"
 ]
}

 The dataset includes 3315 records from 223 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005276-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.