cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.08476
title: Multi-valley band and low thermal conductivity in two-dimensional Mg3Bi2 mono layer: A method for improving thermoelectric performance of Mg3Bi2 based on First-Principles calculations
title: Multi-valley band and low thermal conductivity in two-dimensional Mg3Bi2 mono layer: A method for improving thermoelectric performance of Mg3Bi2 based on First-Principles calculations

description: The materials in this dataset are Mg3Bi2 bulk and monolayer materials . It mainly includes crystal structure data, electronic structure, phonon dispersion, thermal conductivity values and thermoelectric properties data.
description: The materials in this dataset are Mg3Bi2 bulk and monolayer materials . It mainly includes crystal structure data, electronic structure, phonon dispersion, thermal conductivity values and thermoelectric properties data.
DOI: 10.15468/dl.3cb875
title: Occurrence Download

description: A dataset containing 273094 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is NHMD Vascular Plants Collection"
 ]
}

 The dataset includes 273094 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001018-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08502
title: Tables and Figure
title: Tables and Figure

description: Tables and Figure of the manuscript "PIC50: An open-source tool for interconversion of PIC50 values and IC50 for efficient data representation and analysis"
description: Tables and Figure of the manuscript "PIC50: An open-source tool for interconversion of PIC50 values and IC50 for efficient data representation and analysis"
DOI: 10.57760/sciencedb.08503
title: AI Concept Inventory Data
title: AI Concept Inventory Data

description: Responses to an AI Concept Inventory.
description: Responses to an AI Concept Inventory.
DOI: 10.57760/sciencedb.j00186.00055
title: DarkSHINE experiment HCAL optimization simulation data
title: DarkSHINE experiment HCAL optimization simulation data

description: Simulation data producted by DarkSHINE simulation framework, which is based on GEANT4. Including several variation of HCAL design and showing the performance for optimization of HCAL
description: Simulation data producted by DarkSHINE simulation framework, which is based on GEANT4. Including several variation of HCAL design and showing the performance for optimization of HCAL
DOI: 10.57760/sciencedb.j00124.00025
title: Controllable synthesis of CuAlO2 via solid-phase method and its catalytic performance for methanol steam reforming to hydrogen
title: 固相球磨法可控制备CuAlO2及其甲醇重整制氢催化性能研究

description: Figures 1/2/4/5/6/7/9/10 are Origin files with data and curvesFigure 3 is the original image of the scanning electron microscopeFigure 8 is a schematic diagram of the synthesis routeExcel file for the data in Tables 1-3
description: Figures 1/2/4/5/6/7/9/10 are Origin files with data and curvesFigure 3 is the original image of the scanning electron microscopeFigure 8 is a schematic diagram of the synthesis routeExcel file for the data in Tables 1-3
DOI: 10.57760/sciencedb.08517
title: Spatial Interactive Network Data
title: Spatial Interactive Network Data

description: The spatial interaction network dataset mainly comes from shared bicycle transportation data of four cities, namely from January 2023 to December 2023, shared bicycle data of Citigroup in New York, shared bicycle data of the Washington metropolitan area, shared bicycle data of Chicago, and shared bicycle data of the San Francisco Bay Area.
description: The spatial interaction network dataset mainly comes from shared bicycle transportation data of four cities, namely from January 2023 to December 2023, shared bicycle data of Citigroup in New York, shared bicycle data of the Washington metropolitan area, shared bicycle data of Chicago, and shared bicycle data of the San Francisco Bay Area.
DOI: 10.57760/sciencedb.j00001.00820
title: Area Datasets of ‘Grain for Green’ Project in Counties of the Loess Plateau from 1999 to 2020
title: 1999-2020年黄土高原地区县域尺度退耕还林（草）工程 面积数据集

description: The implementation of major ecological projects can lead to extensive land use changes, thereby affecting regional ecosystem service functions. To explore the spatial-temporal patterns and trend changes in the implementation area of the ‘Grain for Green’ Project (GGP) on the Loess Plateau from 1999 to 2020, this dataset was constructed at the county level, taking into account China's administrative divisions. Specifically, annual land use data were extracted and processed using ArcGIS software, resulting in the annual GGP implementation area data for each county (district) on the Loess Plateau from 1999 to 2020, including seven types of land use conversions, with a total data volume of 179.1MB. This dataset provides a theoretical basis for the protection and management of the Loess Plateau's ecological environment and offers data support for the implementation of regional GGP projects.
description: The implementation of major ecological projects can lead to extensive land use changes, thereby affecting regional ecosystem service functions. To explore the spatial-temporal patterns and trend changes in the implementation area of the ‘Grain for Green’ Project (GGP) on the Loess Plateau from 1999 to 2020, this dataset was constructed at the county level, taking into account China's administrative divisions. Specifically, annual land use data were extracted and processed using ArcGIS software, resulting in the annual GGP implementation area data for each county (district) on the Loess Plateau from 1999 to 2020, including seven types of land use conversions, with a total data volume of 179.1MB. This dataset provides a theoretical basis for the protection and management of the Loess Plateau's ecological environment and offers data support for the implementation of regional GGP projects.
DOI: 10.57760/sciencedb.08529
title: Mendelian randomization analysis of asthenozoospermia GWAS data
title: Mendelian randomization analysis of asthenozoospermia GWAS data

description: 在这项工作中，我们将血浆中发现的pQTL与全基因组关联研究（GWAS）数据集相结合，进行药物靶向MR分析，旨在确定潜在的药物靶点.
description: 在这项工作中，我们将血浆中发现的pQTL与全基因组关联研究（GWAS）数据集相结合，进行药物靶向MR分析，旨在确定潜在的药物靶点.
DOI: 10.15468/dl.2jqqxq
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Anaxyrus woodhousii australis (Shannon & Lowe, 1955))"
 ]
}

 The dataset includes 20 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001015-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08562
title: Optimization of the Sequence Alignment Algorithm BWA
title: 序列比对算法BWA的优化

description: 实验数据集
description: 实验数据集
DOI: 10.57760/sciencedb.o00130.02651
title: Expert consensus on mass population vaccination
title: 大规模人群疫苗接种专家共识

description: Mass vaccination is a powerful measure to provide timely protection for key polulations or form an population immune barrier in a short period of time when the epidemic is severe or a certain infectious disease needs to be eliminated/controlled. It plays a positive role in controlling the spread of the epidemic. In order to standardize mass vaccination, orderly, efficiently and safely establish population immune barrier or protect key populations, experts were organized to develop the Expert Consensus on Mass Vaccination in accordance with the requirements of relevant policies and regulations in China and in combination with the experience of mass vaccination of COVID-19 vaccines in China. The consensus established system requirements for the start conditions, department coordination, responsibility implementation, organization mobilization, operation specifications, rescue and emergency response and other links in the implementation of mass vaccination, providing a reference for mass vaccination work and the formulation of relevant policies in the future.
description: Mass vaccination is a powerful measure to provide timely protection for key polulations or form an population immune barrier in a short period of time when the epidemic is severe or a certain infectious disease needs to be eliminated/controlled. It plays a positive role in controlling the spread of the epidemic. In order to standardize mass vaccination, orderly, efficiently and safely establish population immune barrier or protect key populations, experts were organized to develop the Expert Consensus on Mass Vaccination in accordance with the requirements of relevant policies and regulations in China and in combination with the experience of mass vaccination of COVID-19 vaccines in China. The consensus established system requirements for the start conditions, department coordination, responsibility implementation, organization mobilization, operation specifications, rescue and emergency response and other links in the implementation of mass vaccination, providing a reference for mass vaccination work and the formulation of relevant policies in the future.
DOI: 10.57760/sciencedb.08563
title: XGR-Stacking Model Construction Code
title: XGR-Stacking 模型建模代码

description: ### 代码说明此代码的目的是使用 XGBoost、随机森林、梯度提升决策树 （GBDT） 及其堆叠模型来预测房价。该代码包括数据加载、预处理、模型优化、训练和评估步骤。### 数据加载和预处理1. **数据加载**：从Excel文件加载数据集。2. **数据清理**：删除缺失值和异常值。### 特征和标签分离- 将数据集拆分为要素 （X） 和标注 （y）。### 数据集拆分- 将数据集拆分为训练集和测试集，拆分为 80-20。### 模型参数优化使用贝叶斯优化来优化随机森林、GBDT 和 XGBoost 模型的超参数。定义目标函数并优化每个模型。### 模型训练- 使用优化的参数训练随机森林、GBDT 和 XGBoost 模型。- 打印每个模型的 R² 分数。### 堆叠模型训练- 使用三个基本模型（随机森林、GBDT、XGBoost）和线性回归作为元学习器训练堆叠模型。- 打印堆叠模型的 R² 分数。### 模型评估- 计算并打印每个模型的均方误差 （MSE）。- 打印每个模型的最佳超参数。### 可视化- 绘制每个模型的预测结果、残差图和误差分布直方图，以直观地比较其性能。### 新数据预测- 从 Excel 文件加载和预处理新的测试数据。- 使用堆叠模型预测新数据的价格，并将预测保存到 Excel 文件中。### 按键输出- 打印预测结果的前几行。- 打印堆叠模型的 R² 分数。### 总结- 该代码利用贝叶斯优化和堆叠集成学习来构建和评估多个回归模型，以提高房价预测的准确性。- 堆叠模型优于单个模型，显示出更高的 R² 分数和更低的 MSE。
description: ### 代码说明此代码的目的是使用 XGBoost、随机森林、梯度提升决策树 （GBDT） 及其堆叠模型来预测房价。该代码包括数据加载、预处理、模型优化、训练和评估步骤。### 数据加载和预处理1. **数据加载**：从Excel文件加载数据集。2. **数据清理**：删除缺失值和异常值。### 特征和标签分离- 将数据集拆分为要素 （X） 和标注 （y）。### 数据集拆分- 将数据集拆分为训练集和测试集，拆分为 80-20。### 模型参数优化使用贝叶斯优化来优化随机森林、GBDT 和 XGBoost 模型的超参数。定义目标函数并优化每个模型。### 模型训练- 使用优化的参数训练随机森林、GBDT 和 XGBoost 模型。- 打印每个模型的 R² 分数。### 堆叠模型训练- 使用三个基本模型（随机森林、GBDT、XGBoost）和线性回归作为元学习器训练堆叠模型。- 打印堆叠模型的 R² 分数。### 模型评估- 计算并打印每个模型的均方误差 （MSE）。- 打印每个模型的最佳超参数。### 可视化- 绘制每个模型的预测结果、残差图和误差分布直方图，以直观地比较其性能。### 新数据预测- 从 Excel 文件加载和预处理新的测试数据。- 使用堆叠模型预测新数据的价格，并将预测保存到 Excel 文件中。### 按键输出- 打印预测结果的前几行。- 打印堆叠模型的 R² 分数。### 总结- 该代码利用贝叶斯优化和堆叠集成学习来构建和评估多个回归模型，以提高房价预测的准确性。- 堆叠模型优于单个模型，显示出更高的 R² 分数和更低的 MSE。
DOI: 10.15468/dl.zth74f
title: Occurrence Download

description: A dataset containing 10007 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Tetragonisca angustula (Latreille, 1811)"
 ]
}

 The dataset includes 10007 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001013-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08561
title: Microbiome and antibiotic resistome in drinking water
title: Microbiome and antibiotic resistome in drinking water

description: This study employed metagenomic sequencing to reveal the microbiome and antibiotic resistome in the drinking water distribution system.
description: This study employed metagenomic sequencing to reveal the microbiome and antibiotic resistome in the drinking water distribution system.
DOI: 10.57760/sciencedb.08564
title: Mg2+-Si4+ co-doped TAG ceramics
title: Mg-Si共掺杂TAG陶瓷

description: the TAG ceramic were sintered at 1650 ℃ for 20 h in induction heating vacuum furnace under vacuum pressure of 1.0×10-3 Pa,Phase characterization was performed by an X-ray diffractometer (XRD, D8 ADVANCE, Bruker, Germany) equipped with a copper target X-ray tube in the 2θ range of 10~80° (step 0.02°, 0.3 s/step). . The microstructures of the samples were observed by field-emission scanning electron microscopy (FE-SEM, Auriga S40, Zeiss, Germany). The combination states of O1s electrons were examined by K-Alpha X-ray photoelectron spectrometer (XPS, Thermo Scientific, USA). The optical transmittance spectra were measured with a V-570-type ultraviolet/visible/near-IR spectrophotometer (JASCO, Japan).
description: the TAG ceramic were sintered at 1650 ℃ for 20 h in induction heating vacuum furnace under vacuum pressure of 1.0×10-3 Pa,Phase characterization was performed by an X-ray diffractometer (XRD, D8 ADVANCE, Bruker, Germany) equipped with a copper target X-ray tube in the 2θ range of 10~80° (step 0.02°, 0.3 s/step). . The microstructures of the samples were observed by field-emission scanning electron microscopy (FE-SEM, Auriga S40, Zeiss, Germany). The combination states of O1s electrons were examined by K-Alpha X-ray photoelectron spectrometer (XPS, Thermo Scientific, USA). The optical transmittance spectra were measured with a V-570-type ultraviolet/visible/near-IR spectrophotometer (JASCO, Japan).
DOI: 10.15468/dl.hpcxx4
title: Occurrence Download

description: A dataset containing 270657 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LBBG_JUVENILE - Juvenile lesser black-backed gulls (Larus fuscus, Laridae) and herring gulls (Larus argentatus, Laridae) hatched in Zeebrugge (Belgium)"
 ]
}

 The dataset includes 270657 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001016-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08575
title: Datasets of BVSM
title: Datasets of BVSM

description: The experiment of BVSM includes two parts: operator acceleration based on TVM and end-to-end acceleration GCN It includes five random datasets and seven real datasets in total The experimental data includes raw data on TUDataset and generated matrix data 
description: The experiment of BVSM includes two parts: operator acceleration based on TVM and end-to-end acceleration GCN It includes five random datasets and seven real datasets in total The experimental data includes raw data on TUDataset and generated matrix data
DOI: 10.57760/sciencedb.08589
title: The effect of expectation on visual consciousness: based on signal detection theory
title: 预期对视觉意识的影响:基于信号检测论

description: The experimental material was sinusoidal Gabor patch with a Michelson contrast ratio of 0.03 and a vertical tilt of 45° to the left or right. Blank stimulus was no target. The experimental materials were made from online-gabor-patch-generator. The background brightness of all these types of stimuli was 22cd/m2. The experiment used a 3 (expectation: high/no/low) single-factor experimental design. Expectations were manipulated by the probabilistic information presented by the stimulus, where high expectations were the probability of the stimulus occurring at 75%, no expectations were the probability of the stimulus occurring at 50%, and low expectations were the probability of the stimulus occurring at 25%. Before each block of the experiment, participants were told what proportion of stimuli were present. Experimental stimuli were presented in E-Prime 2.0 software. The resolution of the screen wes 1024x768 pixels, and the screen refresh rate wes 60Hz (1 refresh cycle wes about 17ms). The participants were about 80cm away from the screen. The masking paradigm was used to detect the experimental task first, and then to judge the level of consciousness.
description: The experimental material was sinusoidal Gabor patch with a Michelson contrast ratio of 0.03 and a vertical tilt of 45° to the left or right. Blank stimulus was no target. The experimental materials were made from online-gabor-patch-generator. The background brightness of all these types of stimuli was 22cd/m2. The experiment used a 3 (expectation: high/no/low) single-factor experimental design. Expectations were manipulated by the probabilistic information presented by the stimulus, where high expectations were the probability of the stimulus occurring at 75%, no expectations were the probability of the stimulus occurring at 50%, and low expectations were the probability of the stimulus occurring at 25%. Before each block of the experiment, participants were told what proportion of stimuli were present. Experimental stimuli were presented in E-Prime 2.0 software. The resolution of the screen wes 1024x768 pixels, and the screen refresh rate wes 60Hz (1 refresh cycle wes about 17ms). The participants were about 80cm away from the screen. The masking paradigm was used to detect the experimental task first, and then to judge the level of consciousness.
DOI: 10.57760/sciencedb.08595
title: The influence of target probability on visual awareness: based on signal detection theory
title: 目标概率对视觉意识的影响:基于信号检测论

description: The experimental material was sinusoidal Gabor patch with a Michelson contrast ratio of 0.03 and a vertical tilt of 45° to the left or right. Blank stimulus is no target stimulus. The experimental materials were made from online-gabor-patch-generator. The background brightness of all these types of stimuli was 22cd/m2. The experiment adopted 3 (target probability: high/medium/low) single-factor experimental design, in which the high target probability was 75% probability of stimulus occurrence, the medium target probability was 50% probability of stimulus occurrence, and the low target probability was 25% probability of stimulus occurrence. The participants were not told what proportion of the stimulus was present before the experiment began. Experimental stimuli are presented in E-Prime 2.0 software. The resolution of the screen is 1024x768 pixels, and the screen refresh rate is 60Hz (1 refresh cycle is about 17ms). The subject is about 80cm away from the screen. The masking model was used to detect the experimental task first, and then to judge the level of consciousness.
description: The experimental material was sinusoidal Gabor patch with a Michelson contrast ratio of 0.03 and a vertical tilt of 45° to the left or right. Blank stimulus is no target stimulus. The experimental materials were made from online-gabor-patch-generator. The background brightness of all these types of stimuli was 22cd/m2. The experiment adopted 3 (target probability: high/medium/low) single-factor experimental design, in which the high target probability was 75% probability of stimulus occurrence, the medium target probability was 50% probability of stimulus occurrence, and the low target probability was 25% probability of stimulus occurrence. The participants were not told what proportion of the stimulus was present before the experiment began. Experimental stimuli are presented in E-Prime 2.0 software. The resolution of the screen is 1024x768 pixels, and the screen refresh rate is 60Hz (1 refresh cycle is about 17ms). The subject is about 80cm away from the screen. The masking model was used to detect the experimental task first, and then to judge the level of consciousness.
DOI: 10.57760/sciencedb.08599
title: database for Additives Capable of Stably Supplying Anions/Cations for Homogeneous Lithium Deposition/Stripping
title: database for Additives Capable of Stably Supplying Anions/Cations for Homogeneous Lithium Deposition/Stripping

description: Electrochemical test data based on origin
description: Electrochemical test data based on origin
DOI: 10.57760/sciencedb.08602
title: Table for the details of 1266 publications for the scoping review
title: 范围综述1266篇纳入文献的详细信息表

description: This table presents the detailed information of 1266 evidence-based social work studies in the Chinese Mainland included in the scope review, including author, literature title, source journal, year of publication, etc. 
description: This table presents the detailed information of 1266 evidence-based social work studies in the Chinese Mainland included in the scope review, including author, literature title, source journal, year of publication, etc.
DOI: 10.15468/dl.wm6qww
title: Occurrence Download

description: A dataset containing 270474 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is University of Liverpool seabird tracking in Anguilla 2012-2015"
 ]
}

 The dataset includes 270474 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001017-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57760/sciencedb.08606
title: Original data
title: Original data

description: Algorithm LSCD solves for the cluster class division results obtained for each network instance, where each node is assigned a label, and each label indicates the community in which the node is located.
description: Algorithm LSCD solves for the cluster class division results obtained for each network instance, where each node is assigned a label, and each label indicates the community in which the node is located.
DOI: 10.57760/sciencedb.08648
title: Gut microbiota Data
title: Gut microbiota Data

description: Shotgun Metagenomic Data
description: Shotgun Metagenomic Data
DOI: 10.57760/sciencedb.08645
title: Arachidonic acid: a potential therapeutic agent discovered through the analysis of the microbiota-gut-brain axis-mediated pathological progression of Parkinson's Disease
title: Arachidonic acid: a potential therapeutic agent discovered through the analysis of the microbiota-gut-brain axis-mediated pathological progression of Parkinson's Disease

description: 微生物组的变化与帕金森病易感性增加之间的相关性已得到普遍认可。因此，我们在 0、1、3 和 5 个月时收集粪便样本以分析微生物群。首先，对α多样性和β多样性进行了评估。0个月、1个月和3个月的时间点之间的α多样性没有显著差异。然而，香农指数在 0 个月和 5 个月的时间点之间表现出明显的下降。PCA图清楚地表明了0个月和5个月时间点之间的明显区别，表明鱼藤酮给药时间的长短可能导致微生物群组成的显着变化。为了进一步研究各组微生物群组成的差异，我们报告并分析了科和属水平微生物的相对丰度。此外，在图中可以观察到粪便细菌在属水平上的分布，包括所有样品。热图总结了在属水平上表现出最显著表达差异的 30 个分类群。随着鱼藤酮治疗时间的增加，特定细菌表现出波动的改变。鱼藤酮处理组中Alistipes、Muribaculum、Clostridiales_unclassified、Alloprevotella、Bacteroides Paramuribaculum、Ruminiclostridium_9和ninteinimonas的相对丰度降低，但Dubosiella和Parasutterella的相对丰度增加。结果显示，与未接受任何治疗的小鼠相比，接受鱼藤酮治疗5个月的小鼠的肠道微生物组表现出更显着的破坏。
description: 微生物组的变化与帕金森病易感性增加之间的相关性已得到普遍认可。因此，我们在 0、1、3 和 5 个月时收集粪便样本以分析微生物群。首先，对α多样性和β多样性进行了评估。0个月、1个月和3个月的时间点之间的α多样性没有显著差异。然而，香农指数在 0 个月和 5 个月的时间点之间表现出明显的下降。PCA图清楚地表明了0个月和5个月时间点之间的明显区别，表明鱼藤酮给药时间的长短可能导致微生物群组成的显着变化。为了进一步研究各组微生物群组成的差异，我们报告并分析了科和属水平微生物的相对丰度。此外，在图中可以观察到粪便细菌在属水平上的分布，包括所有样品。热图总结了在属水平上表现出最显著表达差异的 30 个分类群。随着鱼藤酮治疗时间的增加，特定细菌表现出波动的改变。鱼藤酮处理组中Alistipes、Muribaculum、Clostridiales_unclassified、Alloprevotella、Bacteroides Paramuribaculum、Ruminiclostridium_9和ninteinimonas的相对丰度降低，但Dubosiella和Parasutterella的相对丰度增加。结果显示，与未接受任何治疗的小鼠相比，接受鱼藤酮治疗5个月的小鼠的肠道微生物组表现出更显着的破坏。