cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.57760/sciencedb.18784
title: Support information of "Machine Learning in Wastewater Treatment: A Comprehensive Bibliometric Review"
title: Support information of "Machine Learning in Wastewater Treatment: A Comprehensive Bibliometric Review"

description: The dataset describes the sources of the relevant data presented in this article, ensuring that the data in the article is traceable. The main content of the dataset is divided into two parts: First, the "Full list of publications" consisting of the search results from Web of Science (WOS) Core Collection database and our review; Second, the co-citation analysis results based on the Citespace software,namely "Co-citation result".
description: The dataset describes the sources of the relevant data presented in this article, ensuring that the data in the article is traceable. The main content of the dataset is divided into two parts: First, the "Full list of publications" consisting of the search results from Web of Science (WOS) Core Collection database and our review; Second, the co-citation analysis results based on the Citespace software,namely "Co-citation result".
DOI: 10.57760/sciencedb.18783
title: The gain charactristics of bismuth-doped fiber with high germanium content
title: 高锗掺铋硅基光纤增益特性

description: This dataset shows the gain characteristics of bismuth doped fiber with high germanium content under 1550nm pumping 
description: This dataset shows the gain characteristics of bismuth doped fiber with high germanium content under 1550nm pumping
DOI: 10.57760/sciencedb.j00217.04982
title: Identification of New Gene Labels for Colon Cancer Prognosis Based on Random Survival Forest Model
title: 基于随机生存森林模型对结肠癌预后新基因标签的识别

description: Objective To investigate the gene expression profile of mRNA in colon cancer and determine the optimal prognostic markers.Method The colon cancer dataset TCGA-COAD was downloaded from the Cancer Genome Atlas (TCGA) database as the training cohort. The random survival forest (RSF) model was used to determine gene labels, and the obtained gene labels were analyzed using the Cox model to construct risk scores. The colon cancer dataset GSE17536 was downloaded from the Gene Expression Database (GEO) as the validation cohort to validate the model, and compared horizontally with similar studies in the past year. Exploring the relationship between gene tags and immune cells through immune cell infiltration.Result A total of 11 gene tags were screened, and the risk score constructed by the multi factor Cox model was an independent prognostic indicator for colon cancer patients. The comparative development of this model is superior to previous studies. Immune cell infiltration revealed a significant correlation (P&lt;0.05) between monocytes and the gene labels used in this study.Conclusion This study identified 11 gene markers with prognostic value for colon cancer, and monocytes may serve as potential therapeutic targets for colon cancer.
description: Objective To investigate the gene expression profile of mRNA in colon cancer and determine the optimal prognostic markers.Method The colon cancer dataset TCGA-COAD was downloaded from the Cancer Genome Atlas (TCGA) database as the training cohort. The random survival forest (RSF) model was used to determine gene labels, and the obtained gene labels were analyzed using the Cox model to construct risk scores. The colon cancer dataset GSE17536 was downloaded from the Gene Expression Database (GEO) as the validation cohort to validate the model, and compared horizontally with similar studies in the past year. Exploring the relationship between gene tags and immune cells through immune cell infiltration.Result A total of 11 gene tags were screened, and the risk score constructed by the multi factor Cox model was an independent prognostic indicator for colon cancer patients. The comparative development of this model is superior to previous studies. Immune cell infiltration revealed a significant correlation (P&lt;0.05) between monocytes and the gene labels used in this study.Conclusion This study identified 11 gene markers with prognostic value for colon cancer, and monocytes may serve as potential therapeutic targets for colon cancer.
DOI: 10.57760/sciencedb.18795
title: Audio Datasets for ASR
title: Audio Datasets for ASR

description: This dataset contains audio information of a single speaker's voice with Chinese pronunciation, greater than 1 hour.
description: This dataset contains audio information of a single speaker's voice with Chinese pronunciation, greater than 1 hour.
DOI: 10.57760/sciencedb.18798
title: Maternal data set, 2023-2024
title: 2023-2024年产妇数据集

description: 419 postpartum women who underwent 42 day postpartum check ups at our obstetrics and gynecology clinic from 2023 to 2024 were selected as the research subjects. A general information questionnaire and the Edinburgh Postnatal Depression Scale were used for the survey. 
description: 419 postpartum women who underwent 42 day postpartum check ups at our obstetrics and gynecology clinic from 2023 to 2024 were selected as the research subjects. A general information questionnaire and the Edinburgh Postnatal Depression Scale were used for the survey.
DOI: 10.5281/zenodo.15292498
title: DENGSP

description: This dataset contains daily case counts of Dengue fever in São Paulo from 2013 through 2020, indexed by symptom onset (DT_SIN_PRI) and reporting date (DT_NOTIFIC).
DOI: 10.5281/zenodo.15292499
title: DENGSP

description: This dataset contains daily case counts of Dengue fever in São Paulo from 2013 through 2020, indexed by symptom onset (DT_SIN_PRI) and reporting date (DT_NOTIFIC).
DOI: 10.57760/sciencedb.18801
title: original data
title: original data

description: “The behavior study of plant roots under physical obstacles based on an root obstacle microfluidic chip”The data for this article.
description: “The behavior study of plant roots under physical obstacles based on an root obstacle microfluidic chip”The data for this article.
DOI: 10.5281/zenodo.14997133
title: Wilhelm Friedemann Bach – Piano Sonatas (A corpus of annotated scores)

description: No description provided.
DOI: 10.5281/zenodo.15292568
title: Wilhelm Friedemann Bach – Piano Sonatas (A corpus of annotated scores)

description: No description provided.
DOI: 10.5281/zenodo.14997104
title: Robert Schumann – Liederkreis (A corpus of annotated scores)

description: https://dcmlab.github.io/schumann_liederkreis/
DOI: 10.5281/zenodo.14997120
title: Richard Wagner – Overtures (A corpus of annotated scores)

description: No description provided.
DOI: 10.5281/zenodo.15292566
title: Pyotr Tchaikovsky – The Seasons (A corpus of annotated scores)

description: No description provided.
DOI: 10.5281/zenodo.15292567
title: Richard Wagner – Overtures (A corpus of annotated scores)

description: No description provided.
DOI: 10.5281/zenodo.15292569
title: Robert Schumann – Liederkreis (A corpus of annotated scores)

description: https://dcmlab.github.io/schumann_liederkreis/
DOI: 10.5281/zenodo.7473586
title: Pyotr Tchaikovsky – The Seasons (A corpus of annotated scores)

description: No description provided.
DOI: 10.5281/zenodo.7473587
title: Pyotr Tchaikovsky - The Seasons (A corpus of annotated scores)

description: This corpus of annotated music scores has been created within the DCML corpus initiative and employs the DCML harmony annotation standard. Version 1.0 has been released for submitting it as part of the data report <code>Hentschel, J., Rammos, Y., Neuwirth, M., Rohrmeier, M. (forthcoming). An Annotated Corpus of Tonal Piano Music from the Long 19th Century</code>.
DOI: 10.5281/zenodo.7534800
title: Pyotr Tchaikovsky - The Seasons (A corpus of annotated scores)

description: This corpus of annotated MuseScore files has been created within the DCML corpus initiative and employs the DCML harmony annotation standard. It is one out of nine similar corpora that have been grouped together to An Annotated Corpus of Tonal Piano Music from the Long 19th Century which comes with a data report that is currently under review. <strong>Version 1</strong> has been released for submitting it as part of the data report <code>Hentschel, J., Rammos, Y., Neuwirth, M., Rohrmeier, M. (forthcoming). An Annotated Corpus of Tonal Piano Music from the Long 19th Century</code> that accompanies nine corpora grouped under the DOI 10.5281/zenodo.7483349. <strong>Version 1.1</strong> comes with a complete set of metadata and score headers. Among more accurate composition dates, the metadata now include URIs that identify the compositions in terms of the Virtual International Authority File (VIAF), Wikidata, IMSLP and MusicBrainz. The data has been re-extracted from the scores using ms3 1.1.1 . Syntax errors in the phrase brackets have been corrected.
DOI: 10.5281/zenodo.8329439
title: Pyotr Tchaikovsky - The Seasons (A corpus of annotated scores)

description: This corpus of annotated MuseScore files has been created within the DCML corpus initiative and employs the DCML harmony annotation standard. It is one out of nine similar corpora that have been grouped together to An Annotated Corpus of Tonal Piano Music from the Long 19th Century which comes with a data report that is currently under review. The dataset lives on GitHub (link under "Related identifiers") and is stored on Zenodo purely for conservation and automatic DOI generation for new GitHub releases. For technical reasons, we include only brief, generic instructions on how to use the data. For more detailed documentation, please refer to the dataset's GitHub page. <strong>What is included</strong> The dataset includes annotated MusicScores <strong>.mscx</strong> files that have been created with MuseScore 3.6.2 and can be opened with any MuseScore 3, or later version. Apart from that, the score information (measures, notes, harmony labels) have been extracted in the form of TSV files which can be found respectively in the folders <code>measures</code>, <code>notes</code>, and <code>harmonies</code>. They have been extracted with the Python library ms3 and its documentation has a column glossary for looking up the meaning of a column. <strong>Getting the data</strong> You can download the dataset as a ZIP file from Zenodo or GitHub. Please note that these automatically generated ZIP files do not include submodules, which would appear as empty folders. If you need ZIP files, you will need to find the submodule repositories (e.g. via GitHub) and download them individually. Apart from that, there is the possibility to git-clone the GitHub repository to your disk. This has the advantage that it allows to version-control any changes you want to make to the dataset and to ask for your changes to be included ("merged") in a future version.
DOI: 10.57760/sciencedb.18814
title: A dataset of physicochemical properties of PLGA NPs of different Mw, using two preparation methodologies.
title: A dataset of physicochemical properties of PLGA NPs of different Mw, using two preparation methodologies.

description: The file contains the data in Figures 1 to 6 to support the research presented in "PLGA nanoparticles of different molecular weight (Mw): nanoparticle preparation method, physicochemical characterization, and binding/internalization capacity in cells of the mononuclear phagocytic system".Figure 1. Effect of the method in the preparation of NPs of different Mw Figure 2. Effect of the use of surfactant in the design of PLGA NPs of different MwFigure 3. Electronic scanning micrography of NPs of different MwFigure 4. The loading capacity of NPs of different MwFigure 5. Fourier transform infrared (FTIR) spectra of NPsFigure 6. CUR release profile in NPs from different MwFigure 7. Histograms of the percentage of binding/internalization of NPs
description: The file contains the data in Figures 1 to 6 to support the research presented in "PLGA nanoparticles of different molecular weight (Mw): nanoparticle preparation method, physicochemical characterization, and binding/internalization capacity in cells of the mononuclear phagocytic system".Figure 1. Effect of the method in the preparation of NPs of different Mw Figure 2. Effect of the use of surfactant in the design of PLGA NPs of different MwFigure 3. Electronic scanning micrography of NPs of different MwFigure 4. The loading capacity of NPs of different MwFigure 5. Fourier transform infrared (FTIR) spectra of NPsFigure 6. CUR release profile in NPs from different MwFigure 7. Histograms of the percentage of binding/internalization of NPs
DOI: 10.57760/sciencedb.j00140.00037
title: Experimental data of cyclic loading and unloading on marine gassy soils
title: 海洋含气土加卸载试验数据

description: Experimental data of vertical deformation and produced gas/water volumes during cyclic loading and unloading on artificial gassy soil specimens under laterally confined condition in the laboratory. In addition, testing data of physical indexes of the marine sediments are also attached.
description: Experimental data of vertical deformation and produced gas/water volumes during cyclic loading and unloading on artificial gassy soil specimens under laterally confined condition in the laboratory. In addition, testing data of physical indexes of the marine sediments are also attached.
DOI: 10.57760/sciencedb.hjs.00234
title: Experimental data (energy deposition results for each material) and Geant4 code
title: 实验数据（各材料的能量沉积结果）及Geant4代码

description: 压缩包的 xlsx 文件是能量沉积结果，其中 sheet1 的第一行和最后一行是入射质子能量，sheet2 是处理结果，两个原始文件是最终的数据结果，B4c 文件夹是 Geant4 源码
description: 压缩包的 xlsx 文件是能量沉积结果，其中 sheet1 的第一行和最后一行是入射质子能量，sheet2 是处理结果，两个原始文件是最终的数据结果，B4c 文件夹是 Geant4 源码
DOI: 10.5281/zenodo.15292562
title: morella_faya_spades_01.fasta.gz
DOI: 10.5281/zenodo.15292563
title: morella_faya_spades_01.fasta.gz
DOI: 10.57760/sciencedb.18827
title: Deflection of a reflected intense spatiotemporal optical vortex beam
title: Deflection of a reflected intense spatiotemporal optical vortex beam

description: In this Letter, we reveal a new deflection effect in the reflection of an intense spatiotemporal optical vortex (STOV) beam. When a STOV beam with relativistic intensities (&gt;1018W cm?2) impacts on an overdense plasma target, the reflected beam deviates from the specular reflection direction in the incident plane. Using two-dimensional (2D) particle-in-cell simulations,we demonstrated that the typical deflection angle is of a few milliradians and can be enhanced by using a stronger STOV beam with tightly focused size and higher topological charge. Though similar to the angular Goos–H?nchen effect, however, it is worth emphasizing that the deviation induced by a STOV beam exists, even in normal incidence, revealing an essentially nonlinear effect. This novel effect is explained from the viewpoint of angular momentum conservation, as well as the Maxwell stress tensor. It is shown that an asymmetrical light pressure of the STOV beam breaks the rotational symmetry of the target surface and leads to nonspecular reflection. Unlike the shear press of an Laguerre-Gaussian beam, which only acts in oblique incidence, the deflection caused by the STOV beam exists more widely, including in normal incidence.
description: In this Letter, we reveal a new deflection effect in the reflection of an intense spatiotemporal optical vortex (STOV) beam. When a STOV beam with relativistic intensities (&gt;1018W cm?2) impacts on an overdense plasma target, the reflected beam deviates from the specular reflection direction in the incident plane. Using two-dimensional (2D) particle-in-cell simulations,we demonstrated that the typical deflection angle is of a few milliradians and can be enhanced by using a stronger STOV beam with tightly focused size and higher topological charge. Though similar to the angular Goos–H?nchen effect, however, it is worth emphasizing that the deviation induced by a STOV beam exists, even in normal incidence, revealing an essentially nonlinear effect. This novel effect is explained from the viewpoint of angular momentum conservation, as well as the Maxwell stress tensor. It is shown that an asymmetrical light pressure of the STOV beam breaks the rotational symmetry of the target surface and leads to nonspecular reflection. Unlike the shear press of an Laguerre-Gaussian beam, which only acts in oblique incidence, the deflection caused by the STOV beam exists more widely, including in normal incidence.
DOI: 10.57760/sciencedb.j00003.00034
title: Bidirectional Thrust Control of a Quadrotor with Deep Reinforcement Learning
title: 基于深度强化学习的旋翼无人机双向推力控制

description: FlightLxx quadrotor simulator based on deep reinforcement learning.Experiments data and videos.
description: FlightLxx quadrotor simulator based on deep reinforcement learning.Experiments data and videos.
DOI: 10.57760/sciencedb.18835
title: Ginsenoside Rh2 regulates triple-negative breast cancer proliferation and apoptosis via the IL-6/JAK2/ STAT3 pathway
title: Ginsenoside Rh2 regulates triple-negative breast cancer proliferation and apoptosis via the IL-6/JAK2/ STAT3 pathway

description: The dataset includes network pharmacology data and raw experimental data generated during the research about "Ginsenoside Rh2 regulates triple-negative breast cancer proliferation and apoptosis via the IL-6/JAK2/ STAT3 pathway."
description: The dataset includes network pharmacology data and raw experimental data generated during the research about "Ginsenoside Rh2 regulates triple-negative breast cancer proliferation and apoptosis via the IL-6/JAK2/ STAT3 pathway."
DOI: 10.57760/sciencedb.18843
title: 16s-RNA Sequense
title: 16s-RNA Sequense

description: 16s RNA sequence 
description: 16s RNA sequence
DOI: 10.57760/sciencedb.18846
title: The impact of digital yellow diamond on financial resilience2014-2023
title: The impact of digital yellow diamond on financial resilience2014-2023

description: This data describes the impact of digital transformation on financial resilience. Among them, innovation capability, financing constraints, and government subsidies play a mediating role, while other variables are control variables. This article selects data from A-share listed companies in Shanghai and Shenzhen from 2014 to 2023 as the research sample through Wind database and CSMAR database. To reduce the negative impact of special sample data on the results, this article has processed the sample data of the above-mentioned companies as follows. (1) Exclude data from ST and * ST enterprises. (2) Exclude data from companies in the financial industry. (3) Exclude sample data with severe missing data and extreme values. (4) Exclude sample data with abnormal financial conditions. (5) Use median to fill in a small amount of missing data. Finally, a total of 19800 observations were obtained from the data of 1980 A-share listed companies in Shanghai and Shenzhen. To mitigate the impact of outliers, we applied Winsorization at the 1% level to continuous variables. Use Excel 2016 and Stata 17.0 for data processing and cleaning. 
description: This data describes the impact of digital transformation on financial resilience. Among them, innovation capability, financing constraints, and government subsidies play a mediating role, while other variables are control variables. This article selects data from A-share listed companies in Shanghai and Shenzhen from 2014 to 2023 as the research sample through Wind database and CSMAR database. To reduce the negative impact of special sample data on the results, this article has processed the sample data of the above-mentioned companies as follows. (1) Exclude data from ST and * ST enterprises. (2) Exclude data from companies in the financial industry. (3) Exclude sample data with severe missing data and extreme values. (4) Exclude sample data with abnormal financial conditions. (5) Use median to fill in a small amount of missing data. Finally, a total of 19800 observations were obtained from the data of 1980 A-share listed companies in Shanghai and Shenzhen. To mitigate the impact of outliers, we applied Winsorization at the 1% level to continuous variables. Use Excel 2016 and Stata 17.0 for data processing and cleaning.
DOI: 10.57760/sciencedb.18847
title: mA@EF Used for targeted therapy of lung cancer
title: mA@EF用于靶向治疗肺癌

description: It includes mA@EF The raw data generated from the experimental treatment of lung cancer includes nanoparticle drug release, encapsulation efficiency, cytotoxicity, and blood biochemistry analysis 
description: It includes mA@EF The raw data generated from the experimental treatment of lung cancer includes nanoparticle drug release, encapsulation efficiency, cytotoxicity, and blood biochemistry analysis
DOI: 10.57760/sciencedb.18851
title: Fast, cost-effective, and flexible DNA sequencing by roll-to-roll fluidics
title: Fast, cost-effective, and flexible DNA sequencing by roll-to-roll fluidics

description: Sequencing data and some analysis. Abstract: Despite decreasing prices per DNA base pair over the past decade, small-scale next-generation sequencing (NGS) remains prohibitive in urgent clinical settings, since the reagent efficiency of sequence-by-synthesis (SBS) is low in the corresponding flow cells. Here we show NGS by roll-to-roll fluidics (r2r-fl), which is cost-effective for flexible biochip sizes. R2r-fl is a practical implementation of plane-Couette flow, with up to 85 times lower reagent consumption (US$ 0.16 per giga base pair), rinsing times of less than 2 seconds, and shortened turnaround times (TAT) for paired-end 100 bp (PE100) sequencing from days to under 12 hours. We maintain over 99.9% precision and 99.3% sensitivity of single nucleotide polymorphisms (SNP) for the human genome, 99.9% mapping rate for E.coli, and minimal nucleotide substitutions, deletions, or insertions in the SARS-CoV-2 Alpha strain. Overall, r2r-fl makes NGS drastically faster and more affordable, thus contributing to revolutions in dealing with pathogens, cancers, genetic diseases, and personalized medicine. 
description: Sequencing data and some analysis. Abstract: Despite decreasing prices per DNA base pair over the past decade, small-scale next-generation sequencing (NGS) remains prohibitive in urgent clinical settings, since the reagent efficiency of sequence-by-synthesis (SBS) is low in the corresponding flow cells. Here we show NGS by roll-to-roll fluidics (r2r-fl), which is cost-effective for flexible biochip sizes. R2r-fl is a practical implementation of plane-Couette flow, with up to 85 times lower reagent consumption (US$ 0.16 per giga base pair), rinsing times of less than 2 seconds, and shortened turnaround times (TAT) for paired-end 100 bp (PE100) sequencing from days to under 12 hours. We maintain over 99.9% precision and 99.3% sensitivity of single nucleotide polymorphisms (SNP) for the human genome, 99.9% mapping rate for E.coli, and minimal nucleotide substitutions, deletions, or insertions in the SARS-CoV-2 Alpha strain. Overall, r2r-fl makes NGS drastically faster and more affordable, thus contributing to revolutions in dealing with pathogens, cancers, genetic diseases, and personalized medicine.