cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24504241.v1
title: Supplementary Material for: Radiographic signs of advanced cerebral venous thrombosis negatively modulate the effectiveness of endovascular treatments

description: Introduction: Endovascular treatment (EVT) is a therapeutic option for cerebral venous thrombosis (CVT); however, its benefit over conservative medical management has not been proven. Whether current patient selection practices are appropriate for EVT is unclear. Methods: This was a nationwide study of the 2016-2020 National Inpatient Sample database. Adult CVT patients and EVT treatments were identified. Patient demographics, medical comorbidities, CVT risk factors, and CVT manifestations were identified. Presence of radiographic signs of advanced and severe CVT (venous infarction, cerebral edema, and intracranial hemorrhage) were recorded. Primary and secondary outcomes were good discharge outcomes and in-hospital mortality, respectively. Results: 17,130 CVT patients were identified, and 56.7% had good discharge outcomes while 4.6% died during hospitalization. 945 (5.5%) received EVT, and EVT patients were more likely to have cerebral infarction (35.4% vs. 21.8%, p&lt;0.001), edema (35.4% vs. 20.1%, p&lt;0.001), and hemorrhage (37.6% vs. 19.7%, p&lt;0.001). After multivariable adjustments, EVT for patients without infarction, edema, or hemorrhage was moderately associated with higher odds of good outcomes (OR 1.86 [95%CI 0.98 - 3.53], p=0.059) and resulted in zero deaths. However, with increasing burden of radiographic signs of advanced CVT measured by the cumulative presence of infraction, edema, and hemorrhage, EVT was associated with decreasing odds of good outcomes and increasing odds of in-hospital mortality compared to medical management (interaction p=0.046 and 0.029, respectively). Conclusions: EVT may lead to higher rates of favorable hospitalization outcomes in patients who have not yet developed overt parenchymal manifestations of backpressure changes; presence of infarction, edema, and hemorrhage may diminish the short-term effectiveness of EVT.
DOI: 10.5281/zenodo.10043959
title: Uni TÜ_NP_Library_POS_mzml

description: Q Hexactive HF. 17 Pools of pure NPs analzyed by Giovanni Andrea Vitale and Christian Geibel from Petras Lab. mode= positive DDA, stepped CE (25, 35, 45), Res MS1= 30K, MS2=15k Fragment= Top 5 ions
DOI: 10.5281/zenodo.10043958
title: Uni TÜ_NP_Library_POS_mzml

description: Q Hexactive HF. 17 Pools of pure NPs analzyed by Giovanni Andrea Vitale and Christian Geibel from Petras Lab. mode= positive DDA, stepped CE (25, 35, 45), Res MS1= 30K, MS2=15k Fragment= Top 5 ions
DOI: 10.6084/m9.figshare.24504262
title: Metadata of metagenomic analysis of nasopharyngeal Covid-infected people

description: Metadata of metagenomic analysis of nasopharyngeal Covid-infected people
DOI: 10.6084/m9.figshare.24504262.v1
title: Metadata of metagenomic analysis of nasopharyngeal Covid-infected people

description: Metadata of metagenomic analysis of nasopharyngeal Covid-infected people
DOI: 10.57841/casdc.0002986
title: 聚多巴胺辅助两性离子聚合物界面组装制备水润滑纳米涂层
DOI: 10.5258/soton/d2450
title: Dataset supporting a University of Southampton Doctoral thesis: Understanding and controlling organic solid-state switches by combining variable temperature and high-pressure crystallography measurements with quantum mechanics studies.

description: This dataset is supporting the Doctoral thesis: Understanding and controlling organic solid-state switches by combining variable temperature and high-pressure crystallography measurements with quantum mechanics studies by Goulielmina Anyfanti. The data is sorted into 5 different folders reflecting the number of materials studies.
DOI: 10.5281/zenodo.10043886
title: ChemM_BR_32mix_mzml

description: Bruker Impact II
DOI: 10.5281/zenodo.10043887
title: ChemM_BR_32mix_mzml

description: Bruker Impact II
DOI: 10.15129/0cfd48c9-733d-4636-8f0a-b28bf48a34bd
title: Data for: "Near-surface defect imaging in additively manufactured components by SAW suppression in laser induced phased array acquired data"

description: Dataset for the publication: 'Near-surface defect imaging in additively manufactured components by SAW suppression in laser induced phased array acquired data'. The file contains all the signals and the signal and image processing parameters used to produce the images in the paper.
DOI: 10.57841/casdc.0002987
title: 基于特斯拉阀的新型非接触式流体密封技术研究
DOI: 10.5281/zenodo.10072733
title: Las 1.000 Películas Mejor Valoradas en FilmAffinity (2013–2023)

description: Dataset realizado como actividad educativa durante el "máster de ciencia de datos" en la Universitat Oberta de Catalunya, en la asignatura "Tipología y Ciclo de vida de los datos".El conjunto de datos extraído para este estudio comprende las 1.000 películas mejor valoradas en FilmAffinity desde el año 2013 hasta 2023. Este periodo de tiempo se seleccionó para capturar las tendencias contemporáneas en la valoración de películas, y para reflejar los cambios en las preferencias de la audiencia a lo largo de los últimos diez años.
DOI: 10.5281/zenodo.10072732
title: Las 1.000 Películas Mejor Valoradas en FilmAffinity (2013–2023)

description: Dataset realizado como actividad educativa durante el "máster de ciencia de datos" en la Universitat Oberta de Catalunya, en la asignatura "Tipología y Ciclo de vida de los datos".El conjunto de datos extraído para este estudio comprende las 1.000 películas mejor valoradas en FilmAffinity desde el año 2013 hasta 2023. Este periodo de tiempo se seleccionó para capturar las tendencias contemporáneas en la valoración de películas, y para reflejar los cambios en las preferencias de la audiencia a lo largo de los últimos diez años.
DOI: 10.5281/zenodo.10018231
title: Data from : Both long-term grasslands and crop diversity are needed to limit pest and weed infestations in agricultural landscapes

description: Data used for analysis in  Both long-term grasslands and crop diversity are needed to limit pest and weed infestations in agricultural landscapes
DOI: 10.5281/zenodo.10018232
title: Data from : Both long-term grasslands and crop diversity are needed to limit pest and weed infestations in agricultural landscapes

description: Data used for analysis in  Both long-term grasslands and crop diversity are needed to limit pest and weed infestations in agricultural landscapes
DOI: 10.5258/soton/d2581
title: Dataset in support of the Southampton doctoral thesis ' Tuneable silicon photonic devices and circuits'

description: This dataset is supporting the University of Southampton doctoral thesis 'Tuneable silicon photonic devices and circuits'. The data reflects how lattice damage can be altered via annealing processes, including laser annealing and integrated electrical annealing. The data also reflects the optical input and output ports in large and complex photonic integrated circuits. The data includes: PhD_data.rar file with Folders for variety of Cladding tests, Videos, Comsol, and other ongoing tests in .omr files
DOI: 10.57841/casdc.0002988
title: 人工膝关节不同体外磨损周期的UHMWPE磨屑特征及细胞毒性研究
DOI: 10.5525/gla.researchdata.1395
title: Prevalence and risk factors for human leptospirosis in a pastoralist community, Endulen, Tanzania.

description: Excel file including all data fields included in the analyses presented in the paper, except for any fields where inclusion might compromise participant anonymity.
DOI: 10.5258/soton/d1696
title: Dataset supporting the University of Southampton Doctoral Thesis "An assessment of Microfinance Institutions Social Performance: Evidence from Worldwide Panel Data"

description: This dataset supports Jasmi, Zarith Sofia Binti (2020) An assessment of microfinance institutions’ social performance: evidence from worldwide panel data. University of Southampton, Doctoral Thesis The data reflect an assessment of different types of MFIs outreach performance. The data contains a MFIsdata_mixmarket.xlsx file. Data is accessible under CC BY license.
DOI: 10.6084/m9.figshare.24504259
title: fastq files of metagenomic analysis of nasopharyngeal Covid-infected people

description: fastq files of metagenomic analysis of nasopharyngeal Covid-infected people
DOI: 10.5281/zenodo.10074543
title: Reconstructed_Arcs_Database

description: Database of reconstructed arcs used to statistically compare detrending techniques, investigate doppler effect and to compare different RT observables.
DOI: 10.5281/zenodo.10074542
title: Reconstructed_Arcs_Database

description: Database of reconstructed arcs used to statistically compare detrending techniques, investigate doppler effect and to compare different RT observables.
DOI: 10.5281/zenodo.8081620
title: A novel database of Teenager's spontaneous facial expressions

description: This dataset presents a comprehensive collection of spontaneous facial expressions obtained from 14 teenagers, encompassing six fundamental emotions: Anger, Disgust, Fear, Happy, Sad, and Surprise. With a total of 314 videos, the dataset comprises approximately 59,000 emotional frames, including both emotional expressions and neutral states. Recorded using an HD Webcam with 1080P resolution and a frame rate of 30 fps, the dataset captures authentic and unposed facial expressions, distinguishing it from existing databases. Its diverse subjects from various backgrounds enable cross-cultural and ethnic studies of facial expressions and emotions. Addressing the scarcity of similar datasets focused on teenagers, the dataset underwent thorough validation by seven validators, achieving a 64% average accuracy in emotion recognition. The dataset's potential applications range from enhancing facial expression recognition systems to investigating the impact of facial and body movements, while also providing a valuable resource for benchmarking and comparison within the vision community.
description: The dataset consists of three zip files. The first file, named "Emo_Clips," contains a collection of spontaneous emotional expressions displayed by teenagers. The second file, named "Figures_Validation," includes statistical data pertaining to the curation and validation of the dataset. The third file is a folder named "Sample Consent Form," which contains a sample consent form of one of the subjects.
DOI: 10.5281/zenodo.8081621
title: A novel database of Teenager's spontaneous facial expressions

description: This dataset presents a comprehensive collection of spontaneous facial expressions obtained from 14 teenagers, encompassing six fundamental emotions: Anger, Disgust, Fear, Happy, Sad, and Surprise. With a total of 314 videos, the dataset comprises approximately 59,000 emotional frames, including both emotional expressions and neutral states. Recorded using an HD Webcam with 1080P resolution and a frame rate of 30 fps, the dataset captures authentic and unposed facial expressions, distinguishing it from existing databases. Its diverse subjects from various backgrounds enable cross-cultural and ethnic studies of facial expressions and emotions. Addressing the scarcity of similar datasets focused on teenagers, the dataset underwent thorough validation by seven validators, achieving a 64% average accuracy in emotion recognition. The dataset's potential applications range from enhancing facial expression recognition systems to investigating the impact of facial and body movements, while also providing a valuable resource for benchmarking and comparison within the vision community.
description: The dataset consists of three zip files. The first file, named "Emo_Clips," contains a collection of spontaneous emotional expressions displayed by teenagers. The second file, named "Figures_Validation," includes statistical data pertaining to the curation and validation of the dataset. The third file is a folder named "Sample Consent Form," which contains a sample consent form of one of the subjects.
DOI: 10.57841/casdc.0002989
title: 稀土对GCr15轴承钢滚动接触疲劳中微点蚀的影响
DOI: 10.5281/zenodo.10074573
title: ТЕМА ДЕТСТВА В ТВОРЧЕСТВЕ Т.ТОЛСТОЙ

description: В данной статье раскрывается тема детства в творчестве русской писательницы Татьяны Никитичны Толстой, которая видела мир детскими глазами и особенно серьёзно подходила к созданию детских образов.
DOI: 10.5281/zenodo.10074574
title: ТЕМА ДЕТСТВА В ТВОРЧЕСТВЕ Т.ТОЛСТОЙ

description: В данной статье раскрывается тема детства в творчестве русской писательницы Татьяны Никитичны Толстой, которая видела мир детскими глазами и особенно серьёзно подходила к созданию детских образов.
DOI: 10.5281/zenodo.10058046
title: All-Optical Data Processing with Photon-Avalanching Nanocrystalline Photonic Synapse

description: Abstract
Data processing and storage in electronic devices are typically performed as a sequence of elementary binary operations. Alternative approaches, such as neuromorphic or reservoir computing, are rapidly gaining interest where data processing is relatively slow, but can be performed in a more comprehensive way or massively in parallel, like in neuronal circuits. Here, time-domain all-optical information processing capabilities of photon-avalanching (PA) nanoparticles at room temperature are discovered. Demonstrated functionality resembles properties found in neuronal synapses, such as: paired-pulse facilitation and short-term internal memory, in situ plasticity, multiple inputs processing, and all-or-nothing threshold response. The PA-memory-like behavior shows capability of machine-learning-algorithm-free feature extraction and further recognition of 2D patterns with simple 2 input artificial neural network. Additionally, high nonlinearity of luminescence intensity in response to photoexcitation mimics and enhances spike-timing-dependent plasticity that is coherent in nature with the way a sound source is localized in animal neuronal circuits. Not only are yet unexplored fundamental properties of photon-avalanche luminescence kinetics studied, but this approach, combined with recent achievements in photonics, light confinement and guiding, promises all-optical data processing, control, adaptive responsivity, and storage on photonic chips.
description: Dataset from doi.org/10.1002/adma.202304390
DOI: 10.5281/zenodo.10058047
title: All-Optical Data Processing with Photon-Avalanching Nanocrystalline Photonic Synapse

description: Abstract
Data processing and storage in electronic devices are typically performed as a sequence of elementary binary operations. Alternative approaches, such as neuromorphic or reservoir computing, are rapidly gaining interest where data processing is relatively slow, but can be performed in a more comprehensive way or massively in parallel, like in neuronal circuits. Here, time-domain all-optical information processing capabilities of photon-avalanching (PA) nanoparticles at room temperature are discovered. Demonstrated functionality resembles properties found in neuronal synapses, such as: paired-pulse facilitation and short-term internal memory, in situ plasticity, multiple inputs processing, and all-or-nothing threshold response. The PA-memory-like behavior shows capability of machine-learning-algorithm-free feature extraction and further recognition of 2D patterns with simple 2 input artificial neural network. Additionally, high nonlinearity of luminescence intensity in response to photoexcitation mimics and enhances spike-timing-dependent plasticity that is coherent in nature with the way a sound source is localized in animal neuronal circuits. Not only are yet unexplored fundamental properties of photon-avalanche luminescence kinetics studied, but this approach, combined with recent achievements in photonics, light confinement and guiding, promises all-optical data processing, control, adaptive responsivity, and storage on photonic chips.
description: Dataset from doi.org/10.1002/adma.202304390
DOI: 10.5281/zenodo.10060785
title: Multimodal Vision-Audio-Language Dataset

description: The Multimodal Vision-Audio-Language Dataset is a large-scale dataset for multimodal learning. It contains 2M video clips with corresponding audio and a textual description of the visual and auditory content. The dataset is an ensemble of existing datasets and fills the gap of missing modalities.
Details can be found in the attached report.
Annotation
The annotation files are provided as Parquet files. They can be read using Python and the pandas and pyarrow library.
The split into train, validation and test set follows the split of the original datasets.
Installation

pip install pandas pyarrow
Example

import pandas as pddf = pd.read_parquet('annotation_train.parquet', engine='pyarrow')print(df.iloc[0])

dataset                  AudioSet 
filename                train/---2_BBVHAA.mp3
captions_visual      [a man in a black hat and glasses.]
captions_auditory  [a man speaks and dishes clank.]
tags                       [Speech]
Description
The annotation file consists of the following fields:filename: Name of the corresponding file (video or audio file)dataset: Source dataset associated with the data pointcaptions_visual: A list of captions related to the visual content of the video. Can be NaN in case of no visual contentcaptions_auditory: A list of captions related to the auditory content of the videotags: A list of tags, classifying the sound of a file. It can be NaN if no tags are provided
Data files
The raw data files for most datasets are not released due to licensing issues. They must be downloaded from the source. However, due to missing files, we provide them on request. Please contact us at schaumloeffel@em.uni-frankfurt.de
DOI: 10.5281/zenodo.10074584
title: ИЗУЧЕНИЕ УПЛОТНИТЕЛЬНОГО  И  СЪЁМНОГО  БАРАБАНОВ КОНДЕНСОРА ВОЛОКНА

description: В статье приведены анализ существующих конструкций уплотнительного  и  съёмного барабанов конденсора, служащие для отделения хлопкового волокна от воздуха, а также для сгущения распущенной массы волокна и подачи его в ящик пресса. Рассмотрены скорость вращения и частота   вращения.
DOI: 10.5281/zenodo.10074585
title: ИЗУЧЕНИЕ УПЛОТНИТЕЛЬНОГО  И  СЪЁМНОГО  БАРАБАНОВ КОНДЕНСОРА ВОЛОКНА

description: В статье приведены анализ существующих конструкций уплотнительного  и  съёмного барабанов конденсора, служащие для отделения хлопкового волокна от воздуха, а также для сгущения распущенной массы волокна и подачи его в ящик пресса. Рассмотрены скорость вращения и частота   вращения.
DOI: 10.5281/zenodo.10060784
title: Multimodal Vision-Audio-Language Dataset

description: The Multimodal Vision-Audio-Language Dataset is a large-scale dataset for multimodal learning. It contains 2M video clips with corresponding audio and a textual description of the visual and auditory content. The dataset is an ensemble of existing datasets and fills the gap of missing modalities.
Details can be found in the attached report.
Annotation
The annotation files are provided as Parquet files. They can be read using Python and the pandas and pyarrow library.
The split into train, validation and test set follows the split of the original datasets.
Installation

pip install pandas pyarrow
Example

import pandas as pddf = pd.read_parquet('annotation_train.parquet', engine='pyarrow')print(df.iloc[0])

dataset                  AudioSet 
filename                train/---2_BBVHAA.mp3
captions_visual      [a man in a black hat and glasses.]
captions_auditory  [a man speaks and dishes clank.]
tags                       [Speech]
Description
The annotation file consists of the following fields:filename: Name of the corresponding file (video or audio file)dataset: Source dataset associated with the data pointcaptions_visual: A list of captions related to the visual content of the video. Can be NaN in case of no visual contentcaptions_auditory: A list of captions related to the auditory content of the videotags: A list of tags, classifying the sound of a file. It can be NaN if no tags are provided
Data files
The raw data files for most datasets are not released due to licensing issues. They must be downloaded from the source. However, due to missing files, we provide them on request. Please contact us at schaumloeffel@em.uni-frankfurt.de
DOI: 10.5281/zenodo.10074603
title: ИЗУЧЕНИЕ ЧУВСТВИТЕЛЬНОСТИ МИКРОБОВ, ВЫДЕЛЕННЫХ  У ДЕТЕЙ РАННЕГО ВОЗРАСТА ПРИ ГНОЙНО-ВОСПАЛИТЕЛЬНЫХ ЗАБОЛЕВАНИЯХ ЧЕЛЮСТНО-ЛИЦЕВОЙ ОБЛАСТИ

description: Возникновение и течение гнойно-воспалительных процессов челюстно-лицевой области и шеи тесно связано с участием различных факторов, среди которых ведущее место принадлежит различным микроорганизмам, поэтому исследования микробной флоры после вскрытия гнойно-воспалительных процессов челюстно-лицевой области и шеи имеет большое практическое значение в выборе рациональной методики этиотропного лечения данного заболевания.
DOI: 10.5281/zenodo.10074604
title: ИЗУЧЕНИЕ ЧУВСТВИТЕЛЬНОСТИ МИКРОБОВ, ВЫДЕЛЕННЫХ  У ДЕТЕЙ РАННЕГО ВОЗРАСТА ПРИ ГНОЙНО-ВОСПАЛИТЕЛЬНЫХ ЗАБОЛЕВАНИЯХ ЧЕЛЮСТНО-ЛИЦЕВОЙ ОБЛАСТИ

description: Возникновение и течение гнойно-воспалительных процессов челюстно-лицевой области и шеи тесно связано с участием различных факторов, среди которых ведущее место принадлежит различным микроорганизмам, поэтому исследования микробной флоры после вскрытия гнойно-воспалительных процессов челюстно-лицевой области и шеи имеет большое практическое значение в выборе рациональной методики этиотропного лечения данного заболевания.
DOI: 10.5281/zenodo.10074616
title: ТАЪЛИМНИ БOШҚАРИШДА ТИЗИМЛИ ЁНДАШУВ УСУЛЛАРИ

description: Maqolada O'zbekistonda ta'lim tizimini yangi rivojlanish bosqichida isloh qilish Respublikamizning barcha sohalarida bo'lgani kabi ta'lim borasida ham kata islohotlarni amalga oshirilganligi haqida so'z boradi. Ta'limning yuqori sifatli tuzilmasini yaratish, uzluksiz ta'limni yangi samarali jarayonga aylantirish, shuningdek, ilg'or jahon tajribasidan foydalanish, rivojlangan mamlakatlarning ta'lim sifatini oshirish metodologiyasini tadbiq etish, tizimning roli va ahamiyati atroflicha tahlil qilingan. Ta'limni boshqarishning zamonaviy usullari, boshqaruv funksiyalari va shakllari xorijiy va mahalliy tadqiqotlar asosida yoritilgan.
DOI: 10.5281/zenodo.10074598
title: Trabecular bone datasets for SAXS Tensor Tomography

description: Experimental data from SAXS tensor tomography measurement. Results from these data were first published in Liebi et al. (2015, https://doi.org/10.1038/nature16056, 2018, https://doi.org/10.1107/S205327331701614X). They have been repackaged for use with the software MUMOTT (https://doi.org/10.5281/zenodo.7919490)
 
The data from the set called trabecular_bone_9.h5 was previously published on Zenodo (https://doi.org/10.5281/zenodo.1480589) as a supplement to Gao et al. (2019, https://doi.org/10.1107/S2053273318017394). In addition, the data from trabecular_bone_10.h5 was used in Guizar-Sicairos et al. (2020, https://doi.org/10.1107/S1600577520003860).
description: ML, MG and MG-S. performed the original experiments to collect the data. LN repackaged the data for use with the software MUMOTT.
description: v. 1.2c: Fixed vector in trabecular_bone_9.h5
DOI: 10.6084/m9.figshare.16540317
title: Scheduling in a no-wait flow shop to minimise total earliness and tardiness with additional idle time allowed

description: Scheduling jobs in a no-wait flow shop with the objective of minimising total earliness and tardiness is the problem addressed in this paper. Idle time may be needed on the first machine due to the no-wait restriction. A model is developed that shows additional idle can be inserted on the first machine to help reduce earliness. Several dispatching heuristics previously used in other environments were modified and tested. A two-phased procedure was also developed, estimating additional idle in the first phase, and applying dispatching heuristics in the second phase. Several versions of an insertion improvement procedure were also developed. The procedures are tested on instances of various sizes and due date tightness and range. The results show the two-phase heuristics are more effective than the simple rules, and the insertion search improvement procedure can provide considerable improvements.