cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/bcrvwb2ss8.1
title: Improved Recommendation Algorithm by Integrated Clustering in the Construction of Intelligent Learning Model in Higher Vocational Colleges

description: In the context of the information technology and big data era, higher vocational colleges are faced with the dual challenges and opportunities of data utilization and innovation in teaching models. Traditional teaching methods struggle to fully exploit the value of student behavioral data, and recommendation algorithms have limitations when handling complex student behavior data, making it difficult to meet personalized learning needs. This study aims to optimize recommendation algorithms using ensemble clustering techniques, constructing an intelligent learning model tailored to higher vocational colleges to enhance student engagement and participation. The innovation lies in two key aspects: first, a learning recommendation model based on Dynamic Clustering (DC) and Deep Reinforcement Learning (DRL) is proposed. Initially, traditional K-means clustering is employed to perform a preliminary clustering analysis of student behavior data, which provides an initial segmentation of the student group. The DC algorithm is then introduced to model and analyze student behavior data dynamically over time, accurately capturing trends and patterns in students' learning behaviors. Second, the DRL algorithm maps student behavior data to the learning recommendation decision space. Through interactions between students and the environment, the model learns to optimize recommendation strategies. Furthermore, ensemble methods are used to combine multiple model predictions, effectively reducing bias and variance, and enhancing both model generalization and recommendation accuracy. This study trains and evaluates the proposed learning recommendation model using the Student Classroom Behavior (SCB)-Dataset3 dataset. The model’s effectiveness is quantitatively assessed using objective metrics such as course view counts, click-through rates, viewing duration, attendance rates, learning activity indices, and resource utilization rates. The results show that the designed intelligent learning model demonstrates significant advantages on public datasets. Compared to traditional methods, the accuracy and personalization of course recommendations have notably improved. Specifically, course view counts increased by 10%, click-through rates improved by 8%, viewing duration rose by 12%, attendance rates increased by 5%, learning activity indices grew by 15%, and resource utilization rates rose by 30%. The integration of clustering techniques and recommendation algorithms in the intelligent learning model proves to be both feasible and superior in higher vocational colleges, significantly enhancing students' learning experience and outcomes. The findings of this study provide reliable intelligent learning models for higher vocational colleges, supporting personalized learning recommendations, which have important practical significance and promotion value for improving teaching quality and student satisfaction.
DOI: 10.57745/fjyjaa
title: Accadil-Datasets-25 types.zip

description: :unav
DOI: 10.57745/lycqit
title: Accadil Project: 25 Datasets for Die Link Studies

description: Twenty-five datasets for die link studies (791 coins), with ground truth (csv file), and Terms of use (See ACCADIL project : "Ancient Coin Classification Algorithm for DIe Links").
DOI: 10.5281/zenodo.15422426
title: Repository: Thermal and Compositional Characterization of the Greater Alpine Crust Using Seismic Observables

description: Repository of the paper "Thermal and Compositional Characterization of the Greater Alpine Crust Using Seismic Observables"by Roisenberg et al. (2025)Version: 12/06/2025FOLDERS:AN - Ambient Noise data and scripts    1D_Vs - Vs models for each of the 600 pixels. The location of the pixels is in the folder MODEL_ANALYSIS.    dispersion_curves - .zip file with all the Rayleigh and Love dispersion curves.    phase_velocity - Rayleigh and Love phase velocity values and grid.    scripts - python scripts to plot Vs, phase velocity, and to compute the phase velocity and dispersion curves using SeisLib.RF - Receiver Function data and scripts    data         CCP - all data to plot the CCP stacks.        final_result - .csv with the moho depth and vp/vs for each station calculated through H-k stacking.        hk - figures and .txt file with the H-k stacking for all the stations.        rf_files- receiver functions.        semiautomatic_RF - plots of receiver functions.    scripts - scripts to plot the results of RF and to get the new Vs using the H-k moho depth.    transdimensional test - data and script to perform the transdimensional test present on the paper.TC - Thermodynamic Modeling    data - all the data used to perform and analyse the thermodynamic models.    scripts - python scripts to plot the thermodynamic models and interpret it.TECTONIC - tectonic database used in the paper.
DOI: 10.5281/zenodo.15646422
title: Repository: Thermal and Compositional Characterization of the Greater Alpine Crust Using Seismic Observables

description: Repository of the paper "Thermal and Compositional Characterization of the Greater Alpine Crust Using Seismic Observables"by Roisenberg et al. (2025)Version: 12/06/2025FOLDERS:AN - Ambient Noise data and scripts    1D_Vs - Vs models for each of the 600 pixels. The location of the pixels is in the folder MODEL_ANALYSIS.    dispersion_curves - .zip file with all the Rayleigh and Love dispersion curves.    phase_velocity - Rayleigh and Love phase velocity values and grid.    scripts - python scripts to plot Vs, phase velocity, and to compute the phase velocity and dispersion curves using SeisLib.RF - Receiver Function data and scripts    data         CCP - all data to plot the CCP stacks.        final_result - .csv with the moho depth and vp/vs for each station calculated through H-k stacking.        hk - figures and .txt file with the H-k stacking for all the stations.        rf_files- receiver functions.        semiautomatic_RF - plots of receiver functions.    scripts - scripts to plot the results of RF and to get the new Vs using the H-k moho depth.    transdimensional test - data and script to perform the transdimensional test present on the paper.TC - Thermodynamic Modeling    data - all the data used to perform and analyse the thermodynamic models.    scripts - python scripts to plot the thermodynamic models and interpret it.TECTONIC - tectonic database used in the paper.
DOI: 10.5281/zenodo.15646496
title: Differential amino acid metabolites in AQP5+ and AQP5- gastric cancer cells medium identified by targeted metabolomics analyses
DOI: 10.5281/zenodo.15646497
title: Differential amino acid metabolites in AQP5+ and AQP5- gastric cancer cells medium identified by targeted metabolomics analyses
DOI: 10.17632/bkj6yjsh67
title: High-resolution stalagmite δ18O and rare earth element records during 110.1-103.3 ka BP, southwestern China.

description: We present high-resolution REE alongside oxygen isotope (δ18O) records in stalagmite SX15a from Sanxing Cave, southwestern China during 110.1-103.3 ka. This study demonstrates REE records could provide useful information for the provenance and formation process of the stalagmite. The total REE (ΣREE) record could serve as an effective indicator to reflect the local hydrological processes associated with monsoonal precipitation.
DOI: 10.17632/bkj6yjsh67.1
title: High-resolution stalagmite δ18O and rare earth element records during 110.1-103.3 ka BP, southwestern China.

description: We present high-resolution REE alongside oxygen isotope (δ18O) records in stalagmite SX15a from Sanxing Cave, southwestern China during 110.1-103.3 ka. This study demonstrates REE records could provide useful information for the provenance and formation process of the stalagmite. The total REE (ΣREE) record could serve as an effective indicator to reflect the local hydrological processes associated with monsoonal precipitation.
DOI: 10.25413/sun.29301014
title: Navigating complex care pathways–healthcare workers’ perspectives on health system barriers for children with tuberculous meningitis in Cape Town, South Africa

description: Tuberculous meningitis (TBM) occurs when tuberculosis (TB) bacilli disseminate and seed into the meninges, triggering a severe inflammatory response that often leads to brain infarction. It is the most severe and debilitating form of childhood TB with high mortality, and children who survive TBM often suffer lifelong physical and neuro-disability resulting in emotional, social, and economic burdens for families. In the early stages the symptoms may be non-specific and so the diagnosis is often made late when the patient already has significant brain injury. To facilitate earlier diagnosis, it is important to understand how patients are evaluated. This study aimed to chart health systems for paediatric TBM care at both primary healthcare (PHC) and hospital level in Cape Town, South Africa. We conducted fourteen in-depth interviews and eight days of semi-structured observations of patient flow across eight healthcare facilities. We found that children with TBM navigate multiple levels of care categorised into pre-admission and primary care, hospital admission and inpatient care, and post-discharge follow-up care. Healthcare workers identified the following health system barriers along the TBM care pathway for children: limited post-training and mentorship opportunities to manage TBM, overburdened facilities, time constraints, lack of recognition of TBM symptoms, delays in referral between PHC and hospital, lack of standardized diagnostic algorithms, limited diagnostic tests and a lack of child-friendly, easy-to-administer treatment. Regular and compulsory training on TB and TBM in children, including continuous mentoring and support to healthcare workers working in child health and TB services in high TB-burden settings, can facilitate early recognition of symptoms and rapid referral for diagnosis. Algorithms outlining referral criteria for patients with possible TBM at both PHC facilities and district level hospitals can guide healthcare providers and facilitate timely referral between different levels of healthcare services. An integrated data system and alert functions could flag multiple healthcare visits and improve communication between different healthcare facilities during diagnosis and treatment. Children and families affected by TBM are an especially vulnerable sub-population requiring high priority attention and support.
DOI: 10.25413/sun.29301014.v1
title: Navigating complex care pathways–healthcare workers’ perspectives on health system barriers for children with tuberculous meningitis in Cape Town, South Africa

description: Tuberculous meningitis (TBM) occurs when tuberculosis (TB) bacilli disseminate and seed into the meninges, triggering a severe inflammatory response that often leads to brain infarction. It is the most severe and debilitating form of childhood TB with high mortality, and children who survive TBM often suffer lifelong physical and neuro-disability resulting in emotional, social, and economic burdens for families. In the early stages the symptoms may be non-specific and so the diagnosis is often made late when the patient already has significant brain injury. To facilitate earlier diagnosis, it is important to understand how patients are evaluated. This study aimed to chart health systems for paediatric TBM care at both primary healthcare (PHC) and hospital level in Cape Town, South Africa. We conducted fourteen in-depth interviews and eight days of semi-structured observations of patient flow across eight healthcare facilities. We found that children with TBM navigate multiple levels of care categorised into pre-admission and primary care, hospital admission and inpatient care, and post-discharge follow-up care. Healthcare workers identified the following health system barriers along the TBM care pathway for children: limited post-training and mentorship opportunities to manage TBM, overburdened facilities, time constraints, lack of recognition of TBM symptoms, delays in referral between PHC and hospital, lack of standardized diagnostic algorithms, limited diagnostic tests and a lack of child-friendly, easy-to-administer treatment. Regular and compulsory training on TB and TBM in children, including continuous mentoring and support to healthcare workers working in child health and TB services in high TB-burden settings, can facilitate early recognition of symptoms and rapid referral for diagnosis. Algorithms outlining referral criteria for patients with possible TBM at both PHC facilities and district level hospitals can guide healthcare providers and facilitate timely referral between different levels of healthcare services. An integrated data system and alert functions could flag multiple healthcare visits and improve communication between different healthcare facilities during diagnosis and treatment. Children and families affected by TBM are an especially vulnerable sub-population requiring high priority attention and support.
DOI: 10.17632/6zxyfjpscc
title: The response of dissolved organic matter dynamics to flood events in tidal estuaries

description: the data file display detailed information of molecules detected in all samples.
DOI: 10.17632/6zxyfjpscc.1
title: The response of dissolved organic matter dynamics to flood events in tidal estuaries

description: the data file display detailed information of molecules detected in all samples.
DOI: 10.5281/zenodo.15646512
title: National Museum of Natural History Type Data: NMNH type specimens

description: Type specimen information extracted from the research collections of the National Museum of Natural History (NMNH). 

https://collections.nmnh.si.edu/search/

source: 
https://collections.nmnh.si.edu/ipt/resource?r=nmnh_extant_dwc-a
Type specimen information extracted from the research collections of the National Museum of Natural History (NMNH). 
https://collections.nmnh.si.edu/search/
DOI: 10.17632/jb4by4r7kj
title: 血管外膜淋巴网络相关4 个血管疾病模型单细胞转录组整合图谱

description: 本数据集基于小鼠动脉粥样硬化、动脉导丝拉伤、自体血管移植及同种异体血管移植四种血管重构疾病模型，联合正常小鼠主动脉开展单细胞转录组测序，整合构建血管重构疾病单细胞转录组学图谱。研究重点关注血管外膜三级淋巴组织形成特征，通过细胞降维、聚类与注释分析，系统解析疾病状态下的细胞异质性。数据集目前包含总计111096个细胞，整合后数据库约检测到19849个基因表达。
DOI: 10.17632/jb4by4r7kj.1
title: 血管外膜淋巴网络相关4 个血管疾病模型单细胞转录组整合图谱

description: 本数据集基于小鼠动脉粥样硬化、动脉导丝拉伤、自体血管移植及同种异体血管移植四种血管重构疾病模型，联合正常小鼠主动脉开展单细胞转录组测序，整合构建血管重构疾病单细胞转录组学图谱。研究重点关注血管外膜三级淋巴组织形成特征，通过细胞降维、聚类与注释分析，系统解析疾病状态下的细胞异质性。数据集目前包含总计111096个细胞，整合后数据库约检测到19849个基因表达。
DOI: 10.17632/dfdg25vgpg
title: El directivo docente en la construcción de la cultura inclusiva

description: Research conducted at the Enrique Olaya Herrera Educational Institution in Medellín identified facilitating practices and obstacles in creating an inclusive ecosocial culture.
DOI: 10.17632/dfdg25vgpg.1
title: El directivo docente en la construcción de la cultura inclusiva

description: Research conducted at the Enrique Olaya Herrera Educational Institution in Medellín identified facilitating practices and obstacles in creating an inclusive ecosocial culture.
DOI: 10.17632/2x3grgh3dz
title: Homestay Dataset

description: This dataset includes homestay, geospatial information, tourism, and socioeconomic data. The homestay dataset comprised 584 entries derived from official statistics provided by the local Cultural and Tourism Bureau for 2023 and includes information on the names, detailed addresses, opening times, and prices. To ensure data reliability, the obtained datasets were thoroughly screened to remove duplicate samples with fuzzy attributes or missing key information. Additionally, field investigations and verifications were conducted for selected unconfirmed samples, resulting in a refined dataset comprising 556 POIs that enables the analysis of the spatiotemporal evolution of ADMORB homestays. Multiple datasets were used to identify the influences of key determinants on the spatiotemporal evolution of homestays between 2006 and 2023. Socioeconomic data, including population density, tertiary industry proportions, and county-scale gross domestic product (GDP), were collected from the Statistical Yearbooks of the relevant cities. To map regional vegetation coverage, Landsat 8 OLI imagery was employed for the inverse calculation of the Normalized Difference Vegetation Index (NDVI). The digital elevation model (DEM) of the ADMORB was derived from the STRM 30-m resolution elevation data (http://srtm.csi.cgiar.org/srtmdata/). Data on the administrative divisions were obtained from the China National Geographic Information Public Service Platform (https://cloudcenter.tianditu.gov.cn/administrativeDivision), and river system and transportation data were retrieved from OpenStreetMap (https://www.openstreetmap.org/). Tourism-related data such as information on A-level scenic spots were sourced from the Anhui Provincial Department of Culture and Tourism (https://ct.ah.gov.cn/). Based on a list of traditional Chinese villages published by the Ministry of Housing and Urban-Rural Development of China, 33 traditional villages are within the ADMORB.
DOI: 10.17632/2x3grgh3dz.1
title: Homestay Dataset

description: This dataset includes homestay, geospatial information, tourism, and socioeconomic data. The homestay dataset comprised 584 entries derived from official statistics provided by the local Cultural and Tourism Bureau for 2023 and includes information on the names, detailed addresses, opening times, and prices. To ensure data reliability, the obtained datasets were thoroughly screened to remove duplicate samples with fuzzy attributes or missing key information. Additionally, field investigations and verifications were conducted for selected unconfirmed samples, resulting in a refined dataset comprising 556 POIs that enables the analysis of the spatiotemporal evolution of ADMORB homestays. Multiple datasets were used to identify the influences of key determinants on the spatiotemporal evolution of homestays between 2006 and 2023. Socioeconomic data, including population density, tertiary industry proportions, and county-scale gross domestic product (GDP), were collected from the Statistical Yearbooks of the relevant cities. To map regional vegetation coverage, Landsat 8 OLI imagery was employed for the inverse calculation of the Normalized Difference Vegetation Index (NDVI). The digital elevation model (DEM) of the ADMORB was derived from the STRM 30-m resolution elevation data (http://srtm.csi.cgiar.org/srtmdata/). Data on the administrative divisions were obtained from the China National Geographic Information Public Service Platform (https://cloudcenter.tianditu.gov.cn/administrativeDivision), and river system and transportation data were retrieved from OpenStreetMap (https://www.openstreetmap.org/). Tourism-related data such as information on A-level scenic spots were sourced from the Anhui Provincial Department of Culture and Tourism (https://ct.ah.gov.cn/). Based on a list of traditional Chinese villages published by the Ministry of Housing and Urban-Rural Development of China, 33 traditional villages are within the ADMORB.
DOI: 10.17632/dp6pybhsy8
title: Data for Animated Infographic for Clean Sea Campaign and Its Impact on Environmental Attitudes

description: Infographic and tables and figures of animated infographic for clean sea campaign
DOI: 10.17632/dp6pybhsy8.1
title: Data for Animated Infographic for Clean Sea Campaign and Its Impact on Environmental Attitudes

description: Infographic and tables and figures of animated infographic for clean sea campaign
DOI: 10.17632/b2c4fvhgwc
title: Low U-neck distribution of persistent pruritic eruptions in adult-onset Still’s disease: A retrospective cohort study with 65 patients

description: Supplementary materials for the brief report titled "Low U-neck distribution of persistent pruritic eruptions in adult-onset Still’s disease: A retrospective cohort study with 65 patients"
DOI: 10.17632/b2c4fvhgwc.1
title: Low U-neck distribution of persistent pruritic eruptions in adult-onset Still’s disease: A retrospective cohort study with 65 patients

description: Supplementary materials for the brief report titled "Low U-neck distribution of persistent pruritic eruptions in adult-onset Still’s disease: A retrospective cohort study with 65 patients"
DOI: 10.17632/z7t5jtyvmw.1
title: Data for: Strong vortex pinning and vortex creep in EuBa2Cu3Oy films containing Artificial Pinning Centers

description: The electromagnetic properties of type-II superconductors depend on vortices — magnetic flux lines whose motion introduces dissipation that can be mitigated by pinning from material defects. The material disorder landscape is tuned by the choice of materials growth technique and incorporation of impurities that serve as vortex pinning centers. For example, molecular organic deposition (MOD) and pulsed laser deposition (PLD) produce high-quality superconducting films with uncorrelated versus correlated disorder, respectively. Here, we study vortex dynamics in PLD-grown EuBa2Cu3Oy films containing varying concentrations of BaHfO3 inclusions and compare our results with those of MOD-grown (Y,Gd)Ba2Cu3Oy films. Despite both systems exhibiting behavior consistent with strong pinning theory, which predicts the critical current density Jc based on vortex trapping by randomly distributed spherical inclusions, we find striking differences in the vortex dynamics owing to the correlated versus uncorrelated disorder. Specifically, we find that the EuBa2Cu3Oy films grown without inclusions exhibit surprisingly slow vortex creep, comparable to the slowest creep rates achieved in (Y,Gd)Ba2Cu3Oy films containing high concentrations of BaHfO3. Whereas adding inclusions to (Y,Gd)Ba2Cu3Oy is effective in slowing creep, BaHfO3 increases creep in EuBa2Cu3Oy even while concomitantly improving Jc. Lastly, we find evidence of variable range hopping and that Jc is maximized at the BaHfO3 concentration that hosts a vortex or Bose glass state.

This dataset includes Python code used to process the data and Origin files (.opju) that contain data spreadsheets for all the samples and figures used in this paper, which can be opened using Origin Viewer, a free application that permits viewing and copying of data contained in Origin project files.
DOI: 10.5281/zenodo.15641841
title: Functional Pearl – Truly functional solutions to the longest uptrend problem

description: ICFP 2025 Paper Artifact: Functional Pearl – Truly functional solutions to the longest uptrend problem

The artifact contains the source code as well as facilities to run the benchmarks presented in the paper.
DOI: 10.5281/zenodo.15389396
title: Supplementary dataset to publication: Immunogenicity of NSDV GP38 and the role of furin in GP38 proteolytic processing

description: We provide the first evidence for the presence and immunogenicity of NSDV GP38 in infected sheep demonstrating seroconversion by the detection of anti-GP38 antibodies over the course of infection. To further characterize GPC processing in vitro, we investigated the impact of furin overexpression and the effect of a furin inhibitor on NSDV glycoprotein expression, cleavage and viral infectivity.
DOI: 10.5281/zenodo.15389397
title: Supplementary dataset to publication: Immunogenicity of NSDV GP38 and the role of furin in GP38 proteolytic processing

description: We provide the first evidence for the presence and immunogenicity of NSDV GP38 in infected sheep demonstrating seroconversion by the detection of anti-GP38 antibodies over the course of infection. To further characterize GPC processing in vitro, we investigated the impact of furin overexpression and the effect of a furin inhibitor on NSDV glycoprotein expression, cleavage and viral infectivity.