cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15423693
title: The numerical code and its output to supprot Figs. 2 and 3 from https://arxiv.org/abs/2502.10911

description:
DOI: 10.15129/4435963e-15e0-4bd0-84ff-3c69e002ea01
title: Data for: ''Strain-induced modifications of thin film silicon membranes by physical bending''

description: The data provided here in support for the paper: ''Strain-induced modifications of thin film silicon membranes by physical bending''.

The data attached is the following:

Contact length for different applied forces.opju: results from the FEA contact length as a function of different applied forces (data used for Figure 7b)

Directional deformation z comparison FEA with analytical analysis.opju: results from the FEA and analytical analysis directional deformation z as a function of distance from ridge (data used for Figure 8)

Directional deformation z for different applied forces.opju :results from the FEA directional deformation z as a function of different applied forces (data used for Figure 6b)

Max strains for different contact lengths.opju: results from the FEA maximum normal and shear strain as a function of different contact lenghts (data used for Figure 7a)

Normal strain comparison FEA with analytical analysis.opju: results from the FEA and analytical analysis normal strain e_xx as a function of distance from ridge (data used for Figure 10)

The EBSD data was acquired with an Oxford Instruments Nordlys EBSD system and the unprocessed EBSD patterns are saved as individual tiff files in the zip file.

All the above files can be opened through Origin software.
--------------------------------------------
For further information, please contact:

Eleni Margariti-eleni.margariti@strath.ac.uk

Jochen Bruckbauer-jochen.bruckbauer@strath.ac.uk
DOI: 10.5281/zenodo.15183875
title: Dataset corresponding to the figures of the article:   Flexible Phototransistors on Paper: Scalable Fabrication of PEDOT: PSS Devices Using a Pen Plotter  Yigit Sozen, Gülsüm Ersu, Thomas Pucher, Jorge Quereda, Andres Castellanos-Gomez
DOI: 10.5281/zenodo.15183876
title: Dataset corresponding to the figures of the article:   Flexible Phototransistors on Paper: Scalable Fabrication of PEDOT: PSS Devices Using a Pen Plotter  Yigit Sozen, Gülsüm Ersu, Thomas Pucher, Jorge Quereda, Andres Castellanos-Gomez
DOI: 10.34740/kaggle/dsv/11822285
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.57841/casdc.0005512
title: 水稻新品种“中紫4号”审定相关材料
DOI: 10.2908/sdg_14_51
title: Mean surface seawater acidity
title: Acidité moyenne de l’eau de mer de surf
title: Mittlerer Säuregehalt des Oberflächenmeereswassers

description: Dieser Indikator zeigt die jährliche mittlere Konzentration von Wasserstoffionen im Oberflächenmeereswasser des Nordostatlantiks und angrenzenden Meeren, ausgedrückt in Nanomol pro Liter (nmol/l). Ein Anstieg der Konzentration von Wasserstoffionen entspricht einem Rückgang des pH-Wertes und einem Anstieg des Säuregehaltes im Meerwasser. Dieser Trend ist auf einen Anstieg der Konzentrationen von Kohlendioxid (CO2) in der Atmosphäre zurückzuführen, welcher wiederum die Aufnahme von CO2 im Ozean erhöht. Der Copernicus Marine Service hat die Trends bei der weltweiten Übersäuerung der Ozeane ab 1985 rekonstruiert.
description: This indicator shows the yearly mean concentration of hydrogen ions in surface seawater in the northeastern Atlantic and adjacent seas, expressed in nanomoles per litre (nmol/l). An increase in the concentration of hydrogen ions corresponds to a decline in pH value and an increase in seawater acidity. This trend is caused by an increase in atmospheric carbon dioxide (CO2) concentrations, which increases the uptake of CO2 by the ocean. The Copernicus Marine Service has reconstructed the trends in global ocean acidification from 1985 onwards.
description: Cet indicateur montre la concentration annuelle moyenne des ions hydrogène dans l’eau de mer de surface dans l’Atlantique du Nord-Est et les mers adjacentes, exprimée en nanomoles par litre (nmol/l). Une augmentation de la concentration des ions hydrogène correspond à une diminution de valeur de pH et à une augmentation de l’acidité de l’eau de mer. Cette tendance est due à une augmentation des concentrations de dioxyde de carbone (CO2) dans l’atmosphère, qui augmente l’absorption de CO2 par les océans. Le Service marin de Copernicus a reconstruit les tendances de l’acidification mondiale des océans à partir de 1985.
DOI: 10.2908/sdg_17_31
title: Imports from developing countries by their group of income levels
title: Importations en provenance des pays en développement par groupe de niveaux de revenus
title: Importe aus Entwicklungsländern nach Einkommensgruppe

description: Dieser Indikator ist als der Anteil aller Extra-EU-Importe, die aus den von den Vereinten Nationen als am wenigsten entwickelt eingestuften Ländern stammen, definiert. Er gibt an, in welchem Umfang Produkte aus diesen Ländern auf den EU-Markt gelangen. Informationen zu diesem Indikator werden von Unternehmen mit einem Handelsvolumen über einem festgelegten Schwellenwert bereitgestellt und auf der Grundlage von Zollanmeldungen erhoben. Diese Informationen werden dann von den Mitgliedstaaten angepasst, um die Auswirkungen des Handels unterhalb dieses Schwellenwerts einzubeziehen.
description: This indicator is defined as the share of all extra-EU imports coming from the countries classified by the UN as least developed. It indicates to what extent products from these countries access the EU market. Information for this indicator is provided by enterprises with a trade volume above a set threshold and is collected on the basis of customs declarations. This information is then adjusted by Member States to account for the impact of trade under this threshold.
description: Cet indicateur est défini comme la part de l'ensemble des importations extra-UE en provenance des pays classés par l'ONU parmi les moins avancés. Il indique dans quelle mesure les produits de ces pays accèdent au marché de l'UE. Les informations pour cet indicateur sont fournies par les entreprises dont le volume des échanges commerciaux dépasse un seuil défini et sont collectées sur la base des déclarations en douane. Ces informations sont ensuite ajustées par les États membres pour tenir compte de l'impact des échanges commerciaux en dessous de ce seuil.
DOI: 10.5281/zenodo.15073676
title: Experimental data for the publication: "Nanostructured MoS2 grafted by anthraquinone for energy storage"

description: Data from the project: "Influence of redox pairs on hydrogen evolution overpotential of dichalcogenides".

Project number: 2021/41/N/ST5/01364

Funding entity: National Science Centre (NCN), Poland
DOI: 10.5281/zenodo.15073677
title: Experimental data for the publication: "Nanostructured MoS2 grafted by anthraquinone for energy storage"

description: Data from the project: "Influence of redox pairs on hydrogen evolution overpotential of dichalcogenides".

Project number: 2021/41/N/ST5/01364

Funding entity: National Science Centre (NCN), Poland
DOI: 10.5281/zenodo.15073716
title: Experimental data for the publication: "Controlling Structure and Morphology of MoS2 via Sulfur Precursor for Optimized Pseudocapacitive Lithium Intercalation Hosts"

description: Data from the project: "Influence of redox pairs on hydrogen evolution overpotential of dichalcogenides".

Project number: 2021/41/N/ST5/01364

Funding entity: National Science Centre (NCN), Poland
DOI: 10.5281/zenodo.15073717
title: Experimental data for the publication: "Controlling Structure and Morphology of MoS2 via Sulfur Precursor for Optimized Pseudocapacitive Lithium Intercalation Hosts"

description: Data from the project: "Influence of redox pairs on hydrogen evolution overpotential of dichalcogenides".

Project number: 2021/41/N/ST5/01364

Funding entity: National Science Centre (NCN), Poland
DOI: 10.34740/kaggle/dsv/11822381
title: Global Genomic Neurofibromatosis Neoplasia
DOI: 10.5281/zenodo.15423473
title: Open Access Publishing Patterns 2015–2024: Global Article Output and Modal Shifts

description: This deposit contains data on Open Access (OA) publishing trends between 2015 and 2024, based on data retrieved from OpenAlex on May 13, 2025. The dataset focuses exclusively on journal articles and excludes other document types.

Key metrics include:



Total annual publication counts

Absolute and relative numbers of OA articles

Distribution of OA types (Gold, Hybrid, Bronze, Green, Diamond) over time

Internal shares of OA types within total OA output

OA type shares relative to all publications


The data show a consistent rise in OA from 22% in 2015 to a peak of 59% in 2023, followed by a decline to 47% in 2024. This drop may reflect embargo-related delays and strategic shifts among publishers in response to criticism of certain OA business models. Gold and Hybrid OA remain dominant, while Diamond OA—despite its equity-oriented model—continues to represent only a small share.

The dataset supports bibliometric monitoring, Open Science policy development, and educational use in scholarly communication.
DOI: 10.5281/zenodo.15423474
title: Open Access Publishing Patterns 2015–2024: Global Article Output and Modal Shifts

description: This deposit contains data on Open Access (OA) publishing trends between 2015 and 2024, based on data retrieved from OpenAlex on May 13, 2025. The dataset focuses exclusively on journal articles and excludes other document types.

Key metrics include:



Total annual publication counts

Absolute and relative numbers of OA articles

Distribution of OA types (Gold, Hybrid, Bronze, Green, Diamond) over time

Internal shares of OA types within total OA output

OA type shares relative to all publications


The data show a consistent rise in OA from 22% in 2015 to a peak of 59% in 2023, followed by a decline to 47% in 2024. This drop may reflect embargo-related delays and strategic shifts among publishers in response to criticism of certain OA business models. Gold and Hybrid OA remain dominant, while Diamond OA—despite its equity-oriented model—continues to represent only a small share.

The dataset supports bibliometric monitoring, Open Science policy development, and educational use in scholarly communication.
DOI: 10.5281/zenodo.15334726
title: Dataset and scripts for Microbial inoculants modulate the rhizosphere microbiome, alleviate plant stress responses and enhance maize growth at field scale

description:  Microbial inoculants modulate the rhizosphere microbiome, alleviate plant stress responses and enhance maize growth at field scale 

 by  Davide Francioli, Ioannis D. Kampouris, Theresa Kuhl-Nagel, Doreen Babin, Loreen Sommermann, Jan H. Behr,   Soumitra Paul Chowdhury, Rita Zrenner, Narges Moradtalab, Michael Schloter, Jörg Geistlinger, Uwe Ludewig, Günter Neumann, Kornelia Smalla, Rita Grosch

Abstract

Background 

Field inoculation of crops with beneficial microbes is a promising sustainable strategy to enhance plant fitness and nutrient acquisition. However, effectiveness can vary due to environmental factors, microbial competition, and methodological challenges, while their precise modes of action remain uncertain. This underscores the need for further research to optimize inoculation strategies for consistent agricultural benefits. 

Results 

Using a comprehensive, multidisciplinary approach, we investigate the effects of a consortium of beneficial microbes (BMc) (Pseudomonas sp. RU47, Bacillus atrophaeus ABi03, Trichoderma harzianum OMG16) on maize (Zea mays cv. Benedictio) through an inoculation experiment conducted within a long-term field trial across intensive and extensive farming practices. Additionally, an unexpected early drought stress emerged as a climatic variable, offering further insight into the effectiveness of the microbial consortium. Our findings demonstrate that BMc root inoculation primarily enhanced plant growth and fitness, particularly by increasing iron uptake, which is crucial for drought adaptation. Inoculated maize plants show improved shoot growth and fitness compared to non-inoculated plants, regardless of farming practices. Specifically, BMc modulate plant hormonal balance, enhance the detoxification of reactive oxygen species, and increase root exudation of iron-chelating metabolites. Amplicon sequencing reveals shifts in rhizosphere bacterial and fungal communities mediated by the consortium. Metagenomic shotgun sequencing indicates enrichment of genes related to antimicrobial lipopeptides and siderophores. 

Conclusions 

Our findings highlight the multifaceted benefits of BMc inoculation on plant fitness, significantly influencing metabolism, stress responses, and the rhizosphere microbiome. These improvements are crucial for advancing sustainable agricultural practices by enhancing plant resilience and productivity. 

Funding This work was supported by the German Federal Ministry of Education and Research (BMBF, Germany) within the framework of the project DiControl (http://dicontrol.igzev.de/de/; grant number 031B0514A- E) as part of the BonaRes funding initiative ‘Soil as a sustainable resource for the bioeconomy’ (https://www.bonares.de).
DOI: 10.5281/zenodo.15334727
title: Dataset and scripts for Microbial inoculants modulate the rhizosphere microbiome, alleviate plant stress responses and enhance maize growth at field scale

description:  Microbial inoculants modulate the rhizosphere microbiome, alleviate plant stress responses and enhance maize growth at field scale 

 by  Davide Francioli, Ioannis D. Kampouris, Theresa Kuhl-Nagel, Doreen Babin, Loreen Sommermann, Jan H. Behr,   Soumitra Paul Chowdhury, Rita Zrenner, Narges Moradtalab, Michael Schloter, Jörg Geistlinger, Uwe Ludewig, Günter Neumann, Kornelia Smalla, Rita Grosch

Abstract

Background 

Field inoculation of crops with beneficial microbes is a promising sustainable strategy to enhance plant fitness and nutrient acquisition. However, effectiveness can vary due to environmental factors, microbial competition, and methodological challenges, while their precise modes of action remain uncertain. This underscores the need for further research to optimize inoculation strategies for consistent agricultural benefits. 

Results 

Using a comprehensive, multidisciplinary approach, we investigate the effects of a consortium of beneficial microbes (BMc) (Pseudomonas sp. RU47, Bacillus atrophaeus ABi03, Trichoderma harzianum OMG16) on maize (Zea mays cv. Benedictio) through an inoculation experiment conducted within a long-term field trial across intensive and extensive farming practices. Additionally, an unexpected early drought stress emerged as a climatic variable, offering further insight into the effectiveness of the microbial consortium. Our findings demonstrate that BMc root inoculation primarily enhanced plant growth and fitness, particularly by increasing iron uptake, which is crucial for drought adaptation. Inoculated maize plants show improved shoot growth and fitness compared to non-inoculated plants, regardless of farming practices. Specifically, BMc modulate plant hormonal balance, enhance the detoxification of reactive oxygen species, and increase root exudation of iron-chelating metabolites. Amplicon sequencing reveals shifts in rhizosphere bacterial and fungal communities mediated by the consortium. Metagenomic shotgun sequencing indicates enrichment of genes related to antimicrobial lipopeptides and siderophores. 

Conclusions 

Our findings highlight the multifaceted benefits of BMc inoculation on plant fitness, significantly influencing metabolism, stress responses, and the rhizosphere microbiome. These improvements are crucial for advancing sustainable agricultural practices by enhancing plant resilience and productivity. 

Funding This work was supported by the German Federal Ministry of Education and Research (BMBF, Germany) within the framework of the project DiControl (http://dicontrol.igzev.de/de/; grant number 031B0514A- E) as part of the BonaRes funding initiative ‘Soil as a sustainable resource for the bioeconomy’ (https://www.bonares.de).
DOI: 10.6084/m9.figshare.29070203
title: MCDM Framework Dataset

description: This dataset supports advanced analysis of an innovative Multi-Criteria Decision Making (MCDM) framework designed to optimize the teaching and delivery of Physical Education (PE) curricula. The data is organized into three interconnected CSV files capturing stakeholder preferences, instructional method performance, and expert pairwise comparisons based on the Analytic Hierarchy Process (AHP).<b>Contents:</b><b>criteria_subcriteria_weights.csv</b>Detailed weights assigned to 25 sub-criteria grouped under five core evaluation dimensions (Pedagogical Quality, Student Engagement, Resource Availability, Inclusivity & Accessibility, Curriculum Flexibility).Weights represent the relative importance given by five different stakeholder groups: PE Teachers, Curriculum Experts, School Administrators, Students, and Policy Advisors.<b>instructional_methods_detailed_scores.csv</b>Normalized performance scores (0 to 1) of four instructional approaches—Lecture-Based, Game-Based, Blended, and Project-Based Learning—across all sub-criteria.Reflects hypothetical but realistic effectiveness, engagement, resource needs, inclusivity, and flexibility ratings for each method.<b>pairwise_comparisons.csv</b>Simulated pairwise comparison matrices from 10 respondents for the five core criteria, using Saaty’s scale (1/9 to 9), suitable as AHP input data.Enables calculation of criteria weights and consistency validation.<b>Purpose and Use:</b><br>The dataset is intended for researchers, educators, and decision scientists interested in multi-criteria evaluation, curriculum optimization, and educational policy modeling. It enables replication of the MCDM framework, sensitivity analyses, ranking of instructional strategies, and development of decision-support tools tailored to PE curriculum delivery.
DOI: 10.57841/casdc.0005513
title: 葡萄LbCas12a编辑结果及生理指标测定结果
DOI: 10.6084/m9.figshare.29070332
title: Global Stress Model data from First-order global stress patterns inferred from upper mantle flow models

description: Zip file containing the model data presented in the manuscript
DOI: 10.6084/m9.figshare.29070332.v1
title: Global Stress Model data from First-order global stress patterns inferred from upper mantle flow models

description: Zip file containing the model data presented in the manuscript
DOI: 10.6084/m9.figshare.28511906
title: ECommerce_Health_Products_Ad_Effect_Data.xlsx

description: <b>Disclaimer: This data is only for academic research and is not intended for commercial or other purposes. If you want to cite this data, please first apply to the author for approval.</b>This study utilizes a random sampling method to collect online survey data, targeting the 34 provincial-level administrative regions of China, ensuring a high degree of representativeness. The survey includes a screening question at both the beginning and the end to eliminate irrelevant data from careless or bot responses. A total of 1,500 electronic surveys were sent to participants on Chinese e-commerce platforms, with 297 incomplete or invalid responses removed. This resulted in 1,203 valid responses, yielding an 80.2% response rate. Among the valid responses, 636 are from male participants (52.9%) and 567 are from female participants (47.1%), representing a balanced gender distribution.
DOI: 10.6084/m9.figshare.29070347
title: Submission.zip from Enhanced Langton's ant model: exploring criticality and phase transitions in artificial life systems

description: Langton's ant demonstrates a fascinating feature as it travels on a lattice field consisting of white and black states. The ant's movements are governed by simple turning rules based on the states of cells it encounters. This results in a transition from random to ordered phase. Langton's ant has garnered significant interest as a minimalistic example of artificial life. However, its potential to exhibit critical properties—an essential aspect of artificial life systems—has not been extensively explored. This study introduced an enhanced Langton's ant model to address this gap. In this proposed framework, the ant (referred to as the walker) considers its prior interaction (revisits) and the conditions of its surrounding cell when determining the state transitions of the lattice. The model demonstrates phase transitions in a specific variable and exhibits scale-free properties and unpredictable dynamic behaviours near critical thresholds.
DOI: 10.6084/m9.figshare.29070347.v1
title: Submission.zip from Enhanced Langton's ant model: exploring criticality and phase transitions in artificial life systems

description: Langton's ant demonstrates a fascinating feature as it travels on a lattice field consisting of white and black states. The ant's movements are governed by simple turning rules based on the states of cells it encounters. This results in a transition from random to ordered phase. Langton's ant has garnered significant interest as a minimalistic example of artificial life. However, its potential to exhibit critical properties—an essential aspect of artificial life systems—has not been extensively explored. This study introduced an enhanced Langton's ant model to address this gap. In this proposed framework, the ant (referred to as the walker) considers its prior interaction (revisits) and the conditions of its surrounding cell when determining the state transitions of the lattice. The model demonstrates phase transitions in a specific variable and exhibits scale-free properties and unpredictable dynamic behaviours near critical thresholds.
DOI: 10.6084/m9.figshare.29070362
title: Code and data used for obtaining the results from Improving surrogate model robustness to perturbations for dynamical systems through machine learning and data assimilation

description: Code and data used for obtaining the results
DOI: 10.6084/m9.figshare.29070362.v1
title: Code and data used for obtaining the results from Improving surrogate model robustness to perturbations for dynamical systems through machine learning and data assimilation

description: Code and data used for obtaining the results
DOI: 10.6084/m9.figshare.29070365
title: Code_2DFGGPL_plates-20250430T134433Z-001.zip from Vibration and transient response analysis of bi-directional functionally graded graphene platelets reinforced plates resting on Kerr foundation using a refined finite-element procedure

description: MATLAB files for implementation of the method in the manuscript
DOI: 10.6084/m9.figshare.29070365.v1
title: Code_2DFGGPL_plates-20250430T134433Z-001.zip from Vibration and transient response analysis of bi-directional functionally graded graphene platelets reinforced plates resting on Kerr foundation using a refined finite-element procedure

description: MATLAB files for implementation of the method in the manuscript
DOI: 10.18150/fqty6b
title: Data for the transfer of hydrophilic sulfate anions at the three-phase electrode using the oxidation reaction of a ferrocene derivative (FcSQC6) as a driving force for the transfer.

description: Electrochemical data describing the transfer of hydrophilic sulfate anions at a three-phase electrode across a DMSO/water interface at a three-phase electroded. The transfer is driven by the oxidation of a squaramid-based ion receptor with a ferrocene functional group.Description of data in info.txt