cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18744621
title: Merging neural stimulation and exoskeletons to enhance sensorimotor hand functions after brain or spinal cord injury - Dataset

description: This repository contains all datasets and scripts necessary to reproduce the scientific results presented in:

Cimolato et al. "Merging neural stimulation and exoskeletons to enhance sensorimotor hand functions after brain or spinal cord injury", published in Science Advances (2026).

The repository is organized according to the figures presented in the manuscript to facilitate direct reproducibility of each published result.



Figure 2 – NeuroSleeve Data-Informed Design



electrode_placement_distributions.mDataset containing: i. the optimal locations of anode and cathode for FES of the flexor and extensor finger muscles; ii. the optimal locations of anode and cathode for TENS of the median and ulnar nerves.

electrodes_diameter.matDataset containing electrode sizes that achieved optimal TENS-induced somatotopic feedback in healthy participants.

improvement_thin_plate.matDataset containing force sensor recordings under no-load conditions, with and without the thin support plate.

improvement_load_concentrator.matDataset containing grasp detection accuracy from force sensors across three grasp types (palmar pinch, spherical, cylindrical)



Figure 3 – Range of Motion (RoM) Restoration



rom_data.matDataset containing MCP joint Range of Motion values for participants under three conditions (no support, only exoskeleton support, SensibleExo support).



Figure 4 – Sensory Restoration Mapping 



sensory_map_data.matDataset containg the percentage of sensitive area in the participants palm under three conditions (no support, with ulnar TENS, median TENS)



Figure 5 – Functional Task Performance



data_functional_task.matDataset containing task accuracy results for grasp and release tasks under three conditions (no support, with ulnar TENS, median TENS) with fragile and bulky objects. The dataset also includes participants’ quantified motor and sensory impairment percentages.



Figure 6 – Stimulation Usage and Sensor Exploitation During Functional Tasks



stimulation_rates.matDataset reporting the number of delivered stimulations (FES and TENS) during functional task trials for each participant.

data_sensor_bulkyobjects.matDataset containing fingertip force sensor values recorded during bulky object manipulation under exoskeleton and SensibleExo support.  (Data from participant S12)

data_sensor_fragileobjects.matDataset containing the percentage of force application over the force sensor during fragile object manipulation under exoskeleton and SensibleExo support. (Data from participant S14)
DOI: 10.5281/zenodo.18744622
title: Merging neural stimulation and exoskeletons to enhance sensorimotor hand functions after brain or spinal cord injury - Dataset

description: This repository contains all datasets and scripts necessary to reproduce the scientific results presented in:

Cimolato et al. "Merging neural stimulation and exoskeletons to enhance sensorimotor hand functions after brain or spinal cord injury", published in Science Advances (2026).

The repository is organized according to the figures presented in the manuscript to facilitate direct reproducibility of each published result.



Figure 2 – NeuroSleeve Data-Informed Design



electrode_placement_distributions.mDataset containing: i. the optimal locations of anode and cathode for FES of the flexor and extensor finger muscles; ii. the optimal locations of anode and cathode for TENS of the median and ulnar nerves.

electrodes_diameter.matDataset containing electrode sizes that achieved optimal TENS-induced somatotopic feedback in healthy participants.

improvement_thin_plate.matDataset containing force sensor recordings under no-load conditions, with and without the thin support plate.

improvement_load_concentrator.matDataset containing grasp detection accuracy from force sensors across three grasp types (palmar pinch, spherical, cylindrical)



Figure 3 – Range of Motion (RoM) Restoration



rom_data.matDataset containing MCP joint Range of Motion values for participants under three conditions (no support, only exoskeleton support, SensibleExo support).



Figure 4 – Sensory Restoration Mapping 



sensory_map_data.matDataset containg the percentage of sensitive area in the participants palm under three conditions (no support, with ulnar TENS, median TENS)



Figure 5 – Functional Task Performance



data_functional_task.matDataset containing task accuracy results for grasp and release tasks under three conditions (no support, with ulnar TENS, median TENS) with fragile and bulky objects. The dataset also includes participants’ quantified motor and sensory impairment percentages.



Figure 6 – Stimulation Usage and Sensor Exploitation During Functional Tasks



stimulation_rates.matDataset reporting the number of delivered stimulations (FES and TENS) during functional task trials for each participant.

data_sensor_bulkyobjects.matDataset containing fingertip force sensor values recorded during bulky object manipulation under exoskeleton and SensibleExo support.  (Data from participant S12)

data_sensor_fragileobjects.matDataset containing the percentage of force application over the force sensor during fragile object manipulation under exoskeleton and SensibleExo support. (Data from participant S14)
DOI: 10.15468/dl.awqxma
title: Occurrence Download

description: A dataset listing the 23 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "Country is France",
 "Geometry MULTIPOLYGON(((-0.92005 44.6466,-0.92822 44.64106,-0.94596 44.63861,-0.96572 44.63036,-0.9756 44.62284,-0.99279 44.62244,-1.00822 44.65088,-1.02819 44.64852,-1.04471 44.6606,-1.0433 44.6428,-1.04974 44.6269,-1.05174 44.61458,-1.06401 44.56639,-1.08507 44.53233,-1.02619 44.50696,-0.99102 44.51196,-0.98749 44.50817,-0.98058 44.48282,-1.00706 44.43661,-1.0293 44.42273,-0.96753 44.42967,-0.91902 44.4435,-0.91189 44.437,-0.84281 44.41828,-0.81054 44.42037,-0.79802 44.42757,-0.77938 44.42904,-0.77634 44.44038,-0.76516 44.44074,-0.73038 44.44642,-0.72945 44.44832,-0.69277 44.44069,-0.68181 44.44419,-0.67594 44.45725,-0.63939 44.44875,-0.61846 44.45441,-0.62045 44.46853,-0.60649 44.47271,-0.56643 44.46784,-0.55988 44.46874,-0.54615 44.49639,-0.53161 44.51604,-0.52584 44.53143,-0.50147 44.52652,-0.49252 44.54371,-0.48082 44.55373,-0.48823 44.57485,-0.48225 44.59014,-0.46614 44.60596,-0.49347 44.61487,-0.52144 44.6316,-0.56252 44.62954,-0.56043 44.64278,-0.54532 44.66101,-0.56123 44.67219,-0.57481 44.67715,-0.57663 44.68611,-0.59413 44.6849,-0.59399 44.6917,-0.63724 44.68421,-0.72476 44.68099,-0.73016 44.67252,-0.80456 44.71054,-0.8358 44.69473,-0.87805 44.67049,-0.88388 44.66912,-0.88869 44.65563,-0.89995 44.64925,-0.92005 44.6466)))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is 1928bdf0-f5d2-11dc-8c12-b8a03c50a862",
 "TaxonKey is one of (Rodentia, Soricidae)",
 "Year is greater than or equal to 1900"
 ]
}

 The dataset's 23 records were derived from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007426-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15047901
title: Environmental heterogeneity promotes regional coexistence through shifts in local competitive dominance

description: This file contains the data used in the paper titled: "Environmental heterogeneity promotes regional coexistence through shifts in local competitive dominance."

Abstract.

Understanding plant competitive outcomes, driven by niche and fitness differences, requires exploring these differences across simultaneous changes in abiotic and biotic conditions, such as soil properties, mutualisms and natural enemies. Here, we combined coexistence theory with detailed field observations in an annual grassland over two consecutive years and in-silico simulations to assess changes in competitive outcomes, from coexistence to competitive exclusion, and from exclusion to priority effects. Our analysis shows that competitive exclusion is the most common outcome but with marked changes in the identity of the superior competitor under abiotic and biotic variation, highlighting the potential for regional coexistence. Herbivores were identified as the factor with the largest effect on the sensitivity of species pairs to shifts between coexistence and exclusion, although the effect size reflects sensitivity rather than the direction of change. Additionally, herbivores strongly influence the identity of the superior competitor, which can promote coexistence at larger spatial scales. Local coexistence was rarely predicted in our system. Finally, priority effects were mostly observed in the absence of a deterministic driver, as expected. Overall, our results suggest that while local coexistence is limited, species diversity can be maintained across larger spatial scales through shifts in competitive dominance mediated by multiple abiotic and biotic drivers.
DOI: 10.5281/zenodo.18758988
title: Environmental heterogeneity promotes regional coexistence through shifts in local competitive dominance

description: This file contains the data used in the paper titled: "Environmental heterogeneity promotes regional coexistence through shifts in local competitive dominance."

Abstract.

Understanding plant competitive outcomes, driven by niche and fitness differences, requires exploring these differences across simultaneous changes in abiotic and biotic conditions, such as soil properties, mutualisms and natural enemies. Here, we combined coexistence theory with detailed field observations in an annual grassland over two consecutive years and in-silico simulations to assess changes in competitive outcomes, from coexistence to competitive exclusion, and from exclusion to priority effects. Our analysis shows that competitive exclusion is the most common outcome but with marked changes in the identity of the superior competitor under abiotic and biotic variation, highlighting the potential for regional coexistence. Herbivores were identified as the factor with the largest effect on the sensitivity of species pairs to shifts between coexistence and exclusion, although the effect size reflects sensitivity rather than the direction of change. Additionally, herbivores strongly influence the identity of the superior competitor, which can promote coexistence at larger spatial scales. Local coexistence was rarely predicted in our system. Finally, priority effects were mostly observed in the absence of a deterministic driver, as expected. Overall, our results suggest that while local coexistence is limited, species diversity can be maintained across larger spatial scales through shifts in competitive dominance mediated by multiple abiotic and biotic drivers.
DOI: 10.25824/redu/u8mphk
title: Dados de replicação para: Dados experimentais de recuperação de líquidos iônicos próticos e valorização de lignina de palha de cana-de-açúcar

description: Este conjunto de dados reúne experimentos relacionados à tese de doutorado de Ederson Paulo Xavier Guilherme, com foco em processos de recuperação e valorização de componentes do licor de pré-tratamento da palha de cana-de-açúcar. Os dados incluem: (i) curvas de ruptura e parâmetros de adsorção de líquidos iônicos próticos em colunas de leito fixo com carvão ativado; (ii) separação e recuperação de lignina utilizando hidróxidos duplos lamelares; (iii) resultados de fragmentação oxidativa e enzimática da lignina, com análises por RMN e SEC-AKTA. Parte dos dados encontra-se vinculada a processos de patente depositada e em processo de depósito, motivo pelo qual não podem ser disponibilizados publicamente no momento. Os
DOI: 10.15468/dl.jfydzm
title: Occurrence Download

description: A dataset containing 712 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Modelación de la distribución y abundancia de las subespecies de venado cola blanca en México: implicaciones de conservación y manejo"
 ]
}

 The dataset includes 712 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007436-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18759768
title: DIFFERENTIATED INSTRUCTION FOR MULTILEVEL LANGUAGE CLASSES: A PEDAGOGICAL MODEL FOR B1–C1 MIXED GROUPS

description: This thesis addresses a persistent challenge in higher education: teaching multilevel language classes where students range from CEFR B1 to C1 within the same cohort. Traditional whole-class instruction often leaves lower-level learners overwhelmed and advanced students under-challenged. To resolve this, the study proposes a differentiated instruction model grounded in Vygotsky’s Zone of Proximal Development and Tomlinson’s framework for responsive teaching. The model employs tiered tasks, flexible grouping, flipped micro-lessons, and peer mentoring to ensure all learners engage meaningfully with linguistic content at their appropriate level. Analysis shows that this approach not only narrows achievement gaps but also fosters metacognitive awareness and collaborative learning.
DOI: 10.5281/zenodo.18759769
title: DIFFERENTIATED INSTRUCTION FOR MULTILEVEL LANGUAGE CLASSES: A PEDAGOGICAL MODEL FOR B1–C1 MIXED GROUPS

description: This thesis addresses a persistent challenge in higher education: teaching multilevel language classes where students range from CEFR B1 to C1 within the same cohort. Traditional whole-class instruction often leaves lower-level learners overwhelmed and advanced students under-challenged. To resolve this, the study proposes a differentiated instruction model grounded in Vygotsky’s Zone of Proximal Development and Tomlinson’s framework for responsive teaching. The model employs tiered tasks, flexible grouping, flipped micro-lessons, and peer mentoring to ensure all learners engage meaningfully with linguistic content at their appropriate level. Analysis shows that this approach not only narrows achievement gaps but also fosters metacognitive awareness and collaborative learning.
DOI: 10.4121/e29d584f-601a-43f3-a1c6-32ffe5770436
title: Data supporting the research on Generation and Measurement of Rarefaction Shock Waves in Dense Vapors

description: The objective of this research is to experimentally demonstrate the existence of Nonclassical Gas Dynamics, in particular the formation of Rarefaction Shock Waves in dense vapors of organic fluids. A series of expansion experiments were carried out with a special Ludwig tube filled with the dense vapor of siloxane D6, a silicon oil, at high temperature and pressure. The main experimental measurements are the pressure and the temperature of the fluid over time. Data contains some other information to corroborate the main results.
DOI: 10.4121/e29d584f-601a-43f3-a1c6-32ffe5770436.v1
title: Data supporting the research on Generation and Measurement of Rarefaction Shock Waves in Dense Vapors

description: The objective of this research is to experimentally demonstrate the existence of Nonclassical Gas Dynamics, in particular the formation of Rarefaction Shock Waves in dense vapors of organic fluids. A series of expansion experiments were carried out with a special Ludwig tube filled with the dense vapor of siloxane D6, a silicon oil, at high temperature and pressure. The main experimental measurements are the pressure and the temperature of the fluid over time. Data contains some other information to corroborate the main results.
DOI: 10.5281/zenodo.18759668
title: Simulated CariesCare binary variables for caries risk assessment

description: Data set used in the analysis of the publication: CariesCare risk assessment with large language models and binary inputs.
DOI: 10.5281/zenodo.18759669
title: Simulated CariesCare binary variables for caries risk assessment

description: Data set used in the analysis of the publication: CariesCare risk assessment with large language models and binary inputs.
DOI: 10.60507/fk2/2iscvw/inp8ht
title: Kantharos_2720_model.zip
DOI: 10.60507/fk2/2iscvw/ymjjbc
title: GÜNZEL_Kantharos_2720_readme.txt
DOI: 10.60507/fk2/2iscvw/r3wgtk
title: Kantharos_2720_images.zip
DOI: 10.60507/fk2/2iscvw/8jygzf
title: Kantharos_2720_model.zip
DOI: 10.60507/fk2/2iscvw/mkwvbi
title: GÜNZEL_Kantharos_2720_readme.txt
DOI: 10.60507/fk2/2iscvw
title: East Greek Kantharos in the Academic Art Museum Bonn (Inv. 2720)

description: The findspot of the kantharos, dated around the middle of the 6th century BC, is unknown. Nevertheless, it can be assumed, that it was produced in eastern Greece: the decoration of vessel with plastically attached masks is especially known from the Aeolic-Ionic coast of Asia Minor north of Smyrna. The Bonn example shows the mask of a satyr, that was made in a mould.
description: RealityCapture, 1.3
description: Blender, 4.0
description: Substance Designer, 15.0.3
description: Substance Painter, 11.1.0
DOI: 10.5281/zenodo.18759797
title: THE IMPACT OF DIGITAL TRANSFORMATION ON THE COMPETITIVENESS OF SMALL AND MEDIUM-SIZED ENTERPRISES (SMES)

description: This article analyzes the impact of digital transformation on the competitiveness of small and medium-sized business entities. In the context of globalization and economic digitalization, the adoption of innovative technologies has become a key factor in ensuring sustainable development and achieving market advantage for small and medium-sized enterprises. Within the framework of the study, the relationship between the level of digital transformation and competitiveness indicators was assessed based on empirical data. The results of the statistical analysis confirm that an increased level of digital technology adoption has a positive effect on enterprise revenue growth, cost efficiency, and market share. In addition, the role of e-commerce, automation, and digital marketing tools in shaping competitive advantages was identified. The findings of the study highlight the need to develop digital strategies for small and medium-sized enterprises and to improve state support mechanisms in this area.
DOI: 10.5281/zenodo.18759796
title: THE IMPACT OF DIGITAL TRANSFORMATION ON THE COMPETITIVENESS OF SMALL AND MEDIUM-SIZED ENTERPRISES (SMES)

description: This article analyzes the impact of digital transformation on the competitiveness of small and medium-sized business entities. In the context of globalization and economic digitalization, the adoption of innovative technologies has become a key factor in ensuring sustainable development and achieving market advantage for small and medium-sized enterprises. Within the framework of the study, the relationship between the level of digital transformation and competitiveness indicators was assessed based on empirical data. The results of the statistical analysis confirm that an increased level of digital technology adoption has a positive effect on enterprise revenue growth, cost efficiency, and market share. In addition, the role of e-commerce, automation, and digital marketing tools in shaping competitive advantages was identified. The findings of the study highlight the need to develop digital strategies for small and medium-sized enterprises and to improve state support mechanisms in this area.
DOI: 10.15468/dl.kb9kh7
title: Occurrence Download

description: A dataset containing 61 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Talipariti pernambucense"
 ]
}

 The dataset includes 61 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007438-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ch7m4
title: Occurrence Download

description: A dataset containing 237 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "DistanceFromCentroidInMeters is greater than or equal to 2000",
 "TaxonKey is Pristipomoides argyrogrammicus"
 ]
}

 The dataset includes 237 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007439-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5067/hls/hlss30.002
title: HLS Sentinel-2 Multi-spectral Instrument Surface Reflectance Daily Global 30m v2.0
DOI: 10.5067/hls/hlsl30.002
title: HLS Operational Land Imager Surface Reflectance and TOA Brightness Daily Global 30m v2.0
DOI: 10.15468/dl.h8aq6r
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Armenia",
 "TaxonKey is Suillus granulatus"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007440-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18745767
title: Supplementary material - Dataset for "Feral dogs in X: the debate in Chilean society"

description: This dataset corresponds to Supplementary Materials 1 and 2 of a manuscript currently under review in Ecology & Society. The files include:

Supporting Information 1: Number of mentions of terms used by X users as synonyms for feral dogs in Chile, based on 1,052 extracted tweets.

Supporting Information 2: Extracted tweets and their assigned categories.
DOI: 10.5281/zenodo.18745766
title: Supplementary material - Dataset for "Feral dogs in X: the debate in Chilean society"

description: This dataset corresponds to Supplementary Materials 1 and 2 of a manuscript currently under review in Ecology & Society. The files include:

Supporting Information 1: Number of mentions of terms used by X users as synonyms for feral dogs in Chile, based on 1,052 extracted tweets.

Supporting Information 2: Extracted tweets and their assigned categories.
DOI: 10.5281/zenodo.18759824
title: PROSPECTS FOR THE DEVELOPMENT OF TRADE, INVESTMENT AND ECONOMIC RELATIONS BETWEEN UZBEKISTAN AND FOREIGN COUNTRIES

description: This article demonstrates the importance of investment for the economic development of the Republic of Uzbekistan. In recent years, Uzbekistan has made significant strides to accelerate economic development and modernization. Due to its rapid growth, the country's economy has attracted international attention. Attracting foreign investment and developing various sectors of the economy is a key component in ensuring long-term economic stability and prosperity. Foreign investment is significant for Uzbekistan because it allows it to attract new technologies, management experience, capital, and a highly skilled workforce to the labor market.
DOI: 10.5281/zenodo.18759825
title: PROSPECTS FOR THE DEVELOPMENT OF TRADE, INVESTMENT AND ECONOMIC RELATIONS BETWEEN UZBEKISTAN AND FOREIGN COUNTRIES

description: This article demonstrates the importance of investment for the economic development of the Republic of Uzbekistan. In recent years, Uzbekistan has made significant strides to accelerate economic development and modernization. Due to its rapid growth, the country's economy has attracted international attention. Attracting foreign investment and developing various sectors of the economy is a key component in ensuring long-term economic stability and prosperity. Foreign investment is significant for Uzbekistan because it allows it to attract new technologies, management experience, capital, and a highly skilled workforce to the labor market.