cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.4121/19064378
title: Experimental data: Application of ammonium fertilizers recovered by an Electrochemical system

description: This dataset contains data collected during experiments on crops growth (radish and spinach) using nitrogen fertilizers recovered by an electrochemical system. It is being made public both to act as supplementary data for publication and in order for other researchers to use this data in their own work.
DOI: 10.4121/19096403.v1
title: Algorithm Performance Metrics Results

description: This data is the code metrics result of the paper ''Many-Objective Hybrid Flow Shop Scheduling Optimization Considering Machine Preventive Maintenance under Time-of-use Electricity Prices''.The metrics results include DM, deltaP, HV that are used to evaluate algorithm performance.The purpose of this dataset is to make readers better understand the paper.<br>
DOI: 10.4121/19096403
title: Algorithm Performance Metrics Results

description: This data is the code metrics result of the paper ''Many-Objective Hybrid Flow Shop Scheduling Optimization Considering Machine Preventive Maintenance under Time-of-use Electricity Prices''.The metrics results include DM, deltaP, HV that are used to evaluate algorithm performance.The purpose of this dataset is to make readers better understand the paper.<br>
DOI: 10.4121/15060177.v1
title: Data underlying the publication: ‘Effects of E. coli Nissle 1917 on the Porcine Gut Microbiota and Immune System in Early Life’

description: This dataset contains data collected during an in vivo experiment with pigs at the Wageningen University as part of the PhD Thesis Projects of Mirelle Geervliet and Hugo de Vries (first authors of the manuscript). This research project was made possible by The Netherlands Organisation for Scientific Research and Vereniging Diervoeders Nederland (VDN).
DOI: 10.4121/15060177
title: Data underlying the publication: ‘Effects of E. coli Nissle 1917 on the Porcine Gut Microbiota and Immune System in Early Life’

description: This dataset contains data collected during an in vivo experiment with pigs at the Wageningen University as part of the PhD Thesis Projects of Mirelle Geervliet and Hugo de Vries (first authors of the manuscript). This research project was made possible by The Netherlands Organisation for Scientific Research and Vereniging Diervoeders Nederland (VDN).
DOI: 10.4121/19115555
title: Data underlying the publication: Observation of the quantized motion of excitons in CdSe nanoplatelets

description: Photoluminescence and absorption spectra, together with modeled spectra, of CdSe nanoplatelets of different lateral dimension.
DOI: 10.4121/19115555.v1
title: Data underlying the publication: Observation of the quantized motion of excitons in CdSe nanoplatelets

description: Photoluminescence and absorption spectra, together with modeled spectra, of CdSe nanoplatelets of different lateral dimension.
DOI: 10.4121/17888573.v2
title: Data from: Permanent grasslands in Europe: land use change and intensification decrease their multifunctionality

description: In an extensive systematic review of the literature on permanent grassland in Europe we show that reducing the management intensity of permanent grasslands and preventing the conversion of permanent grasslands to croplands secures the provision of multiple ecosystem services. The evidence is based on 696 out of 70,456 screened papers.
DOI: 10.4121/17888573
title: Data from: Permanent grasslands in Europe: land use change and intensification decrease their multifunctionality

description: In an extensive systematic review of the literature on permanent grassland in Europe we show that reducing the management intensity of permanent grasslands and preventing the conversion of permanent grasslands to croplands secures the provision of multiple ecosystem services. The evidence is based on 696 out of 70,456 screened papers.
DOI: 10.4121/19108049.v1
title: Data underlying the publication: Optimizing micropollutant removal by ozonation; interference of effluent organic matter fractions

description: Data underlying the publication: Optimizing micropollutant removal by ozonation; interference of effluent organic matter fractions. In this dataset, the raw data on which the figures in the abovementioned publications are based can be found. Detailed description of the related data can be found in the readme.
DOI: 10.4121/19108049
title: Data underlying the publication: Optimizing micropollutant removal by ozonation; interference of effluent organic matter fractions

description: Data underlying the publication: Optimizing micropollutant removal by ozonation; interference of effluent organic matter fractions. In this dataset, the raw data on which the figures in the abovementioned publications are based can be found. Detailed description of the related data can be found in the readme.
DOI: 10.4121/19114631.v1
title: Data underlying the publication: Photoexcitation of PbS nanosheets leads to highly mobile charge carriers and stable excitons

description: Data is organized in different folders (subfolders) representing each figure (panel) of the published paper. Data in Fig1(a) are XRD patterns of PbS nanosheets of different thickness. Spectra in Fig1(b) are obtained with a PerkinElmer Lambda 1050 spectrometer. Mobility data in Fig2 are obtained by optical-pump terahertz-probe spectroscopy. Data in Fig3(a) are effective masse obtained from kp calculations. Data in Fig3(b) are calculated excitonic states while data in Fig3(c) are the obtained fraction of photogenerated excitons for different thickness of the PbS nanosheets.
DOI: 10.4121/19114631
title: Data underlying the publication: Photoexcitation of PbS nanosheets leads to highly mobile charge carriers and stable excitons

description: Data is organized in different folders (subfolders) representing each figure (panel) of the published paper. Data in Fig1(a) are XRD patterns of PbS nanosheets of different thickness. Spectra in Fig1(b) are obtained with a PerkinElmer Lambda 1050 spectrometer. Mobility data in Fig2 are obtained by optical-pump terahertz-probe spectroscopy. Data in Fig3(a) are effective masse obtained from kp calculations. Data in Fig3(b) are calculated excitonic states while data in Fig3(c) are the obtained fraction of photogenerated excitons for different thickness of the PbS nanosheets.
DOI: 10.4121/17927198.v1
title: Data presented in the paper: To Plant or Not to Plant: When can Planting Facilitate Mangrove Restoration?

description: We studied the natural and assisted processes of mangrove expansion in Demak Regency, Indonesia. We studied expansion in both landward direction (i.e. the aquaculture pond zone) and seaward direction (i.e. the coastal zone) from the current coastline in the project area (the old coastal road). The pond zone in the study area is characterized by active traditional aquaculture ponds, and drowning abandoned aquaculture ponds towards the coast. The coastal zone in the study is defined as the area ranging from MHW to MLW (the maximum depth at which the EMR-dams are placed), which ranges roughly 0 to 600 meters from the shoreline. In order to shed light on best practices for mangrove recovery, we aimed to answer four research questions: : 1) how has mangrove expansion occurred in seaward and landward direction in the past, mainly through planting or mainly through natural expansion?; 2) Can hydrological EMR measures (e.g. sluice gate management) induce natural mangrove recovery in the pond zone (i.e. would enough propagules be available at landward sites if hydrological connectivity to target ponds was increased)?; 3) Can wave-reducing and sediment-trapping measures (EMR-dams) induce natural mangrove recovery at challenging sites in the coastal zone by increasing the chances of a) new seedling establishment or b) survival of established seedlings? and; 4) Can mangrove planting in combination with EMR-dams accelerate mangrove recovery at challenging coastal sites?<br>We addressed research questions 1-4 in the manuscript, using the following correspondingly numbered methods. 1) GIS monitoring of natural and planted mangrove vegetation in the coastal zone and pond zone using time series of satellite images (Q1_GIS_data & Q1_forest_structure). 2) A year-round propagule monitoring campaign seawards and landwards of the old coastal road (Q2_EMR-hydrology_propagules) to assess the potential for natural mangrove colonization in the active pond zone if maximal EMR-hydrology would be applied. 3) A field experiment at multiple coastal sites with different wave exposure conditions to understand the effect of EMR-dams on mangrove recruitment and seedling survival (Q3_EMR-dams_natural_seedling_establishment_mon & Q3_EMR-dams_seedling_survival_exp). Finally, 4) a field experiment to study the effect of mangrove planting in combination with EMR-dams on seedling growth and survival (Q4_EMR-and-planting)
DOI: 10.4121/17927198
title: Data presented in the paper: To Plant or Not to Plant: When can Planting Facilitate Mangrove Restoration?

description: We studied the natural and assisted processes of mangrove expansion in Demak Regency, Indonesia. We studied expansion in both landward direction (i.e. the aquaculture pond zone) and seaward direction (i.e. the coastal zone) from the current coastline in the project area (the old coastal road). The pond zone in the study area is characterized by active traditional aquaculture ponds, and drowning abandoned aquaculture ponds towards the coast. The coastal zone in the study is defined as the area ranging from MHW to MLW (the maximum depth at which the EMR-dams are placed), which ranges roughly 0 to 600 meters from the shoreline. In order to shed light on best practices for mangrove recovery, we aimed to answer four research questions: : 1) how has mangrove expansion occurred in seaward and landward direction in the past, mainly through planting or mainly through natural expansion?; 2) Can hydrological EMR measures (e.g. sluice gate management) induce natural mangrove recovery in the pond zone (i.e. would enough propagules be available at landward sites if hydrological connectivity to target ponds was increased)?; 3) Can wave-reducing and sediment-trapping measures (EMR-dams) induce natural mangrove recovery at challenging sites in the coastal zone by increasing the chances of a) new seedling establishment or b) survival of established seedlings? and; 4) Can mangrove planting in combination with EMR-dams accelerate mangrove recovery at challenging coastal sites?<br>We addressed research questions 1-4 in the manuscript, using the following correspondingly numbered methods. 1) GIS monitoring of natural and planted mangrove vegetation in the coastal zone and pond zone using time series of satellite images (Q1_GIS_data & Q1_forest_structure). 2) A year-round propagule monitoring campaign seawards and landwards of the old coastal road (Q2_EMR-hydrology_propagules) to assess the potential for natural mangrove colonization in the active pond zone if maximal EMR-hydrology would be applied. 3) A field experiment at multiple coastal sites with different wave exposure conditions to understand the effect of EMR-dams on mangrove recruitment and seedling survival (Q3_EMR-dams_natural_seedling_establishment_mon & Q3_EMR-dams_seedling_survival_exp). Finally, 4) a field experiment to study the effect of mangrove planting in combination with EMR-dams on seedling growth and survival (Q4_EMR-and-planting)
DOI: 10.4121/19122308
title: Data for "Self-assembly of colloidal superballs under spherical confinement of a drying droplet"

description: This dataset contains all raw 2D small-angle x-ray scattering (SAXS) images for <i>in-situ </i>silica superball crystallization. Colloidal crystallization was obtained under spherical confinement via a drying droplet for all experiments. The corresponding 2D SAXS calibration file is also included.
DOI: 10.4121/19122308.v1
title: Data for "Self-assembly of colloidal superballs under spherical confinement of a drying droplet"

description: This dataset contains all raw 2D small-angle x-ray scattering (SAXS) images for <i>in-situ </i>silica superball crystallization. Colloidal crystallization was obtained under spherical confinement via a drying droplet for all experiments. The corresponding 2D SAXS calibration file is also included.
DOI: 10.4121/19106918.v1
title: Data underlying publication: Fish grazing enhanced by nutrient enrichment may limit invasive seagrass expansion

description: This dataset contains the field and lab data collected from several experiments studying the impact of fertilization and herbivory on Caribbean invasive seagrass dynamics.
DOI: 10.4121/19106918
title: Data underlying publication: Fish grazing enhanced by nutrient enrichment may limit invasive seagrass expansion

description: This dataset contains the field and lab data collected from several experiments studying the impact of fertilization and herbivory on Caribbean invasive seagrass dynamics.
DOI: 10.4121/19126667.v1
title: Supplementary data for the paper 'The effect of an occlusion-induced delay on braking behavior in critical situations: A driving simulator study'

description: <b>Objective.</b> To share results of an experiment that used visual occlusion for a new purpose: inducing a waiting time. <b>Background.</b> Senders was a leading figure in human factors. In his research on the visual demands of driving, he used occlusion techniques. <b>Methods.</b> In a simulator experiment, we examined how drivers brake for different levels of urgency and different visual conditions. In three blocks (1 = brake lights, 2 = no brake lights, 3 = occlusion), drivers followed a vehicle at 13.4 or 33.4 m distance. At certain moments, the lead vehicle decelerated moderately (1.7 m/s<sup>2</sup>) or strongly (6.5 m/s<sup>2</sup>). In the occlusion condition, the screens blanked for 0.4 s (if 6.5 m/s<sup>2</sup>) or 2.0 s (if 1.7 m/s<sup>2</sup>) when the lead vehicle started to decelerate. Participants were instructed to brake only after the occlusion ended. <b>Results. </b>The lack of brake lights caused a delayed response. In the occlusion condition, drivers adapted to the instructed late braking by braking harder. However, adaptation was not always possible: In the most urgent condition, most participants collided with the lead vehicle because the ego-vehicle’s deceleration limits were reached. In non-urgent conditions, some drivers braked unnecessarily hard. Furthermore, while waiting until the occlusion cleared, some drivers lightly touched the brake pedal. <b>Conclusion.</b> This experimental design demonstrates how drivers (sometimes fail to) adjust their braking behavior to the criticality of the situation. <b>Application.</b> The phenomena of biomechanical readiness and (inappropriate) dosing of the brake pedal may be relevant to safety, traffic flow, and ADAS design.
DOI: 10.4121/19126667
title: Supplementary data for the paper 'The effect of an occlusion-induced delay on braking behavior in critical situations: A driving simulator study'

description: <b>Objective.</b> To share results of an experiment that used visual occlusion for a new purpose: inducing a waiting time. <b>Background.</b> Senders was a leading figure in human factors. In his research on the visual demands of driving, he used occlusion techniques. <b>Methods.</b> In a simulator experiment, we examined how drivers brake for different levels of urgency and different visual conditions. In three blocks (1 = brake lights, 2 = no brake lights, 3 = occlusion), drivers followed a vehicle at 13.4 or 33.4 m distance. At certain moments, the lead vehicle decelerated moderately (1.7 m/s<sup>2</sup>) or strongly (6.5 m/s<sup>2</sup>). In the occlusion condition, the screens blanked for 0.4 s (if 6.5 m/s<sup>2</sup>) or 2.0 s (if 1.7 m/s<sup>2</sup>) when the lead vehicle started to decelerate. Participants were instructed to brake only after the occlusion ended. <b>Results. </b>The lack of brake lights caused a delayed response. In the occlusion condition, drivers adapted to the instructed late braking by braking harder. However, adaptation was not always possible: In the most urgent condition, most participants collided with the lead vehicle because the ego-vehicle’s deceleration limits were reached. In non-urgent conditions, some drivers braked unnecessarily hard. Furthermore, while waiting until the occlusion cleared, some drivers lightly touched the brake pedal. <b>Conclusion.</b> This experimental design demonstrates how drivers (sometimes fail to) adjust their braking behavior to the criticality of the situation. <b>Application.</b> The phenomena of biomechanical readiness and (inappropriate) dosing of the brake pedal may be relevant to safety, traffic flow, and ADAS design.
DOI: 10.4121/14572929.v1
title: Carbon map and uncertainty in forested areas of Canada, 250m spatial resolution

description: This project aimed to produce the first wall-to-wall estimate of C stocks in plants and soils of Canada at 250 m spatial resolution. This dataset contains the map with total C stored in plants of forested areas in Canada (AGB, BGB and dead plants) in kg/m² and C stock uncertainty. To estimate the C stored in plants of forest areas, we used 47,967 ground measurements of AGB measures and 58 covariates mainly composed of optical data, terrain parameters, structural parameters (e.g., SAR data, clump index, canopy heights – generated from satellite LiDAR- <i>included in the other dataset</i>), soil type map and radiation flux data. Different models were trained using a recursive feature elimination, random forest scheme and a 5-fold cross-validation assessment. The model with higher R² and lowest root mean square error (RMSE) was used for spatial prediction of AGB in forest areas while 1<sup>st</sup> and 3<sup>rd</sup> quantiles of RF quantile regression were used to build the uncertainty map. After generating the AGB map, the root biomass of forest areas was computed by its relationship to AGB according to forest type. The dead plant materials were computed by a linear regression between live and dead AGB defined with ground measurements. Ultimately, the AGB as well as dead plant materials and BGB were multiplied by 0.5 to provide the maps in kg C m<sup>-2</sup>.
DOI: 10.4121/14572929
title: Carbon stock map and uncertainty in plants of forested areas of Canada, 250m spatial resolution

description: This project aimed to produce the first wall-to-wall estimate of C stocks in plants and soils of Canada at 250 m spatial resolution. This dataset contains the map with total C stored in plants of forested areas in Canada (AGB, BGB and dead plants) in kg/m² and C stock uncertainty. To estimate the C stored in plants of forest areas, we used 47,967 ground measurements of AGB measures and 58 covariates mainly composed of optical data, terrain parameters, structural parameters (e.g., SAR data, clump index, canopy heights – generated from satellite LiDAR- <i>included in the other dataset</i>), soil type map and radiation flux data. Different models were trained using a recursive feature elimination, random forest scheme and a 5-fold cross-validation assessment. The model with higher R² and lowest root mean square error (RMSE) was used for spatial prediction of AGB in forest areas while 1<sup>st</sup> and 3<sup>rd</sup> quantiles of RF quantile regression were used to build the uncertainty map. After generating the AGB map, the root biomass of forest areas was computed by its relationship to AGB according to forest type. The dead plant materials were computed by a linear regression between live and dead AGB defined with ground measurements. Ultimately, the AGB as well as dead plant materials and BGB were multiplied by 0.5 to provide the maps in kg C m<sup>-2</sup>.
DOI: 10.4121/14572929.v2
title: Carbon stock map and uncertainty in plants of forested areas of Canada, 250m spatial resolution

description: This project aimed to produce the first wall-to-wall estimate of C stocks in plants and soils of Canada at 250 m spatial resolution. This dataset contains the map with total C stored in plants of forested areas in Canada (AGB, BGB and dead plants) in kg/m² and C stock uncertainty. To estimate the C stored in plants of forest areas, we used 47,967 ground measurements of AGB measures and 58 covariates mainly composed of optical data, terrain parameters, structural parameters (e.g., SAR data, clump index, canopy heights – generated from satellite LiDAR- <i>included in the other dataset</i>), soil type map and radiation flux data. Different models were trained using a recursive feature elimination, random forest scheme and a 5-fold cross-validation assessment. The model with higher R² and lowest root mean square error (RMSE) was used for spatial prediction of AGB in forest areas while 1<sup>st</sup> and 3<sup>rd</sup> quantiles of RF quantile regression were used to build the uncertainty map. After generating the AGB map, the root biomass of forest areas was computed by its relationship to AGB according to forest type. The dead plant materials were computed by a linear regression between live and dead AGB defined with ground measurements. Ultimately, the AGB as well as dead plant materials and BGB were multiplied by 0.5 to provide the maps in kg C m<sup>-2</sup>.
DOI: 10.6084/m9.figshare.20713315
title: Functional matrices - Yeo atlas

description: Functional connectivity matrices for each subject resulting from the Yeo split label atlas. The networks are saved as .npy files, which can be loaded using numpy.load in python. <br> In the matrices, the DMN parcels correspond to the following 0-based indices: [44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112] <br> The FPN parcels correspond to: [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100] <br> The final two rows and columns correspond to the left and right dorsolateral prefrontal cortex respectively
DOI: 10.6084/m9.figshare.20713315.v1
title: Functional matrices - Yeo atlas

description: Functional connectivity matrices for each subject resulting from the Yeo split label atlas. The networks are saved as .npy files, which can be loaded using numpy.load in python. <br> In the matrices, the DMN parcels correspond to the following 0-based indices: [44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112] <br> The FPN parcels correspond to: [30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100] <br> The final two rows and columns correspond to the left and right dorsolateral prefrontal cortex respectively
DOI: 10.4121/16713340
title: Delft3d model and script for damage curves development.

description: Delft3d model and script for damage curves development in the area of La Rochelle and Ille du Re for storm Xynthia (2010). Dataset for the paper accepted for publication in NHESS<br><br><br>
DOI: 10.4121/19106903
title: Updated and extended data underlying the paper: "WARGEAR: `real time' generation of detailed layout plans of surface warships during early stage design"

description: This dataset contains the (updated) full data behind figures as well as supplementary testing presented in the Ocean Engineering paper entitled: "WARGEAR: `real time' generation of detailed layout plans of surface warships during early stage design".
DOI: 10.4121/19106903.v1
title: Updated and extended data underlying the paper: "WARGEAR: `real time' generation of detailed layout plans of surface warships during early stage design"

description: This dataset contains the (updated) full data behind figures as well as supplementary testing presented in the Ocean Engineering paper entitled: "WARGEAR: `real time' generation of detailed layout plans of surface warships during early stage design".