cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8055135
title: Machine Learning Features from Proton Therapy Treatment Simulations with the Bergen DTC Prototype for Range Verification

description: Extracted features from the simulation data found at DOI: 10.5281/zenodo.7951680 Each simulation constitutes a single data sample. The following features were extracted. Detector features: Total number of active pixels Total number of clusters (hits) Number of clusters over threshold (5, 20 pixels) Mean and standard deviation of cluster sizes The number of clusters of any given size (1–72) Mean and standard deviation of x- and y-coordinates over each layer (0–42), and the entire detector Number of active pixels in each layer (0–42) Number of clusters (hits) in each layer (0–42) Total energy deposition of the hits in each layer (0–42) Higher-level detector features, i.e., function fits (linear, cubic, exponential) with their mean squared residuals over the following quantities: Active pixels over layer Number of clusters over layer Total deposited energy over layer 201 RSP features extracted from the beam spot, the phantom rotation, and its 3D RSP image (Giacometti et al. 2017). After extracting features, 14 samples were determined as outliers and removed. The rest of the samples were split into train (70%), validation (10%), and test (20%) sets, which can be found in separate CSV files (features_train.csv, features_val.csv, features_test.csv). The last file (features_shifted_test.csv) contains 40 additional samples for each data point in the test set, representing a simulated lateral shift between 1 mm and 10 mm in 1 mm intervals in all directions along the x- and y-axis of the beam.
description: This work was supported by the German federal state Rhineland-Palatinate (Forschungskolleg SIVERT) and by the Research Council of Norway (Norges forskningsråd) and the University of Bergen, grant number 250858. Simulations were executed on the high-performance cluster Elwetritsch at the University of Kaiserslautern-Landau, which is part of the Alliance of High-Performance Computing Rhineland-Palatinate (AHRP). We kindly acknowledge the support of the regional university computing center (RHRZ).
description: {"references": ["Giacometti, Valentina, et al. \"Development of a high resolution voxelised head phantom for medical physics applications.\" Physica Medica 33 (2017): 182-188."]}
DOI: 10.5281/zenodo.8192513
title: Machine Learning Features from Proton Therapy Treatment Simulations with the Bergen DTC Prototype for Range Verification

description: Extracted features from the simulation data found at DOI: 10.5281/zenodo.8192778 Each simulation constitutes a single data sample. The following features were extracted. Detector features: Total number of active pixels Total number of clusters (hits) Number of clusters over threshold (5, 20 pixels) Mean and standard deviation of cluster sizes The number of clusters of any given size (1–72) Mean and standard deviation of x- and y-coordinates over each layer (0–42), and the entire detector Number of active pixels in each layer (0–42) Number of clusters (hits) in each layer (0–42) Total energy deposition of the hits in each layer (0–42) Higher-level detector features, i.e., function fits (linear, cubic, exponential) with their mean squared residuals over the following quantities: Active pixels over layer Number of clusters over layer Total deposited energy over layer 201 RSP features extracted from the beam spot, the phantom rotation, and its 3D RSP image. Two datasets are included in two separate archive files: <strong>features.tar.gz:</strong> 715-HN phantom by CIRS Inc. (Norfolk, VA, United States), digitized by Giacometti et al. (2017). <strong>features-vhf.tar.gz:</strong> The Visible Human Female (VHF) Head phantom (Ackermann et al. 1995), courtesy of the U.S. National Library of Medicine, resampled to 1 mm voxels and scaled down to 80% size in the simulation. After extracting features, some outliers were removed from the datasets: 14 samples for 715-HN and 3 samples for VHF. The rest of the samples were split into train (70%), validation (10%), and test (20%) sets, for both phantoms separately, which can be found in separate CSV files: features_train.csv, features_val.csv, features_test.csv (715-HN) and features-vhf_train.csv, features-vhf_val.csv, features-vhf_test.csv (VHF). The last file (features_shifted_test.csv (715-HN) and features-vhf_shifted_test.csv (VHF)) contains 40 additional samples for each data point in the respective test set, representing a simulated lateral shift between 1 mm and 10 mm in 1 mm intervals in all directions along the x- and y-axis of the beam.
description: This work was supported by the German federal state Rhineland-Palatinate (Forschungskolleg SIVERT) and by the Research Council of Norway (Norges forskningsråd) and the University of Bergen, grant number 250858. Simulations were executed on the high-performance cluster Elwetritsch at the University of Kaiserslautern-Landau, which is part of the Alliance of High-Performance Computing Rhineland-Palatinate (AHRP). We kindly acknowledge the support of the regional university computing center (RHRZ).
description: {"references": ["Giacometti, Valentina, et al. \"Development of a high resolution voxelised head phantom for medical physics applications.\" Physica Medica 33 (2017): 182-188.", "Ackermann, Michael J., et al. \"The Visible Human data set: an image resource for anatomical visualization\" Medinfo 8 Pt. 2 (1995): 1195\u20131198"]}
DOI: 10.7284/153982
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise EN691 using a Hawaii UHDAS instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154021
title: Anemometer data collected during research cruise EN691 using a Gill Windsonic instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154023
title: Anemometer data collected during research cruise EN691 using a Gill Windsonic instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154914
title: Anemometer data collected during research cruise EN691 using a Gill Windsonic instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153991
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise EN691 using a SeaBird SBE-911+ instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154025
title: GNSS (Global Navigation Satellite System) data collected during research cruise EN691 using a Northstar 952 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154026
title: GNSS (Global Navigation Satellite System) data collected during research cruise EN691 using a Furuno GP-33 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154892
title: GNSS (Global Navigation Satellite System) data collected during research cruise EN691 using a Garmin GPSMAP-741 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153992
title: Gyrocompass data collected during research cruise EN691 using a Sperry MK-37 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153994
title: Gyrocompass data collected during research cruise EN691 using a Sperry MK-37 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154009
title: Meteorological Station data collected during research cruise EN691 using a RMYoung 26800 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153999
title: Radiometer data collected during research cruise EN691 using a Eppley RAD instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154002
title: Radiometer data collected during research cruise EN691 using a Eppley RAD instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153997
title: Singlebeam Echosounder data collected during research cruise EN691 using a Knudsen 3260 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154014
title: Singlebeam Echosounder data collected during research cruise EN691 using a Knudsen 320B/R instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154011
title: Speedlog data collected during research cruise EN691 using a Furuno DS-50 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154019
title: Timeserver data collected during research cruise EN691 using a Spectracom SecureSync instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154005
title: TSG (Thermosalinograph) data collected during research cruise EN691 using a SeaBird SBE-45 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154017
title: TSG (Thermosalinograph) data collected during research cruise EN691 using a SeaBird SBE-21 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154022
title: Winch data collected during research cruise EN691 using a PHE Endeavor instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154024
title: Winch data collected during research cruise EN691 using a Markey DUSH-5 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.5281/zenodo.8200477
title: Relation between spirituality and sustanability

description: To explore the relationship between sustainability and spirituality. To identify how spirituality impacts sustainable behavior.
DOI: 10.5281/zenodo.8200478
title: Relation between spirituality and sustanability

description: To explore the relationship between sustainability and spirituality. To identify how spirituality impacts sustainable behavior.
DOI: 10.6084/m9.figshare.23816418
title: CombinedData_VanBruggenEtal.xlsx

description: Data for reconstruction of figures depicted in manuscript Van Bruggen et al., 2023.
DOI: 10.6084/m9.figshare.23816076
title: 500 counts on any sample, <i>q</i> &lt; 0.01 on EdgeR (NB group)

description: DE genes with 500 count under the q value less 0.01 in comparison of the NB group
DOI: 10.6084/m9.figshare.23816076.v1
title: 500 counts on any sample, <i>q</i> &lt; 0.01 on EdgeR (NB group)

description: DE genes with 500 count under the q value less 0.01 in comparison of the NB group
DOI: 10.5281/zenodo.8205610
title: A core ontology for modeling life cycle sustainability assessment on the Semantic Web with Accompanying Database

description: To enable and support the uptake of semantic ontologies, we present a core ontology developed specifically to capture the data relevant for life cycle sustainability assessment. We further demonstrate the utility of the ontology by using it to integrate data relevant to sustainability assessments, such as EXIOBASE and the Yale Stocks and Flow Database to the Semantic Web. These datasets can be accessed by the machine-readable endpoint using SPARQL, a semantic query language.
DOI: 10.5281/zenodo.8205609
title: A core ontology for modeling life cycle sustainability assessment on the Semantic Web with Accompanying Database

description: To enable and support the uptake of semantic ontologies, we present a core ontology developed specifically to capture the data relevant for life cycle sustainability assessment. We further demonstrate the utility of the ontology by using it to integrate data relevant to sustainability assessments, such as EXIOBASE and the Yale Stocks and Flow Database to the Semantic Web. These datasets can be accessed by the machine-readable endpoint using SPARQL, a semantic query language.
DOI: 10.5522/04/23792388
title: Embellishments Revisited: Perceptions of Embellished Visualisations Through the Viewer’s Lens

description: The material provided here is relevant to the paper titled: "Embellishments Revisited: Perceptions of Embellished Visualisations Through the Viewer’s Lens". The folder includes all the stimuli used in the study and how to replicate them, ranking data from the interview study, and rating data from the follow-up study. We also include the code in which we check the screen size to ensure visualisation resolution.
DOI: 10.5522/04/23792388.v1
title: Embellishments Revisited: Perceptions of Embellished Visualisations Through the Viewer’s Lens

description: The material provided here is relevant to the paper titled: "Embellishments Revisited: Perceptions of Embellished Visualisations Through the Viewer’s Lens". The folder includes all the stimuli used in the study and how to replicate them, ranking data from the interview study, and rating data from the follow-up study. We also include the code in which we check the screen size to ensure visualisation resolution.
DOI: 10.18112/openneuro.ds004408.v1.0.8
title: Invariant encoding of phonemes in neural responses to continuous speech
DOI: 10.5519/qd.fx2ub4lc
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (69 records)
DOI: 10.6084/m9.figshare.23816451
title: 500 counts in any sample, q &lt; 0.01 on EdgeR (NB_wild type vs. AD_wild type)

description: DE genes with 500 count under the q value less 0.01 in comparison of NB_wild type vs. AD_wild type
DOI: 10.6084/m9.figshare.23816451.v1
title: 500 counts in any sample, q &lt; 0.01 on EdgeR (NB_wild type vs. AD_wild type)

description: DE genes with 500 count under the q value less 0.01 in comparison of NB_wild type vs. AD_wild type
DOI: 10.6084/m9.figshare.23816229
title: Strong Structuring arising from Weak Cooperative O-H···π and C-H···O Hydrogen Bonding in Benzene-Methanol Solution.

description: Data repository for pubblication in Nature Communications 2023.
DOI: 10.6084/m9.figshare.23816229.v2
title: Strong Structuring arising from Weak Cooperative O-H···π and C-H···O Hydrogen Bonding in Benzene-Methanol Solution.

description: Data repository for pubblication in Nature Communications 2023.
DOI: 10.5287/ora-qyaazk2m4
title: Datasets from "Insecurity, Social Norms, and Authoritarian Attitudes"

description: The data was collected from a Qualtrics survey experiment. The data was then processed in R using the `cjoint` and `cjbart` packages. `cjoint`-processed dataset, and `cjbart`-processed dataset are all uploaded with their respective guides and codebooks. For more information on how to analyze conjoint choice data using these packages, reference manuals for these packages are available on CRAN.
DOI: 10.5281/zenodo.8205329
title: Maintenance of Plan Libraries for Case-based Planning

description: Case-based planning is an approach to planning where previous planning experience provides guidance to solving new problems. Such a guidance can be extremely useful, or even necessary, when the new problem is very hard to solve, or the stored previous experience is highly valuable, because, e.g., it was provided or validated by human experts, and the system should try to reuse it as much as possible. <br> <br> To do so, a case-based planning system stores in a library previous planning experience in the form of already encountered problems and their solutions. The quality of such a plan library critically influences the performance of the planner, and therefore it needs to be carefully designed and created. For this reason, it is also important to update the library during the lifetime of the system, as the type of problems being addressed may evolve or differ from the ones the library was originally designed for. Moreover, like in general case-based reasoning, the library needs to be maintained at a manageable size, otherwise the computational cost of querying it grows excessively, making the entire approach ineffective.
DOI: 10.5281/zenodo.8205328
title: Maintenance of Plan Libraries for Case-based Planning

description: Case-based planning is an approach to planning where previous planning experience provides guidance to solving new problems. Such a guidance can be extremely useful, or even necessary, when the new problem is very hard to solve, or the stored previous experience is highly valuable, because, e.g., it was provided or validated by human experts, and the system should try to reuse it as much as possible. <br> <br> To do so, a case-based planning system stores in a library previous planning experience in the form of already encountered problems and their solutions. The quality of such a plan library critically influences the performance of the planner, and therefore it needs to be carefully designed and created. For this reason, it is also important to update the library during the lifetime of the system, as the type of problems being addressed may evolve or differ from the ones the library was originally designed for. Moreover, like in general case-based reasoning, the library needs to be maintained at a manageable size, otherwise the computational cost of querying it grows excessively, making the entire approach ineffective.
DOI: 10.7284/153884
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise EN675 using a Hawaii UHDAS instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153903
title: GNSS (Global Navigation Satellite System) data collected during research cruise EN675 using a Northstar 952 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153904
title: GNSS (Global Navigation Satellite System) data collected during research cruise EN675 using a Furuno GP-33 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154942
title: GNSS (Global Navigation Satellite System) data collected during research cruise EN675 using a Garmin GPSMAP-741 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153898
title: Gyrocompass data collected during research cruise EN675 using a Sperry MK-37 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153899
title: Gyrocompass data collected during research cruise EN675 using a Sperry MK-37 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153901
title: Singlebeam Echosounder data collected during research cruise EN675 using a Knudsen 320B/R instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153900
title: Speedlog data collected during research cruise EN675 using a Furuno DS-50 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153902
title: Timeserver data collected during research cruise EN675 using a Spectracom SecureSync instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153956
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise EN689 using a Hawaii UHDAS instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153967
title: Anemometer data collected during research cruise EN689 using a Gill Windsonic instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153968
title: Anemometer data collected during research cruise EN689 using a Gill Windsonic instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154939
title: Anemometer data collected during research cruise EN689 using a Gill Windsonic instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153969
title: GNSS (Global Navigation Satellite System) data collected during research cruise EN689 using a Northstar 952 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153970
title: GNSS (Global Navigation Satellite System) data collected during research cruise EN689 using a Furuno GP-33 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154938
title: GNSS (Global Navigation Satellite System) data collected during research cruise EN689 using a Garmin GPSMAP-741 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153957
title: Gyrocompass data collected during research cruise EN689 using a Sperry MK-37 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153958
title: Gyrocompass data collected during research cruise EN689 using a Sperry MK-37 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/153962
title: Meteorological Station data collected during research cruise EN689 using a RMYoung 26800 instrument system onboard the platform RV Endeavor

description: Original (unprocessed) data collected during a Field_expedition