cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.34810/data260
title: Structure of lexicon in the automatic acquisition of lexical information [research data]

description: Research data from the thesis Structure of lexicon in the automatic acquisition of lexical information. MONO-DATASETS: contains files of the single-sense English data sets extracted for each lexical semantic class studied in the thesis (COMMUNICATION_OBJECT, EVENT, HUMAN, LOCATION and ORGANIZATION). Each data set contains a list of nouns and their class membership information; and (ii) LEXICO-SYNTACTIC-REs: contains files of the linguistic cues and corresponding lexical-syntactic patterns formalized as Regular Expressions for each of the single-sense English lexical semantic classes studied in this thesis (COMMUNICATION_OBJECT, EVENT, HUMAN, LOCATION and ORGANIZATION). This folder also contains a file of the unmarked contexts that were identified, as well as their corresponding lexical-syntactic patterns formalized as Regular Expressions.
description: The MONO-DATASETS folder contains 5 files: one for each lexical-semantic class studied in this thesis. Each file contains two columns. Column 1 contains a target noun and Column 2 contains the ClassID of that noun./nList of files contained in the folder:/n1) COMM_GS.txt/n2) EVENT_GS.txt/n3) HUMAN_GS.txt/n4) LOC_GS.txt/n5) ORG_GS.txt/n/nExample: /n/nNOUNCLASSID/n/n0 = not class member; 1 = class member/n/nHUMAN-CLASS/nvillager1/nvolume0/nvolunteer1/nwarranty0/n/n/nThe LEXICO-SYNTACTIC-REs folder contains 6 files./n/n5 files contain the Regular Expressions of the class indicative patterns that we have identified for each class. 1 file contains the Regular Expressions for the unmarked contexts that we identified and studied./n/nAll of the Regular Expressions have been written to match the Penn Treebank Part-of-Speech Tagset. (reference: https://www.ling.upenn.edu/courses/Fall_2003/ling001/penn_treebank_pos.html)/n/nTarget nouns are indicated as: /#/#N[A-Z]+//[a-z]+/#/#/ /nPattern begins after numerical marker: [1-9]+&&gt;&/n/nList of files contained in the folder:/n1) COMM-CUES.txt/n2) EVENT-CUES.txt/n3) HUMAN-CUES.txt/n4) LOC-CUES.txt/n5) ORG-CUES.txt/n6) UNMARKED-CUES.txt
DOI: 10.25345/c5t727v07
title: MassIVE MSV000098213 - GNPS_4_Camellia_species_Vietnam
title: MS/MS spectrums of natural compounds from 4 camellia species collected In Vietnam.
DOI: 10.5281/zenodo.15674615
title: Competition Jupyter notebooks

description: This dataset contains a csv with all metrics (all_metrics.csv)Aswell as ceveral csv's with all the kernel meta-data of all the kernels that were collected.

There is also a folder called nbs/, containing all kernels from the kernel list csv's.

Also the error_log.log files that were created as the files were collected.
DOI: 10.5281/zenodo.15674616
title: Competition Jupyter notebooks

description: This dataset contains a csv with all metrics (all_metrics.csv)Aswell as ceveral csv's with all the kernel meta-data of all the kernels that were collected.

There is also a folder called nbs/, containing all kernels from the kernel list csv's.

Also the error_log.log files that were created as the files were collected.
DOI: 10.15468/dl.2323ez
title: Occurrence Download

description: A dataset containing 28509 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Specimen)",
 "OccurrenceStatus is Present",
 "TaxonKey is Schinus terebinthifolia Raddi",
 "Year 1970-2025"
 ]
}

 The dataset includes 28509 records from 414 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048819-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/ae0j2b
title: Cross-code comparison of the edge codes SOLPS-ITER, SOLEDGE2D and UEDGE in modelling a high-power neon-seeded scenario in the DTT

description: In this work, we cross-compare the state-of-the-art edge plasma codes SOLPS-ITER, SOLEDGE2D, and UEDGE in a reactor-relevant neon-seeded Divertor Tokamak Test scenario at nominal power, extending the simplified test-bed of Moscheni et al (2022 Nucl. Fusion 62 056009). Converged solutions targeting the same separatrix density and radiated power are obtained by adjusting the pumping albedo and the neon puffing rate. This higher-power scenario is generally characterised by substantial disagreement between the three codes, up to 78%–178% in peak heat fluxes. Discrepancies found in Moscheni et al (2022 Nucl. Fusion 62 056009) are indeed exacerbated, and new ones arise. Underlying causes include the over-penetration of neutrals implied by the unified ion-neutral temperature of UEDGE (observed in Moscheni et al (2022 Nucl. Fusion 62 056009)), here resulting in a 38%–114% over-estimation of core plasma densities. The particular set of EIRENE atomic-molecular reactions adopted is found to stiffly restrict the achievable code solutions, which results in the predicted effective charge Zeff changing from ~5 to ~8 at the outer mid-plane separatrix. The strong link between Zeff, main ion density and unified ion temperature emphasises the need of proper assessments of impurity cross-field transport, with its implications on core contamination and wall erosion. The advantages of extended plasma meshes are found to come with associated modelling intricacies, yet to be fully characterised but seemingly impacting on the activity around the secondary X-point of single-null magnetic topologies. An appreciable impurity particle imbalance, generated by the neon ion density floor, is noted—speculatively contributing to SOLEDGE2D's different radiation emission distribution, and expected to be even more deleterious for high-Z impurities in all the codes. Potential drivers of further discrepancies are the different Braginskii formulations of collision times and momentum sources in presence of impurities, and the SOLPS-ITER extra terms gaining importance around the detachment front. Outstanding questions unanswered in this work prompt further investigations.
description: CITATION: M. Moscheni et al 2025 Nucl. Fusion 65 026025<br><br>DOI: http://doi.org/10.1088/1741-4326/ada048<br><br>PSFC REPORT PSFC/JA-24-185<br><br>This work was made possible with fellowship support from Eni S.p.A. through the MIT Energy Initiative and is funded by Eni S.p.A., Contract N. 4310537045, in the framework of a 4-Ways Agreement between Eni, MIT, CFS and ENEA.<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.5281/zenodo.15674672
title: gugugululul
DOI: 10.5281/zenodo.15674673
title: gugugululul
DOI: 10.5281/zenodo.15466513
title: XRD data
title: XRD
DOI: 10.5281/zenodo.15466514
title: XRD data
title: XRD
DOI: 10.21227/yhst-8v44
title: "Research on Tracking Control and Deviation Prediction for Lizard-Type Heliostats in Solar Thermal Power Generation"

description: "This study takes the Lizard-type heliostat in tower solar thermal power generation as the research object, this study analyzes its sun-tracking process and establishes a reflection model. Based on solar position calculation methods, parameters of the heliostat's elevation and azimuth angles are derived. Through structural analysis and modeling of the Lizard-type heliostat's motion mechanism combined with PLC control technology, a control methodology suitable for this heliostat type is developed via coordinate transformation and mathematical reasoning. The experimental validation was conducted using a Lizard-type heliostat located at longitude 103\u00b070'48\"E and latitude 36\u00b005'76\"N. Experimental results demonstrate that under open-loop control, considering base errors and environmental influences, when the base tilts -1.84 mrad and 2.44 mrad along two axes respectively measured by protractor, the heliostat exhibits an azimuth root mean square (RMS) error of 5.293 mrad (0.26\\% error rate) and elevation RMS error of 4.275 mrad (0.2\\% error rate). The results indicate that this algorithm achieves precise sun-tracking with high accuracy despite error impacts, effectively reducing optical losses. Furthermore, a mathematical model for deviation prediction is proposed, which quantifies heliostat tilt errors through geometric optical modeling. This enables pre-calculation and quantification of potential operational deviations, thereby optimizing system efficiency, reducing maintenance costs, and enhancing power generation stability."
DOI: 10.7910/dvn/sjtad2
title: Electron temperature gradient instability and transport analysis in NSTX and NSTX-U plasmas

description: Extensive linear and nonlinear simulations to study electron temperature gradient (ETG) stability and thermal transport in National Spherical Torus Experiment (NSTX) and NSTX-U plasmas were performed using the fully electromagnetic gyrokinetic code CGYRO. Linear simulations were performed to determine ETG thresholds in different discharges, showing that ETG modes in spherical tokamaks can present different scalings compared to conventional aspect-ratio tokamaks. Nonlinear gyrokinetic simulations were conducted for selected cases to calculate electron thermal transport and compare to experimental values. Results are also compared with those of ETG modes in the multi- mode model and the Trapped-Gyro-Landau-Fluid reduced model codes, to better understand their applicability in spherical tokamaks.
description: CITATION: Phys. Plasmas 32, 022305 (2025)<br><br>DOI: https://doi.org/10.1063/5.0232697<br><br>PSFC REPORT PSFC/JA-24-179<br><br>This work was supported by the U.S. Department of Energy, Office of Science, under Award Numbers DE-SC0021385, DE- SC0013977, DE-SC0021113, and DE-AC02-09CH11466. This research used resources of the National Energy Research Scientific Computing Center (NERSC), a Department of Energy Office of Science User Facility. The authors acknowledge NSTX-U scientists, who helped make the experimental profile measurements.<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.5281/zenodo.15674689
title: DR AERRI
DOI: 10.5281/zenodo.15674690
title: DR AERRI
DOI: 10.7910/dvn/j37iy0
title: Replication Data for: Engineered Chirality of One-Dimensional Nanowires

description: Replication Data for: Engineered Chirality of One-Dimensional Nanowires
DOI: 10.5281/zenodo.15639779
title: Microbial functional profile in the hyperaccumulating Noccaea praecox rhizobiome is metal-dependent and host-driven

description: The datasets comprise the metagenomic functional profiles of the hyperaccumulator Noccaea praecox in the root and rhizosphere compartments, including the microbial resistome.
DOI: 10.5281/zenodo.15639780
title: Microbial functional profile in the hyperaccumulating Noccaea praecox rhizobiome is metal-dependent and host-driven

description: The datasets comprise the metagenomic functional profiles of the hyperaccumulator Noccaea praecox in the root and rhizosphere compartments, including the microbial resistome.
DOI: 10.60894/uh77ls
title: Mental Mapping and Spatial Awareness among Urban Policymakers in CEE/FSU

description: The dataset comprises mental maps of five cities in CEE/FSU produced by a broad spectrum of urban policymakers, understood here as any actors who influence the formulation of urban policies. These actors fall into three categories:Public officials (both elected and appointed), including civil servants and urban planners employed by municipal administrations at managerial and subordinate levels;Business representatives - primarily real-estate developers, property owners, and employees of IT companies whose operations depend on urban space, and companies active in the leisure and tourism sectors;Urban reviewers - individuals who critically evaluate urban issues, such as analysts, researchers, journalists, and activists.However, these roles may overlap when someone has experience in multiple fields.Respondents’ sketches were collected during individual semi-structured, in-depth interviews (IDI) conducted with the aforementioned policymakers in five cities: Leipzig (Germany), Warsaw (Poland), Kyiv and Lviv (Ukraine), and Tallinn (Estonia). The material was gathered during field-research trips carried out between 2021 and 2024. Ukrainian interviews occurred in the summer and autumn of 2021, shortly before Russia’s full-scale invasion. Although the study focuses on so-called post-socialist cities, the dataset can be used for broader investigations of contemporary urbanization processes.During the interviews, respondents were asked to identify positive, neutral, and negative elements, places, and problems relevant to their city using three colors - green for positives, black for neutrals, and red for negatives. They produced freehand sketches in any technique they preferred - stand-alone cartographic renderings, perspective drawings, mind, or word maps. To minimize interviewer influence, no base maps (printed or digital) were provided; respondents generated their associative maps entirely from memory.
DOI: 10.7910/dvn/yx4lsz
title: Replication Data for: Domestic Costs of Nuclear Deterrence: Voter Turnout and Nuclear Weapons Testing

description: This dataset and replication code supplement the article titled "Domestic Costs of Nuclear Deterrence: Voter Turnout and Nuclear Weapons Testing" that is to be published in PS: Political Science and Politics. We have included the original data we compiled from government reports on 1990 RECA eligibility, as well as replication code and a README.txt file. External voting data must be downloaded separately from Marsh, Wayde Z.C. 2022. "Replication Data for: 'Trauma and Turnout: The Political Consequences of Traumatic Events.'" Harvard Dataverse. https://doi.org/doi:10.7910/DVN/MXKMSE. Please cite this replication package and the original PS article if using the materials.
DOI: 10.6084/m9.figshare.28187990.v6
title: Matbench Discovery - Model Predictions for Discovery

description: This dataset contains model predictions from various models evaluated on the Matbench Discovery benchmark for the discovery task. Task description: Predicting ground state energies of unrelaxed structures For more information about the benchmark and models, visit: https://github.com/janosh/matbench-discovery.
DOI: 10.7910/dvn/0muge6
title: Replication Data for: ConflLlama: Domain-Specific Adaptation of Large Language Models for Conflict Event Classification

description: This replication package accompanies the paper "ConflLlama: Domain-Specific Adaptation of Large Language Models for Conflict Event Classification." It contains all data and code necessary to reproduce the analyses presented in the study. The package includes the model's performance results, the Python scripts for metric generation, and all figures used in the manuscript. The model and its full details are available on Hugging Face at https://huggingface.co/shreyasmeher/ConflLlama.
DOI: 10.6084/m9.figshare.28642406.v3
title: Matbench Discovery - Model Predictions for Geometry Optimization

description: This dataset contains model predictions from various models evaluated on the
 Matbench Discovery benchmark for the geometry optimization task.

 Task description: Relaxing atomic positions to minimize the energy

 For more information about the benchmark and models, visit:
 https://github.com/janosh/matbench-discovery.
DOI: 10.7910/dvn/l00g5x
title: Modeling study of synergistic effects between lower hybrid and electron cyclotron current drive on EAST

description: Recent radio frequency (RF) current drive experiments in EAST provide an opportunity to investigate RF synergy effects between Electron Cyclotron (EC) and Lower Hybrid (LH) current drive. Synergy current is the excess current that can arise from overlapping two wave-particle resonance bands in the velocity phase space. In this work, a ray-tracing and Fokker-Planck code package, GENRAY/CQL3D, is used to model and investigate the phase space interaction of two waves for EAST. The target plasma features a high central electron temperature of 6.5 keV, promoting Landau damping of the LH power on-axis that overlaps with the EC power resonance region. The GENRAY/CQL3D code evaluates a self-consistent electron distribution function in the presence of two RF quasilinear diffusion coefficients. A systematic scan in collisional dissipative LH power loss and fast-electron radial transport is performed. Including the divertor SOL in GENRAY and fast-electron radial diffusion in CQL3D can quantitatively provide model total RF currents in line with the experimental range. Radial transport operator broadens and smooths the radial region of synergistic current generation. The impact of LH wave scattering on the synergistic interaction is examined by introducing the LH wave scattering angle in a heuristic manner. The sensitivity analysis is presented. Furthermore, a numerical scan of the ECCD injection angles is conducted to evaluate the synergistic interactions. The roles of LHCD and ECCD in synergistic current generation are further examined through a power scan of both power sources.
description: CITATION: S.G. Baek et al 2025 Nucl. Fusion 65 056003<br><br>DOI: https://doi.org/10.1088/1741-4326/adc287<br><br>PSFC REPORT PSFC/JA-25-16<br><br>Work has been supported by the DoE Grant No. DE‐SC0010492 and by the National Natural Science Foundation of China (Grant No.11975266 and 11775259). The simulations were performed on the Engaging cluster funded by DoE Grant No. DE-FG02-91-ER54109.<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.15468/dl.9ju9k8
title: Occurrence Download

description: A dataset listing the 8698 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Bulgaria",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta"
 ]
}

 The dataset's 8698 records were derived from 197 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048820-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/spg6cl
title: Gas puff imaging of plasma turbulence in the magnetic island scrape-off layer of W7-X

description: The turbulence characteristics of the scrape-off-layer (SOL) plasma in the W7-X stellarator are investigated using a gas-puff-imaging (GPI) diagnostic, newly installed and operated during the OP 2.1 campaign. The SOL plasma on W7-X features a set of island divertors for heat and particle exhaust and provides a unique environment for studying SOL turbulence and transport. This paper focuses on the O-point region of the magnetic island divertor SOL in the standard magnetic configuration. Fourier and cross-correlation analyses show that turbulence flows are predominantly in the poloidal direction (i.e., direction tangent to the last closed flux surface) with significantly weaker radial motion. This suggests dominant ExB convection and suppressed filamentary transport compared to those observed in the far scrape-off-layer region of tokamaks, as further supported by high-resolution skewness and kurtosis data that show the absence of intermittent, bursty filamentary events. Additionally, a relationship between the radial profile of the connection length and the sheared poloidal flow structure is reported, suggesting a possible linkage among magnetic topology, turbulence dynamics, and turbulence generation.
description: CITATION: Nuclear Materials and Energy 43 (2025) 101937<br><br>DOI: https://doi.org/10.1016/j.nme.2025.101937<br><br>PSFC REPORT PSFC/JA-24-183<br><br>Support for MIT participation was provided by the US Department of Energy, Fusion Energy Sciences, Award DE-SC0014251. This work has been carried out within the framework of the EUROfusion Consortium, funded by the European Union via the Euratom Research and Training Programme (Grant Agreement No 101052200 — EUROfusion). Views and opinions expressed are however those of the author(s) only and do not necessarily reflect those of the European Union or the European Commission. Neither the European Union nor the European Commission can be held responsible for them.<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.48597/nn54-4bd3
title: Mercury_TGM at Virolahti III

description: Measurement of Mercury_TGM at Virolahti III
DOI: 10.48597/fsjn-nsd8
title: Measurement of Mercury_TGM at Virolahti III

description: Measurement of Mercury_TGM at Virolahti III
DOI: 10.48597/xwqd-mwn4
title: Measurement of Mercury_TGM at Virolahti III

description: Measurement of Mercury_TGM at Virolahti III
DOI: 10.48597/s2nm-yxd5
title: Measurement of Mercury_TGM at Virolahti III

description: Measurement of Mercury_TGM at Virolahti III
DOI: 10.25592/uhhfdm.11621
title: Griot Songs (NCAC_RDD_TAPE_0193A)

description: Abdu Njayi 
 Siidi ye i laa
 Ceddo
 Yundumunkoo
 Kelefaa Saane


<sup><em>Alternativ names: Abdu, Abdou, Diaye, Ndiaye, N'Diaye, Njie, Njai, Seedy, Sidi, Kelefa, Sanneh, Cissokho</em></sup>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.11620
title: Griot Songs (NCAC_RDD_TAPE_0193A)

description: Abdu Njayi 
 Siidi ye i laa
 Ceddo
 Yundumunkoo
 Kelefaa Saane


<sup><em>Alternativ names: Abdu, Abdou, Diaye, Ndiaye, N'Diaye, Njie, Njai, Seedy, Sidi, Kelefa, Sanneh, Cissokho</em></sup>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.11445
title: An Account on Sunjata Keeta And Riddles (NCAC_RDD_TAPE_0046B_SE1_SE2)

description: SE1: Continuation of history of Sunjata Keeta; Maali Saajo

SE2: Riddles

<em><sup>Alternative names: Keita, Kaita, Tiramakhang, Susso, Suso, Jebarte, Jebarteh, Jebateh, Jebate, Amadou, Sidibeh, </sup></em> <em><sup>Bakary, Bakari, Bakery, Kebba, Sowe, So, Abdu, Abdou</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.11444
title: An Account on Sunjata Keeta And Riddles (NCAC_RDD_TAPE_0046B_SE1_SE2)

description: SE1: Continuation of history of Sunjata Keeta; Maali Saajo

SE2: Riddles

<em><sup>Alternative names: Keita, Kaita, Tiramakhang, Susso, Suso, Jebarte, Jebarteh, Jebateh, Jebate, Amadou, Sidibeh, </sup></em> <em><sup>Bakary, Bakari, Bakery, Kebba, Sowe, So, Abdu, Abdou</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.5281/zenodo.15674731
title: Dataset pro první vlnu FAMIPASS study

description: Data z dotazníku pro rodiče a actigraphu.
DOI: 10.5281/zenodo.15674732
title: Dataset pro první vlnu FAMIPASS study

description: Data z dotazníku pro rodiče a actigraphu.
DOI: 10.25592/uhhfdm.10379
title: Griot Songs (NCAC_RDD_TAPE_0352A)

description: Griot Songs


<em><sup>Alternative names: Suso, Susso, Buly, Buli, Bully, Conteh, Conteh, Camara</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany
DOI: 10.25592/uhhfdm.10378
title: Griot Songs (NCAC_RDD_TAPE_0352A)

description: Griot Songs


<em><sup>Alternative names: Suso, Susso, Buly, Buli, Bully, Conteh, Conteh, Camara</sup></em>
description: Published by NCAC - National Digital Archive of The Gambia, initiated by University of Hamburg, Asia-Africa-Institute, Germany, funded by Gerda Henkel Foundation, Germany