cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17736539
title: Dataset for structure-sensitive prediction of organic matter thermodynamics from quantum chemistry and machine learning

description: This dataset presents a complete and reproducible resource that links quantum chemical thermochemistry with machine learning to estimate the Gibbs free energy of oxidation per carbon for dissolved organic matter. It integrates three curated data tables, a companion archive of Gaussian log files, and three R scripts that regenerate all intermediate products and final predictions. The table scaled_energies_python_aq.csv contains thermochemistry information for molecular entries in water at 298 K using Gaussian software with B3LYP and the 6 311+G(2d,p) basis, the SMD solvent model, and a frequency scaling factor of 0.9614 (see methods section). The table balanced_data_aq_filtered.csv provides the refined 4030 molecules with reaction bookkeeping, normalised energy terms, and descriptors including elemental ratios, double bond equivalents, aromaticity index, and the nominal oxidation state of carbon. The file L.csv contains 1680 FTICR MS formula records with four sample intensity columns (SRFA, PLFA, ESFA, and SRNOM) and was generated in this study by processing raw MS data from machine L in (Hawkes et al., 2020) with the ICBM OCEAN (Merder et al., 2020) software to merge samples and assign molecular formulae to mass/intensity peaks. . Script one computes formation energetics from the log files and balances oxidation reactions. Script two trains a Random Forest model with cross validation to predict the normalised oxidation energy. Script three applies the model to the ICBM OCEAN (Merder et al., 2020) table and yields per formula predictions together with intensity weighted energy distributions aggregated by sample and compound class. All scripts can be run from the command line and save the R session details so that the analyses can be reproduced. Energies are reported in kJ molC-1
DOI: 10.5281/zenodo.17736540
title: Dataset for structure-sensitive prediction of organic matter thermodynamics from quantum chemistry and machine learning

description: This dataset presents a complete and reproducible resource that links quantum chemical thermochemistry with machine learning to estimate the Gibbs free energy of oxidation per carbon for dissolved organic matter. It integrates three curated data tables, a companion archive of Gaussian log files, and three R scripts that regenerate all intermediate products and final predictions. The table scaled_energies_python_aq.csv contains thermochemistry information for molecular entries in water at 298 K using Gaussian software with B3LYP and the 6 311+G(2d,p) basis, the SMD solvent model, and a frequency scaling factor of 0.9614 (see methods section). The table balanced_data_aq_filtered.csv provides the refined 4030 molecules with reaction bookkeeping, normalised energy terms, and descriptors including elemental ratios, double bond equivalents, aromaticity index, and the nominal oxidation state of carbon. The file L.csv contains 1680 FTICR MS formula records with four sample intensity columns (SRFA, PLFA, ESFA, and SRNOM) and was generated in this study by processing raw MS data from machine L in (Hawkes et al., 2020) with the ICBM OCEAN (Merder et al., 2020) software to merge samples and assign molecular formulae to mass/intensity peaks. . Script one computes formation energetics from the log files and balances oxidation reactions. Script two trains a Random Forest model with cross validation to predict the normalised oxidation energy. Script three applies the model to the ICBM OCEAN (Merder et al., 2020) table and yields per formula predictions together with intensity weighted energy distributions aggregated by sample and compound class. All scripts can be run from the command line and save the R session details so that the analyses can be reproduced. Energies are reported in kJ molC-1
DOI: 10.15468/dl.2p74by
title: Occurrence Download

description: A dataset containing 634 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Guzmania musaica"
 ]
}

 The dataset includes 634 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014141-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17750793
title: Simulation Data and Scripts for "Scalable Chrysopoeia Driven by Deuterium-Tritium Fusion Neutrons"

description: This record contains a .zip file of the raw and processed simulation data underlying the results reported in "Scalable Chrysopoeia Driven by Deuterium-Tritium Fusion Neutrons". The simulation scripts and Docker environment used to generate data are available in the public GitHub repository linked.

The raw data consist of approximately 1000 CSV files of the detailed results of individual simulation runs (each ~30kb), with one file per simulation. The processed data consist of two CSV files, one containing the grouped TBR and Au production data, and the other containing data on the LiHg channels simulated. 

Each CSV file uses comma-separated plain text with a header row. Columns and units are documented in README.md. These data are intended to enable reproduction of the key figures and to facilitate reuse in further studies.
DOI: 10.5281/zenodo.17750794
title: Simulation Data and Scripts for "Scalable Chrysopoeia Driven by Deuterium-Tritium Fusion Neutrons"

description: This record contains a .zip file of the raw and processed simulation data underlying the results reported in "Scalable Chrysopoeia Driven by Deuterium-Tritium Fusion Neutrons". The simulation scripts and Docker environment used to generate data are available in the public GitHub repository linked.

The raw data consist of approximately 1000 CSV files of the detailed results of individual simulation runs (each ~30kb), with one file per simulation. The processed data consist of two CSV files, one containing the grouped TBR and Au production data, and the other containing data on the LiHg channels simulated. 

Each CSV file uses comma-separated plain text with a header row. Columns and units are documented in README.md. These data are intended to enable reproduction of the key figures and to facilitate reuse in further studies.
DOI: 10.5281/zenodo.17751206
title: Gender Differences in Judicial Reasoning in Administrative and Public Law: A Systematic Literature Review

description: For more than four decades, scholars in public, constitutional, and administrative law, alongside feminist jurisprudence, have debated whether a judge’s gender influences judicial reasoning. Early empirical studies reached mixed conclusions: some found no systematic gender effect on case outcomes (Songer and Crews-Meyer 2000; Steffensmeier and Herbert 2001), whereas others identified gender-linked divergences in specific contexts such as sexual assault, discrimination, and cases involving vulnerable groups (Spohn and Holleran 1991; Peresie 2004). Beyond outcomes, researchers have documented subtler differences in how judges frame decisions, their rhetorical language, and their sensitivity to particular social harms (Elvin and Vandevelde 2010; Brown 2023). These questions carry particular weight in public law, where judicial and administrative decisions structure rights, burdens, and state–citizen relationships.

This review synthesizes 36 peer-reviewed studies (1979–2025) identified through a PRISMA-guided search, integrating quantitative, qualitative, theoretical, and computational research. The review’s objectives are to (1) categorize empirical findings on gender differences in judicial reasoning; (2) map the interpretive, discursive, and institutional dimensions through which gender may exert influence; and (3) evaluate opportunities for computational methods—with digital twins for legislation (Schnitzhofer 2024)—to mitigate bias and strengthen gender fairness in public law
DOI: 10.5281/zenodo.17751205
title: Gender Differences in Judicial Reasoning in Administrative and Public Law: A Systematic Literature Review

description: For more than four decades, scholars in public, constitutional, and administrative law, alongside feminist jurisprudence, have debated whether a judge’s gender influences judicial reasoning. Early empirical studies reached mixed conclusions: some found no systematic gender effect on case outcomes (Songer and Crews-Meyer 2000; Steffensmeier and Herbert 2001), whereas others identified gender-linked divergences in specific contexts such as sexual assault, discrimination, and cases involving vulnerable groups (Spohn and Holleran 1991; Peresie 2004). Beyond outcomes, researchers have documented subtler differences in how judges frame decisions, their rhetorical language, and their sensitivity to particular social harms (Elvin and Vandevelde 2010; Brown 2023). These questions carry particular weight in public law, where judicial and administrative decisions structure rights, burdens, and state–citizen relationships.

This review synthesizes 36 peer-reviewed studies (1979–2025) identified through a PRISMA-guided search, integrating quantitative, qualitative, theoretical, and computational research. The review’s objectives are to (1) categorize empirical findings on gender differences in judicial reasoning; (2) map the interpretive, discursive, and institutional dimensions through which gender may exert influence; and (3) evaluate opportunities for computational methods—with digital twins for legislation (Schnitzhofer 2024)—to mitigate bias and strengthen gender fairness in public law
DOI: 10.57780/eca-d00d438
title: EarthCARE ATLID EBD Level 2A

description: EarthCARE ATLID EBD Level 2A baseline BC
DOI: 10.15468/dl.7zrcst
title: Occurrence Download

description: A dataset containing 1271641 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Danish Mycological Society, fungal records database"
 ]
}

 The dataset includes 1271641 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014137-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57780/eca-ed27878
title: EarthCARE ATLID AER Level 2A

description: EarthCARE ATLID AER Level 2A baseline BC
DOI: 10.15468/dl.erbsnp
title: Occurrence Download

description: A dataset containing 3110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "TaxonKey is Oxypogon guerinii"
 ]
}

 The dataset includes 3110 records from 58 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014142-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57780/eca-2f07838
title: EarthCARE ATLID MSI ACD Level 2B

description: EarthCARE ATLID MSI ACD Level 2B baseline BC
DOI: 10.15468/dl.9m88an
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Pakistan",
 "TaxonKey is Rheum webbianum"
 ]
}

 The dataset includes 86 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014144-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/vgdw25
title: Swifterbant, 't Luwe Land
title: Opgraving (variant Archeologische Begeleiding)

description: &lt;p&gt;In opdracht van Gebr. van der Lee heeft BAAC een opgraving variant archeologische begeleiding uitgevoerd in het plangebied 't Luwe Land te Swifterbant, gemeente Dronten. De aanleiding voor het onderzoek is de voorgenomen bouw van woningen en de aanleg van infrastructuur in het plangebied, waarbij een gerede kans bestaat dat archeologische waarden vernietigd zullen worden.&lt;/p&gt;&lt;p&gt;

Een groot deel van de bouwlocatie is vrijgegeven. Het onderzoek is uitgevoerd op de locatie waar een intact podzolprofiel aanwezig is en het dekzand boven -8,0 m NAP ligt. Op de plekken waar de graafwerkzaamheden voor de riolering dichter dan 50 cm bij het dekzandniveau plaats vinden is archeologisch begeleid.&lt;/p&gt;&lt;p&gt;

In het plangebied is een gestapeld holoceen landschap aanwezig. De werkput is aangelegd tot de te verstoren diepte (6,98- 7,29 m -NAP). Dit reikte binnen de werkput tot in de afzettingen van het Flevomeer. Dit pakket werd naar boven toe afgedekt door de Almere laag en de gereduceerde en geoxideerde lagen van de Zuiderzee. Het onderzoek heeft geen archeologische resten opgeleverd.&lt;/p&gt;&lt;p&gt;

De resultaten van dit onderzoek gelden enkel voor het onderzochte gebied. In de directe omgeving blijft de kans op aanwezigheid van archeologische behoudenswaardige resten bestaan.&lt;/p&gt;
description: adobe acrobat document, 9.0
description: microsoft excel-werkblad
description: JPEG-afbeelding
description: GIS-bestand
DOI: 10.15468/dl.4ffxj5
title: Occurrence Download

description: A dataset containing 103751 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -40.914722",
 "DecimalLatitude is less than or equal to -35.914722",
 "DecimalLongitude is greater than or equal to -75.0",
 "DecimalLongitude is less than or equal to -70.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 103751 records from 224 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014130-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/a90gs5
title: Burgemeester Geuljansstraat 1C te Roermond, gemeente Roermond
title: Een bureauonderzoek en inventariserend veldonderzoek in de vorm van een verkennend booronderzoek

description: &lt;p&gt;Op basis van het bureauonderzoek is een gespecificeerde verwachting opgesteld. Gezien de ligging van het plangebied binnen de holocene dalbodem van de Roer is de verwachting op het voor¬komen van archeologische resten overwegend laag te noemen. De bodemgesteldheid en de land¬schappelijke ligging is doorheen de tijd eigenlijk te ongunstig geweest voor bewoning of begraving. Landgebruik en dan met name agrarisch gebruik doorheen de tijd is evenwel niet uit te sluiten (hoge verwachting). Hiervan kunnen de mogelijk aanwezige resten bestaan uit wegen, perceels¬¬grenzen, akkerbegrenzingen, sloten of greppels, ophoogpakketten, etc. &lt;/p&gt;&lt;p&gt;
Uitzondering op de lage verwachting betreft eventuele bewoning uit het Laat-Paleolithicum en/of Mesolithicum. In deze periodes werden randen van beek- en rivierdalen veelvuldig opgezocht (zoals bijvoorbeeld in het nabijgelegen Vlootbeekdal). Maar ook de hoogtes en opduikingen in de beek- en rivierdalbodems werden bewoond en gebruikt (mits er ‘droge’ voeten gegarandeerd konden worden). Indien deze hoogtes en opduikingen binnen de dalbodem van de Roer aanwezig zijn, geldt een hoge verwachting. Omdat echter op basis van het bureauonderzoek geen directe aanwijzingen aanwezig zijn voor dergelijke hoogtes en opduikingen en de resten direct aan maai¬veld verwacht worden zal mogelijk sprake zijn van (een vorm van) verstoring. Hierdoor kan voor dit plangebied een middelhoge verwachting uitgesproken worden voor bewoning en/of uit het Laat-Paleolithicum en/of Mesolithicum.&lt;/p&gt;
DOI: 10.5281/zenodo.17751118
title: Dataset of "Influence of the PESU/PVP based nanofibrous separators on the properties of LNMO cathode based Li-ion batteries"

description: The properties of selected separators and their influence on the electrochemical properties of a high-voltage cathode material were investigated in this paper. The LiCr0.1Ni0.4Mn1.5O4 material synthesized by a solid-state reaction was chosen as the testing material. Four kinds of separators were selected for this study, including a glass fiber separator, a commercial separator made by Celgard and experimental separators made by the Nafigate Corporation. The main goal was to study the properties of the commercial and non-commercial separators and their influence on reached capacity, stability during cycling at high loads and stability during cycling at high temperatures. It was observed that the Nafigate separators are more thermally stable with lower shrinking up to 150 °C and exhibit comparable conductivity to the Celgard separator. In combination with the LiCr0.1Ni0.4Mn1.5O4 cathode, the Nafigate separator also achieves higher capacity at lower C-rate (0.5 C ~ 130 mAh·g-1) and at higher load (5 C) it reaches ~ 111 mAh·g-1. The Celgard separator reaches the capacity of ~ 118 mAh·g-1 at 0.5 C and ~ 83 mAh·g-1 at higher load (5 C).
DOI: 10.21223/p3/hob1o0
title: Dataset for: Determination of climatic variables in the Challhuani and Tambokarka sectors of the Picotani community

description: In 2024, the monitoring of meteorological variables in the sectors of Challhuani and Tambokarka was carried out through the installation of two automatic weather stations. In Challhuani, monitoring was conducted from August to December, while in Tambokarka it was conducted from September to December. The first station, located at the Picotani Health Center (UTM Zone 19L), is positioned at UTM Easting 413435.03 and UTM Northing 8389943.44, at an elevation of 4515 m a.s.l., with sensors installed at a standard height of 2 m. The second station, installed in Tambokarka, is located at UTM Easting 416852 and UTM Northing 8393256, at an elevation of 4736 m a.s.l., with sensors mounted at 2 m. Both stations were equipped with the following sensors: precipitation (RG3 and RG3-M), air temperature (S-THB-M00x), relative humidity (S-THB-M00x), wind speed (S-WSA-M003), wind direction (S-WDA-M003), soil moisture (S-SMx-M005), solar radiation (S-LIA-M003), and water level (specific model).
DOI: 10.5281/zenodo.17751117
title: Dataset of "Influence of the PESU/PVP based nanofibrous separators on the properties of LNMO cathode based Li-ion batteries"

description: The properties of selected separators and their influence on the electrochemical properties of a high-voltage cathode material were investigated in this paper. The LiCr0.1Ni0.4Mn1.5O4 material synthesized by a solid-state reaction was chosen as the testing material. Four kinds of separators were selected for this study, including a glass fiber separator, a commercial separator made by Celgard and experimental separators made by the Nafigate Corporation. The main goal was to study the properties of the commercial and non-commercial separators and their influence on reached capacity, stability during cycling at high loads and stability during cycling at high temperatures. It was observed that the Nafigate separators are more thermally stable with lower shrinking up to 150 °C and exhibit comparable conductivity to the Celgard separator. In combination with the LiCr0.1Ni0.4Mn1.5O4 cathode, the Nafigate separator also achieves higher capacity at lower C-rate (0.5 C ~ 130 mAh·g-1) and at higher load (5 C) it reaches ~ 111 mAh·g-1. The Celgard separator reaches the capacity of ~ 118 mAh·g-1 at 0.5 C and ~ 83 mAh·g-1 at higher load (5 C).
DOI: 10.15468/dl.t43gum
title: Occurrence Download

description: A dataset containing 1142 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Trachemys callirostris"
 ]
}

 The dataset includes 1142 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014145-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17751174
title: Very Long-term Iberian Fish Database
title: Archaeological Fish Occurrences within the Iberian Peninsula

description: The Very Long-term Iberian Fish Database (VLT-fish_Iberia) compiles 94,204 fish remains from 441 samples across 225 archaeological sites throughout Iberia. Of these remains, 54% are identified to species level, 24% to family level, and 6% to genus level. Spanning roughly 90,000 years, from the Middle Palaeolithic to the 19th century, VLT-fish_Iberia constitutes a valuable resource for research on aquatic environments, human presence, and resource exploitation over the long term. Because zooarchaeological datasets are inherently incomplete and continually evolving, VLT-fish_Iberia will be updated as new material becomes available, following the same recording standards to ensure consistency.
DOI: 10.5281/zenodo.17751192
title: A novel genome-wide association approach reveals wheat pathogen genes involved in host specialization
DOI: 10.57745/u2vval
title: FrenchMedMCQA-extended

description: FrenchMedMCQA-extended: Corpus de Questions à Choix Multiple en Français dans le Domaine Médical, permettant des Analyses Comparatives avec des Réponses Humaines. Ce dataset est basé sur le corpus FrenchMedMCQA (https://huggingface.co/datasets/qanastek/frenchmedmcqa), le premier dataset de questions à choix multiple en français pour le domaine médical en accès ouvert. Nous avons enrichi le contenu avec des annotations supplémentaires, y compris les taux de réponses des étudiants téléchargés de MedShake.net (source d'origine), des étiquettes manuelles sur les caractéristiques syntaxiques et la structure des questions (e.g., présence de négation, mode de la question), ainsi que les thèmes médicaux.
DOI: 10.4121/acd1f26c-15c4-47f6-b01a-0120d104031a
title: Script associated with the publication "The role of load variations in assessing credible dike failure probabilities: balancing load and strength uncertainties"

description: This dataset contains the script used for the conceptual analysis in the research paper <em>“The role of load variations in assessing credible dike failure probabilities: balancing load and strength uncertainties.”</em><br>The study investigates how load variations influence reliability updating and the assessment of credible failure probabilities. The script implements the construction of fragility curves and the direct reliability updating procedure described in the manuscript. It allows users to define and vary load variations and fragility curves (or strength uncertainties), and then apply reliability updating using Bayesian analysis on the fragility curve, where the evidence is survival at an observed load level.<br>The outputs include key figures illustrating the methodology, and the main results and data of the conceptual analysis.
DOI: 10.4121/acd1f26c-15c4-47f6-b01a-0120d104031a.v1
title: Script associated with the publication "The role of load variations in assessing credible dike failure probabilities: balancing load and strength uncertainties"

description: This dataset contains the script used for the conceptual analysis in the research paper <em>“The role of load variations in assessing credible dike failure probabilities: balancing load and strength uncertainties.”</em><br>The study investigates how load variations influence reliability updating and the assessment of credible failure probabilities. The script implements the construction of fragility curves and the direct reliability updating procedure described in the manuscript. It allows users to define and vary load variations and fragility curves (or strength uncertainties), and then apply reliability updating using Bayesian analysis on the fragility curve, where the evidence is survival at an observed load level.<br>The outputs include key figures illustrating the methodology, and the main results and data of the conceptual analysis.