cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.31387345
title: Nijmegen Coinage 450–1200 CE: The Numismagus Dataset [Dataset]

description: The Numismagus Dataset comprises 97 single coins dating from 450 to 1200 CE recovered within the municipal boundaries of Nijmegen, the Netherlands. Compiled through citizen science, it integrates verified records from the NUMIS database of De Nederlandsche Bank, archaeological excavation reports, and published literature. Coins are classified into five successive 150-year chronological phases and grouped by issuer groups: Byzantine, Merovingian, Anglo-Frisian, Carolingian, Holy Roman, Episcopal, and others. The dataset is limited to single coins (stray finds and excavation coins); coin hoards are excluded.
DOI: 10.6084/m9.figshare.31387345.v7
title: Nijmegen Coinage 450–1200 CE: The Numismagus Dataset [Dataset]

description: The Numismagus Dataset comprises 97 single coins dating from 450 to 1200 CE recovered within the municipal boundaries of Nijmegen, the Netherlands. Compiled through citizen science, it integrates verified records from the NUMIS database of De Nederlandsche Bank, archaeological excavation reports, and published literature. Coins are classified into five successive 150-year chronological phases and grouped by issuer groups: Byzantine, Merovingian, Anglo-Frisian, Carolingian, Holy Roman, Episcopal, and others. The dataset is limited to single coins (stray finds and excavation coins); coin hoards are excluded.
DOI: 10.6084/m9.figshare.31387345.v6
title: Nijmegen Coinage 450–1200 CE: The Numismagus Dataset [Dataset]

description: The Numismagus Dataset comprises 97 single coins dating from 450 to 1200 CE recovered within the municipal boundaries of Nijmegen, the Netherlands. Compiled through citizen science, it integrates verified records from the NUMIS database of De Nederlandsche Bank, archaeological excavation reports, and published literature. Coins are classified into five successive 150-year chronological phases and grouped by issuer groups: Byzantine, Merovingian, Anglo-Frisian, Carolingian, Holy Roman, Episcopal, and others. The dataset is limited to single coins (stray finds and excavation coins); coin hoards are excluded.
DOI: 10.5281/zenodo.18129123
title: Efficacy of MtrE Loop2-specific vaccine and mAb
DOI: 10.5281/zenodo.18299647
title: Data for Tuning of quantum dots in micropillar cavities for hybrid photonic interfaces

description: Raw data supporting the analysis performed in the research paper: "Tuning of quantum dots in micropillar cavities for hybrid photonic interfaces"

Data containing the spectra of two semiconductor QDs in micropillar cavities going through three different tuning processes:



Thermal tuning: Sample is heated via the temperature controllers of the cryostat from 5 K to 30 K and the microphotoluminescence (PL) spectra of the dots is recorded at each step.

In situ laser processing (ILP): The micropillars containing each QD are illuminated with a high-power processing laser a 532 nm. At each step the power is increased reaching up to 9W/cm^2. The PL spectra is recorded at each step.

Nitrogen deposition: nitrogen is inserted with a fixed volume and pressure in the cryostat chamber and after a thermalization time the PL spectra is recorded. At each step the same volume of nitrogen is inserted.


All the tuning processes create a red shift of the emission wavelength of the QDs.
DOI: 10.34804/supra.20210928183
title: Cucurbiturils Substituted on the Methylene Bridge

description: Cucurbit[6]uril (CB[6]) with a substituent attached solely to one methylene bridge was prepared for the first time. The monosubstituted CB[6] undergoes self-assembly to form a cyclic tetramer in the solid state. The affinity of the monosubstituted CB[6] to a series of alkylammonium salts was measured revealing a minor effect of the substituent on the binding properties of the macrocycle.
DOI: 10.5281/zenodo.18319462
title: Ultrasensitive ctDNA monitoring reveals early predictors of immunotherapy response in advanced cancer

description: These code and data are in support of the manuscript "Ultrasensitive ctDNA monitoring reveals early predictors of immunotherapy response in advanced cancer". Here we demonstrate that early ctDNA kinetics predict long-term outcomes across advanced cancers treated with ICIs. The ability to detect ultra-low ctDNA levels proved critical for accurate minimal residual disease assessment, even in this heavily pretreated cohort. These results establish high-sensitivity ctDNA monitoring as an essential tool for precise, real-time evaluation of ICI response to guide clinical decision-making.
DOI: 10.6084/m9.figshare.31438257
title: Acetaldehyde–acetaldehyde, formaldehyde–formaldehyde, pyrrole–pyrrole, and acetaldehyde/formaldehyde–pyrrole H-bonds: quantum chemical calculations

description: The significance of classical N-H…O, and non-classical N-H…π, C-H…O, and C-H…π H-bonds in biological processes is well-known. These H-bonds in the acetaldehyde, formaldehyde, and pyrrole self-associates, and acetaldehyde/formaldehyde–pyrrole heteroassociates have been characterized using quantum chemical parameters such as second-order perturbation energy, electron density, Laplacian of electron density, etc. All the criteria proposed for H-bonds in literature are not found to be strictly adhered by these H-bonds. Significant differences in the computed theoretical parameters between classical N-H…O, and the non-classical C-H…O/N-H… π/C-H… π H-bonds are observed.
DOI: 10.6084/m9.figshare.31438257.v1
title: Acetaldehyde–acetaldehyde, formaldehyde–formaldehyde, pyrrole–pyrrole, and acetaldehyde/formaldehyde–pyrrole H-bonds: quantum chemical calculations

description: The significance of classical N-H…O, and non-classical N-H…π, C-H…O, and C-H…π H-bonds in biological processes is well-known. These H-bonds in the acetaldehyde, formaldehyde, and pyrrole self-associates, and acetaldehyde/formaldehyde–pyrrole heteroassociates have been characterized using quantum chemical parameters such as second-order perturbation energy, electron density, Laplacian of electron density, etc. All the criteria proposed for H-bonds in literature are not found to be strictly adhered by these H-bonds. Significant differences in the computed theoretical parameters between classical N-H…O, and the non-classical C-H…O/N-H… π/C-H… π H-bonds are observed.
DOI: 10.5281/zenodo.10559297
title: Rock glacier inventory for Jammu, Kashmir, and Ladakh, western Himalaya, India

description: The data repository contains a comprehensive inventory of 5492 rock glaciers of the western Himalayan regions of Jammu, Kashmir and Ladakh. The rock glacier inventory is characterized by 22 attributes following standards of International Permafrost Association and Jones et al. (2018). The inventory is available as polygon and point in JPKG and KMZ formats.
DOI: 10.5281/zenodo.17122969
title: Ecosystem service capacity matrix by land use and marginal/sensitive land contexts for Wallonia, based on expert consensus

description: This dataset contains three annexes supporting the article Beyond surface change: soil vulnerability and ecosystem service loss under artificialisation in Wallonia. It provides the complete ecosystem service capacity matrix for Wallonia (2007–2018), together with detailed descriptions of its structure and classifications.





Suppl. material 1. Description of matrix rows and correspondence with the EU Ecosystem Typology. This table presents an overview of the matrix rows and their alignment with the EU ecosystem classification used in the environmental accounting framework.




Suppl. material 2. Description of matrix columns and their alignment with the CICES classification (v5.2) and IPBES “Nature’s Contribution to People”. This table details the matrix columns and their links to the European CICES classification (v5.2) and the IPBES framework.




Suppl. material 3. Ecosystem service capacity matrix by land use and marginal/sensitive land contexts for Wallonia, based on expert consensus. This table presents the full capacity matrix, including the detailed list of spatial planning units (rows) and ecosystem services (columns), providing a comprehensive view of the typology and scoring system used.



The dataset is released under a CC-BY 4.0 license and is intended to support transparency, reproducibility, and reuse in ecosystem service research and environmental accounting.
DOI: 10.5281/zenodo.17121566
title: Exploring the utility of temporal information in improving invasive alien tree mapping using Sentinel-2 imagery in the Global South

description: This page contains the code used in the study "Exploring the utility of temporal information in improving invasive alien tree mapping with Sentinel-2 imagery in southern Africa ". The aim of this work was to compare different methods to improve the accuracy of mapping invasive alien trees. This study assessed the effectiveness of different temporal approaches using Sentinel-2 imagery in the Grassland Biome of southern Africa. Using a Random Forest classifier trained and validated with field-collected data, four temporal approaches were compared: a single date to match the fieldwork campaign (in this case in the dry season), a single date to maximize phenological differences (the flowering of invasive wattle), all the scenes available in the calendar year relating to the fieldwork, and monthly composites for the same year.

Treatments 

1.       Fieldwork date: Single (Scenes before fieldwork mosaicked into one image)

2.       Phenological date: Single (Scenes from August mosaicked to highlight phenological contrasts).

3.       2023: All scenes Multiple  (All scenes used to generate a median annual composite).

4.       2023: Monthly composites (Monthly composites for 2023)

Contents



Python and Javascript: Codes used for each classification for each treatment .

Training data: Field-collected training data points used to train the classifier.

Classification results: GeoTIFF files showing the classification outputs for each dataset.

Metadata document: A detailed explanation of each dataset.


 

Data accessibily 

To ensure replicability, we provide the training datasets and code used in this study. Access to imagery is as follows:



Sentinel-2: Freely available (for example on Google Earth Engine)
DOI: 10.5281/zenodo.16597683
title: Datasets for "Robustness and Performance of the CPRW Preconditioner in Reservoir Simulation:A Theoretical and Experimental Study"

description: This repository contains eight benchmark datasets used to evaluate the CPRW preconditioner in large-scale reservoir simulations. The cases include synthetic and field-scale models with multiphase flow, thermal coupling, and strong well–reservoir interactions. All files are compatible with the OPM Flow simulator and support reproducible testing of solver robustness, convergence, and parallel scalability.
DOI: 10.34804/supra.20220629453
title: Host–guest accelerated photodimerisation of anthracene-labeled macromolecules in water

description: The rate enhancement of the [4 + 4]-photodimerisation of anthracene through a host–guest templation strategy in water is presented and applied to polymer ligation and cross-linking. The macrocycle cucurbit[8]uril (CB[8]) tethers together two anthracene moieties in a face-to-face π–π-stack arrangement, which
DOI: 10.34804/supra.20210928131
title: Complexation thermodynamics between butyl rhodamine B and calix[n]arenesulfonates (n=4, 6, 8)

description: null
DOI: 10.34804/supra.20210928396
title: Determination of Binding Constants of Hydrogen-Bonded Complexes by ITC, NMR CIS, and NMR Diffusion Experiments

description: Abstract The host–guest complex formation between barbital and various acylaminopyridyl isophthalamides (Hamilton receptors) has been determined quantitatively. The syntheses of nine isophthalamide...
DOI: 10.6084/m9.figshare.31431560
title: Protective effect of Salvia Miltiorrhiza Injection on myocardial injury in rats with haemorrhagic shock resuscitated by HBOC-CHP01

description: This study investigated whether Salvia Miltiorrhiza Injection (SMI) could mitigate acute myocardial injury following resuscitation from severe haemorrhagic shock with the hemoglobin-based oxygen carrier HBOC-CHP01. Network pharmacology was first used to predict SMI’s potential mechanisms. In vivo, a 50% severe haemorrhagic shock model was induced in rats, which were then resuscitated with either HBOC-CHP01 alone (n=12) or HBOC-CHP01 plus SMI (8.0 ml/kg, n=12). Subgroups were assessed for 72-hour survival, blood parameters, and myocardial tissue injury at 24 hours post-resuscitation. Network pharmacology identified 189 potential targets, with AKT1, CASP3, and HIF-1α among the core candidates. In vivo, while 72-hour survival was unchanged, SMI significantly reduced plasma cardiac injury markers (AST, LDH, CK, cTnI) at 24 hours post-resuscitation compared to HBOC-CHP01 alone. Histological analysis revealed markedly reduced myocardial inflammation and apoptosis in the SMI-treated group. This cardioprotection was associated with significant upregulation of myocardial Nrf2 and HO-1, alongside reduced reactive oxygen species and myeloperoxidase levels. In conclusion, SMI reduces myocardial injury after HBOC-CHP01 resuscitation in haemorrhagic shock rats, primarily by activating the Nrf2/HO-1 antioxidant pathway, suggesting its potential as an adjunctive therapy to improve the safety of hemoglobin-based oxygen carriers.
DOI: 10.6084/m9.figshare.31431560.v1
title: Protective effect of Salvia Miltiorrhiza Injection on myocardial injury in rats with haemorrhagic shock resuscitated by HBOC-CHP01

description: This study investigated whether Salvia Miltiorrhiza Injection (SMI) could mitigate acute myocardial injury following resuscitation from severe haemorrhagic shock with the hemoglobin-based oxygen carrier HBOC-CHP01. Network pharmacology was first used to predict SMI’s potential mechanisms. In vivo, a 50% severe haemorrhagic shock model was induced in rats, which were then resuscitated with either HBOC-CHP01 alone (n=12) or HBOC-CHP01 plus SMI (8.0 ml/kg, n=12). Subgroups were assessed for 72-hour survival, blood parameters, and myocardial tissue injury at 24 hours post-resuscitation. Network pharmacology identified 189 potential targets, with AKT1, CASP3, and HIF-1α among the core candidates. In vivo, while 72-hour survival was unchanged, SMI significantly reduced plasma cardiac injury markers (AST, LDH, CK, cTnI) at 24 hours post-resuscitation compared to HBOC-CHP01 alone. Histological analysis revealed markedly reduced myocardial inflammation and apoptosis in the SMI-treated group. This cardioprotection was associated with significant upregulation of myocardial Nrf2 and HO-1, alongside reduced reactive oxygen species and myeloperoxidase levels. In conclusion, SMI reduces myocardial injury after HBOC-CHP01 resuscitation in haemorrhagic shock rats, primarily by activating the Nrf2/HO-1 antioxidant pathway, suggesting its potential as an adjunctive therapy to improve the safety of hemoglobin-based oxygen carriers.
DOI: 10.34804/supra.20220628438
title: Modelling the luminescence of iridium cyclometalated complexes encapsulated in cucurbituril

description: A new quantitative model is developed for the luminescence of aqueous solutions of cyclometalated iridium complexes encapsulated in Q[10].
DOI: 10.5281/zenodo.17284993
title: Digital Elevation Models of Anak Krakatau (Indonesia) for 1919-2023

description: Supplementary Materials for: Forecasting future instability hazards at Anak Krakatau volcano, Indonesia, using archival reconstructions of edifice evolution
DOI: 10.5281/zenodo.17069403
title: Dataset of the research article entitled "Lytic polysaccharide monooxygenases catalyze the signamtropic rearrangement of oxonium ylides"
DOI: 10.5281/zenodo.18790775
title: Dataset for: The Illusion of Competence: Self-Perceived Digital Literacy and AI Readiness Among Spanish Secondary Students.

description: This dataset contains the anonymized survey responses of 275 secondary school students (aged 12-16) from Spain and Ireland, collected between late 2025 and early 2026. The research investigates the gap between self-perceived and actual digital competencies among the so-called "Smartphone Generation," measuring their skills across passive consumption and active technological creation.

Please refer to the attached README.md file for the complete Codebook, methodology, and the English translation of all variables.
DOI: 10.5281/zenodo.16902404
title: CRNA and LncRNA Dataset

description: Dataset for CLnc-Pred
DOI: 10.5281/zenodo.14686035
title: Response of the major soil fungal phyla (18S DNA copy numbers) to prolonged drought and soil wetness variable temperatures. Simulation in Phytotron

description: This data set belongs to a study on the soil microbial response to altered temperature and moisture conditions, simulating scenarios relevant to the central-eastern Po Valley, Italy.

Experimental Design:



Temperature: Two spring temperatures were simulated: +2°C and -2°C relative to the average.

Moisture: Prolonged drought (20% of field capacity-FC), prolonged wet (above FC), and moderate drought (50% FC) were tested.

Soil: Loam-silty soil from a ploughed and an unploughed field was used.

Microbes: Total fungi and the two main fungal phyla occurring in top soil (Ascomycota and Basidiomycota) were quantified, respectively, with general and specific primers of the18S ribosomal RNA region using digital PCR. Total  bacteria were quantified with general primers of the 16S ribosomal RNA region using Real-Time PCR. 


Procedure:



Wheat seedlings were grown in pots for 15 days at 22°C and 50% FC.

Two 60-day experimental periods followed, with the designated temperature and moisture conditions.

Soil samples were collected from the rhizosphere of wheat plants at the end of each 60-day cycle.
DOI: 10.5281/zenodo.17521246
title: Constructing structure-property maps using high-throughput experiments and machine learning

description: Manuscript under review: Constructing structure-property maps using high-throughput experiments and machine learning
DOI: 10.5281/zenodo.12926735
title: Disentangling Heat-or-Eat Dilemma: Data and Code

description: Data and code used to conduct research about the risk of energy poverty, particularly on the heat-or-eat dilemma.

"_Metadata" files contain all needed info to read and run the respective code and data to reproduce authors' results and conduct research on the topic.
DOI: 10.5281/zenodo.17102323
title: Ultrasensitive ctDNA monitoring reveals early predictors of immunotherapy response in advanced cancer

description: These code and data are in support of the manuscript "Ultrasensitive ctDNA monitoring reveals early predictors of immunotherapy response in advanced cancer". Here we demonstrate that early ctDNA kinetics predict long-term outcomes across advanced cancers treated with ICIs. The ability to detect ultra-low ctDNA levels proved critical for accurate minimal residual disease assessment, even in this heavily pretreated cohort. These results establish high-sensitivity ctDNA monitoring as an essential tool for precise, real-time evaluation of ICI response to guide clinical decision-making.
DOI: 10.34804/supra.2021092866
title: A host-guest drug delivery nanosystem for supramolecular chemotherapy

description: null
DOI: 10.5281/zenodo.15689434
title: Morphological Informality Modelled Dataset in Nairobi, Kenya

description: This dataset represents the difference between planned and unplanned areas of the city as an indication of urban deprivation. Areas with higher levels of morphological informality are related to more deprived areas.Produced as part of the IDEAMAPS Data Ecosystem project, the work was supported, in whole or in part, by the Bill & Melinda Gates Foundation INV-045252. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the Bill & Melinda Gates Foundation.
DOI: 10.5281/zenodo.18429066
title: Curated dataset of Fabaceae taxa occurring in Mozambique, supporting a Manuscript Submitted to Symbiosis (Springer)

description: This dataset accompanies a manuscript submitted to Symbiosis (Wiley). It includes a curated list of Fabaceae taxa occurring in Mozambique, with information on their subfamilies, native status, growth form, IUCN conservation status, ecoregions, and nodulation status.

The dataset will be made publicly available upon acceptance of the manuscript.

File contents:



excel file: "Supplementary_Data_Table S1.xlsx" (with the dataset and consulted sources)

txt file: "README.txt" (with metadata and column description)
DOI: 10.5281/zenodo.15490183
title: Integrating Satellite Data into Meso-scale Habitat Modeling for Non-perennial Rivers and Streams

description: This folder contains the data collected and processed for the research article titled Integrating Satellite Data into Meso-scale Habitat Modeling for Non-perennial Rivers and Streams. In addition to the data, the MATLAB codes used to generate the main results and reproduce the figures presented in the paper are also included.
DOI: 10.5281/zenodo.17365725
title: Efficient Broadband Terahertz Generation by Above-Band-Gap Excitation of the Pyroelectric ZnSnN2

description: Data for the publication "Efficient Broadband Terahertz Generation by Above-Band-Gap Excitation of the Pyroelectric ZnSnN2" published in Advanced Optical Materials (2025). The datasets are provided for Figures 2- 5.
DOI: 10.5281/zenodo.15688932
title: Morphological Informality Modelled Dataset in Lagos, Nigeria

description: This dataset represents the difference between planned and unplanned areas of the city as an indication of urban deprivation. Areas with higher levels of morphological informality are related to more deprived areas.Produced as part of the IDEAMAPS Data Ecosystem project, the work was supported, in whole or in part, by the Bill & Melinda Gates Foundation INV-045252. Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The findings and conclusions contained within are those of the authors and do not necessarily reflect positions or policies of the Bill & Melinda Gates Foundation.
DOI: 10.5281/zenodo.17130540
title: Dataset related to "Beneficial effects of synthetic torpor in a fast-progressing mouse model of amyotrophic lateral sclerosis"

description: Dataset related to the publication.
DOI: 10.5281/zenodo.17546789
title: Data for article "Warming-induced shifts in phytoplankton carbon release are species-dependent"

description: Results of an experiment with axenic microalgae cultures under warming conditions.
DOI: 10.5281/zenodo.14950576
title: CaribbeanPitcairniaTargetedCapture

description: Targete Sequence Capture data obtained with Bromeliad1776. Library prep with Kapa Hyper Plus and Adapterama. Paired end read processed on Illumina NovaSeq 6000
DOI: 10.5281/zenodo.17885846
title: The effect of adsorbate induced surface strain on oxygen island formation on platinum surfaces

description: DFT-RPBE relaxed structures of oxygen atoms on Pt(111)
DOI: 10.5281/zenodo.17069373
title: Dataset for the research article entitled "Carbohydrate Binding Modules as Scaffolds for the de novo Design of Catalytically Active Metallopeptides"