cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48804/8vypga
title: Data on the evolution of student-teachers' beliefs, attitude and engagement towards educational research during teacher education

description: This dataset contains the quantitative (and some qualitative) data from two (linked) surveys: almost identical online questionnaires on beliefs, attitude and planned engagement towards educational research were filled out by student-teachers before and after a course on educational research during their Master of Teaching Programme.
DOI: 10.48804/sveabm
title: Replication Data for: Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio Sensors

description: This repository includes the data for reproducing the results of the paper: "Self-Learning for Personalized Keyword Spotting on Ultra-Low-Power Audio Sensors". In this work, we recorded a dataset of speech samples with our microphone sensor after replaying a subset of data from the HeySnips dataset using a speaker.
The collected speech data (total of 400 samples) are split between a testset and a trainset, both including "Hey Snips" utterances and non-"Hey Snips" utterances. 
In particular, the data of the testset is composed by recordings from 20 random speakers from the original testset. 
After the recording, the data were fed to our DNN models deployed on devices. 
Initially, a per-speaker prototype vector is computed by feeding three audio recordings of the target keywords. 
Next, the audio tracks of the training set are processed with a sliding window approach to compute the distance with respect to the prototype and assign pseudo-labels for the self-learning task.

The dataset is, therefore, composed of two main partitions. First, the "recorded_speech_data" includes the audio recordings. Note that this dataset is under restricted access to not violate the terms of access of the original dataset. Second, the "processed_outputs" includes the output of the processing, i.e. the measured distances.
By using the dataset in combination with the associated code, every user will be able to reproduce the results of the paper.
DOI: 10.48804/tvjafe
title: Trajectory files for the heliospheric model Icarus

description: This dataset contains files describing trajectories of planets in the solar system and several satellites needed for running the heliospheric model Icarus. The files allow the model to track the positions of the objects during the simulation and to save data specifically for the object locations at each point in time. The files can be downloaded using a Python script (provided as part of Icarus) which downloades only the files necessary for given time.
DOI: 10.15468/dl.wqy2je
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Strobilanthes kunthiana (Wall. ex Nees) T.Anderson ex Benth."
 ]
}

 The dataset includes 75 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001724-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48804/fowj9a
title: Replication Data for: Tuning the Crystallinity of a Metal-Organic Coordination Network at the Liquid-Solid Interface

description: The purpose of this data set is to give the reader access to the experimental data used in the publication "Tuning the Crystallinity of a Metal-Organic Coordination Network at the Liquid-Solid Interface​" ( DOI: https://doi.org/10.1021/jacs.4c17152). This folder contains:
- A dataset of scanning tunnelling microscopy (STM) images.
- A dataset of atomic force microscopy (AFM) images.
- A dataset of liquid (AFM) images.
- A dataset of UV-vis absorption spectroscopy data.
- A dataset of X-ray photoelectron spectroscopy (XPS) data.
- Quantitative analysis files used for a systematic study of the effect of temperature on the crystallinity of the metal-organic coordination network (MOCN) under investigation.
- Persistent homology (PH) computation output data.
description: CasaXPS (XPS), 2.3.27
description: ESCApe (XPS), 1.5.1051
description: SPIP (STM, AFM), 6.5.1
description: Gwyddion (AFM), 2.56
description: SpectraGryph (UV-vis), 1.1.1
description: HyperChem Professional (Molecular Models), 8.0.1
DOI: 10.48804/toddck
title: Characterization of in vitro model based on primary culture of human mammary epithelial cells (hMECs): barrier integrity and functionality of transport routes.

description: This data set contains results related to the characterization of an appropriate in vitro model for the human blood milk barrier. The aim of the present study was to develop and characterize a human cell-based in vitro model capable of quantifying transfer of xenobiotics across the blood milk barrier. In the present study, both primary mammary epithelial cells (hMECs) and immortalized cell lines (MCF-7, MCF-10A and PMC42-LA) were evaluated for this purpose. The results (transepithelial electrical resistance and sodium fluorescein leakage) showed that hMECs formed a tight barrier after +/- 35 days of culture on transwell inserts in the presence of 10 % Fetal bovine serum (FBS). Indeed, epithelial morphology and presence of tight junctions was confirmed in the model. In the present study, the human cell lines did not form a tight barrier in a reproducible manner under the evaluated culture conditions (Monolayer_integrity_cell_models.ods). In addition, primary cells are the most biorelevant model. Therefore, hMECs were suggested as appropriate model for the human blood milk barrier. Furthermore, the apparent permeability of probe substrates for different transport routes were evaluated in three independent experiments (Permeability_L016.ods, Permeability_L018.ods, Permeability_L021.ods). Probe substrates were fexofenadine hydrochlode for P-glycoprotein, CDFDA for multidrug resistance-associated protein (MRP2/3, ABCC2/3), sulfasalazine for breast cancer resistance protein (BCRP, ABCG2), methotrexate hydrate for organic anion Transporter (OAT, SLC22A6/7/8/9) function, atenolol for paracellular transport, propranolol hydrochloride for passive transcellular transport, and metformin hydrochloride for organic cation transporter (OCT, SLC22A1/2/3). The results show that the model differentiates between the paracellular and transcellular transport route. However, the probe substrates used in the current study suggest limited function of carrier-mediated transport routes (OCT, OAT, P-gp, MRP and BCRP) in the hMECs in vitro model. The integrity of the monolayer was confirmed after the expeirments by measurement of the transepithelial electrical resistance and sodium fluorescien leakage. These results were partly in agreement with mRNA array data also generated for the current in vitro model. Altough future efforts should further clarify the role of membrane transporters, the hMECs in vitro model shows potential to evaluate the permeability of medicines across the blood-milk barrier. 

Project Info: 
ConcePTION (Building an ecosystem for better monitoring and communicating safety of medicines use in pregnancy and breastfeeding: validated and regulatory endorsed workflows for fast, optimised evidence generation), funded by European Union, Horizon 2020 Programme (call H2020-JTI-IMI2-2017-13-two-stage). Grant Agreement num. 821520; https://www.imi-conception.eu/. 
Nina Nauwelaerts received a PhD scholarship by Research-Foundation-Flanders (1S50721N).
DOI: 10.48804/71o89y
title: Replication Data for: Coupled-Cluster Treatment of Complex Open-Shell Systems: The Case of Single-Molecule Magnets

description: This dataset includes comprehensive resources for a project analyzing electronic states and magnetic properties of molecular magnets using coupled-cluster methods. It contains input and output data files, summary reports, visualizations, and custom scripts, offering a complete suite for reproducing and exploring the project findings.
DOI: 10.48804/wh9opq
title: Replication Data for: Validation of SOLPS-ITER and EDGE2D-EIRENE simulations for H, D, and T JET ITER-like wall low-confinement mode plasmas

description: This dataset contains the SOLPS-ITER simulation results and required setup files for the JET L-mode plasmas of this publication. There is a separate tarball for results with the 3.0.8 structured version and the unstructured extended grid version. SOLPS-ITER users can extract these files in their $SOLPSTOP/runs directory and they can continue running the simulations starting from the plasma state in b2fstati. The plasma state of b2fstati is used to obtain the plots in the paper.
DOI: 10.48804/0uxaxq
title: Replication Data for: AuCu bimetallic nanocluster-modified titania nanotubes for photoelectrochemical water splitting: composition-dependent atomic arrangement and activity

description: The purpose of this data set is to give the reader access to the (untreated) experimental data used in the publication "AuCu bimetallic nanocluster-modified titania nanotubes for photoelectrochemical water splitting: composition-dependent atomic arrangement and activity" (DOI: 10.1039/d4nr03219e). 
The data set is organised in subfolders that contain SEM images of the titania nanotubes and their decoration with AuCu nanoclusters, x-ray spectoelectron spectroscopy, photoluminescence spectra, uv-vis spectra, x-ray diffraction data, and the photoelectrochemical characterisation. Considered samples are bare titania nanotubes (TNT), nanotubes covered with pure gold or copper nanoclusters, and nanotubes covered with alloy AuCu nanoclusters with atomic compositions 25%-75%, 50%-50 and 75%-25%.
DOI: 10.48804/rbgibf
title: Replication Data for: Evens, M., Arteconi, A. (sup.) (2024). Heat pump control and behavioural characterisation under energy flexibility services.

description: Data for the PhD dissertation: “Heat pump control and behavioural characterisation under energy flexibility services.” The dataset holds simulation models and experimental result files, and is meant for replication purposes. An extensive description of the exact content of each file in the dataset can be found in the Readme file. Regarding the simulation models (.mo files), these include detailed, dynamic simulation models of residential buildings heated by a heat pump system. The internal heat pump control logics already implemented by the heat pump manufacturer are also modelled. The main aim of these simulation models is to investigate the role of the internal heat pump control on the operational heat pump behaviour, both under normal and energy flexible behaviour. The PhD project also used a hardware-in-the-loop set-up to collect experimental data, for which the Python script to control the lab infrastructure is also given. Concerning the experiments, the collected data holds the raw experimental data (both setpoints and measurements) with a time resolution of fifteen seconds.
DOI: 10.48804/vkqvff
title: Multimodal mockery in face-to-face interaction: on the negotiation of nonseriousness and stance

description: This dataset was analyzed as part of the dissertation entitled "Multimodal mockery in face-to-face interaction: on the negotiation of nonseriousness and stance". The dataset contains the extracted annotations of video corpora and gaze behavior measures for quantitative analysis, R script to reproduce the results and figures for the dissertation, and two example video clips to illustrate the corpora. 

The dissertation investigates the ubiquitous phenomenon of mockery as a case study of complex stancetaking. The starting point is the observation that stancetaking, the expression of our attitudes toward the world around us, is inherently multimodal. What is missing, however, is a multimodal and interactional analysis of more complex forms of stancetaking. Mockery presents an intriguing case to explore this, as it involves a layered constellation in which a stance on a serious layer is heightened, diminished, or inverted on a non-serious layer. 
Using three video corpora of spontaneous triadic interactions between friends, the dissertation examines the role of bodily-visual resources in negotiating stance and nonseriousness in sequences of mockery. 1556 cases of mockery were identified, which were analyzed in three empirical studies on initiating, managing, and elaborating the mockery. Taking a primarily qualitative and sequential approach, these studies show that bodily-visual resources contribute to the negotiation of mockery in interaction: They perform a range of functions, including stancetaking and alignment, managing the participation framework, and depicting and indexing personae. As a whole, this dissertation contributes to the growing body of work on multimodal stancetaking, and provides a basis for a systematic integration of multimodality in the study of humor in interaction.
DOI: 10.48804/ect1ps
title: Relational Database of the International Astronomical Union

description: Relational Database of people, events and organisational bodies related to, or organised, by the International Astronomical Union (IAU) 1922-1991. The dataset was compiled on Nodegoat as part of the ERC-funded research project: Global Academies (Project Reference: 101042343).
DOI: 10.48804/vlodk1
title: Replication Data for: High-resolution in-situ photo-irradiation MAS NMR: Application to the UV-polymerization of n butyl acrylate

description: This dataset contains NMR data files that were included in the peer-reviewed journal article: T.J.N.Hooper, R. de Oliveira-Silva, D. Sakellariou, High-resolution in-situ photo-irradiation MAS NMR: Application to the UV-polymerization of n butyl acrylate,
Journal of Materials Chemistry A, (under review). 
A link to this dataset is provided in the Data Availability Statement of the article to adhere to the author guidelines of the Royal Society of Chemistry. The NMR data is used in the article to demonstrate a modified MAS NMR probe and windowed rotor that allows in-situ MAS NMR of samples under continuous irradiation. The 1H and 13C NMR data is used to follow the UV initiated polymerization reaction on n-butyl acrylate.
DOI: 10.48804/7zglxv
title: The gut microbiome causally contributes to interspecific differences in pesticide sensitivity

description: Explaining interspecific differences in pollutant sensitivity is key to increasing the predictive power of ecotoxicology. Besides species traits, the gut microbiome may provide an untested additional predictive factor since its ability to co-determine the host’s defence system against stressors. Therefore, we investigated the gut microbiome’s causal role in shaping differences in pesticide sensitivity between two congeneric damselfly species. After an antibiotic treatment, reciprocal gut microbiome transplants were performed between pesticide-sensitive Ischnura elegans and more tolerant I. pumilio larvae, followed by exposure to chlorpyrifos or a solvent control. The gut microbiome, which was determined by 16S rRNA gene amplicon sequencing, of both species included pesticide-degrading bacteria, but also showed shared and species-specific responses to the pesticide. Notably, the most pesticide-sensitive combination, with the highest pesticide-induced mortality, consisted of I. elegans larvae receiving I. elegans donor gut microbiota, whereas the least sensitive combination consisted of I. pumilio larvae receiving I. pumilio donor gut microbiota, whereby the pesticide did not increase larval mortality. The two mixed donor-recipient microbiome combinations resulted in an intermediate sensitivity. Our results provide, to our knowledge, the first proof-of-evidence that the gut microbiome causally contributes to species differences in pesticide sensitivity.
DOI: 10.48804/fjlytn
title: Fusion Assay of Bovine Myoblasts Subcultured with Nattokinase vs Trypsin

description: This raw dataset represents immunofluorescent images of myogenically differentiated primary fetal bovine myoblasts over the course of six passages (P1, P3, P6). The objective was to compare myogenic differentiation of the cells subcultured with nattokinase to the cells subcultured with trypsin.
DOI: 10.48804/n5zpob
title: Replication Data for: COHERENS-SWAN COUPLED-SET

description: This dataset contains the files necessary to replicate all test cases of the COHERENS-SWAN coupled-set.
It includes the compilation bash files, fortran code files and raw files of case specifiec data. 
It does not include the original codes of COHERENS and SWAN numerical models. These open source models need to be obtained directly from the corresponding institute. 
The current data set does also not include the wind and pressure data fields. Those can be obtained directly through the ECMWF services.
DOI: 10.48804/pcgu99
title: COherent Sampling ring Oscillator (COSO) based True Random Number Generator (TRNG)

description: This dataset provides a reference implementation of the COherent Sampling ring Oscillator (COSO) based True Random Number Generator (TRNG), leveraging configurable Ring Oscillators (ROs). It includes raw measurement data to support the flexibility and portability claims associated with the TRNG design. Figure generation scripts are provided to visualize the raw measurement data, and stochastic model simulation scripts are included to explore the entropy-throughput tradeoff.
DOI: 10.48804/p6cfbl
title: Replication Data for: Does a real-life cognitively enriched walking program “Take a walk with your brain” benefit cognitive functioning and physical activity in community-dwelling older adults? A randomized controlled trial.

description: Replication data for the paper "Does a real-life cognitively enriched walking program “Take a walk with your brain” benefit cognitive functioning and physical activity in community-dwelling older adults? A randomized controlled trial". This contains a dataset in csv format with the data on cognitive functioning and physical activity. Furthermore, an R script is included which was used for the linear mixed models.
DOI: 10.48804/ufujkm
title: Unlinkable Policy-Compliant Signatures for Compliant and Decentralized Anonymous Payments
title: Unlinkable PCS

description: Policy-compliant signature (PCS) schemes are enhanced signature schemes that enable policy enforcement (a joint predicate on sender and receiver attributes) via signatures while ensuring full privacy of each user's attributes. Unlinkable PCS (ul-PCS) further adds the capability that a user can refresh its public key (without the need to contact a credential issuer) to break any link to their previous activities.

This repository contains a prototype, that is, an implementation of PCS (based on policies specified by inner-product relations), and several implementations for ul-PCS (for different policy classes). While a lot of effort has gone into this work, being a prototype means that the code should be used for testing purposes only, and should not be used in a productive environment without further external and professional audits.
DOI: 10.15468/dl.epdgdf
title: Occurrence Download

description: A dataset containing 75 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is India",
 "TaxonKey is Strobilanthes kunthiana (Wall. ex Nees) T.Anderson ex Benth."
 ]
}

 The dataset includes 75 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001727-250324175209820/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48804/rxi6xq
title: Replication Data for: Differences between NSA 94-106 and IEEE Std. 299 Setups for Low-Frequency Magnetic Shielding Effectiveness Characterization: A Study Using Numerical Simulations

description: This dataset supports a study investigating the practical reasons behind the differences in low-frequency magnetic shielding effectiveness (SE) when characterized using two parallel loops (NSA 94-106) versus two coplanar loops (IEEE Std. 299). It includes simulation data demonstrating how variations in loop radius affect the SE for the NSA 94-106 setup, while showing negligible effects for the IEEE Std. 299 configuration. The dataset also includes differences in wave impedance for both scenarios and the factors contributing to these variations, which ultimately impact the SE.
DOI: 10.48804/v4ivqt
title: Replication Data for: Local explicit interval fields for non-stationary uncertainty modelling in finite element models, 2D case-study

description: This dataset contains the numerical model of a 2D plate model (Matlab file). The plate model can be used to propagate spatial uncertainty on Young's modulus. A read me file in included that contains more details. Solving the numerical model requires an active Matlab license.
DOI: 10.48804/2j9dpy
title: Archival sources on Elisabeth Braderic (c. 1405 - 1452)

description: This datasets contains the transcripts of three archival sources related to Elisabeth Braderic (c. 1405-1452): the marriage contract (1421), the will of her husband Pieter Adornes (1452) and the distribution of her estate (1454)
DOI: 10.48804/iwayw3
title: TRNG Entropy Model in the Presence of Flicker FM Noise
title: Flicker Entropy Model

description: This repository provides a reference implementation for assessing the entropy contribution of flicker FM noise in an Elementary Ring Oscillator (ERO) True Random Number Generator (TRNG). A Monte Carlo simulation script is available to estimate the conditional entropy, given knowledge of the TRNG state. Additionally, it also includes figure generation scripts to visualize the simulated model data.
DOI: 10.48804/8ax5x5
title: Replication Data for: Functional Integrals for a Forward Scattering Dipole Model

description: Source code and example scenes for the PhD thesis 'Functional Integrals for a Forward Scattering Dipole Model' (Roald Frederickx, KU Leuven, 2025)
DOI: 10.48804/mqlu85
title: Compiled MCC2021 d-DNNF Circuits

description: This dataset contains 100 d-DNNF circuits in the &lt;a href="https://github.com/crillab/d4"&gt;D4 NNF format&lt;/a&gt; (i.e. with literals on edges). d-DNNF circuits are propositional logical formulas in deterministic, decomposable, negation normal form. The circuits are obtained using the D4 knowledge compiler on a subset of &lt;a href="https://zenodo.org/records/10012857"&gt;MCC2021&lt;/a&gt; (Track 2). The id's of the specific subset can be found in the dataset. This dataset was used in the paper "The Gradient of Algebraic Model Counting", published at AAAI2025.
DOI: 10.48804/cjkmtk
title: Fast Transciphering Via Batched And Reconfigurable LUT Evaluation
title: Fast Batched Transciphering

description: The purpose of the dataset is to support the findings of the paper in the form of code in C++ and Python/Sagemath.

First, the dataset implements the novel algorithm for homomorphic lookup table evaluation described in the paper (Section 3, Algorithm 8) and all required subroutines.

All subroutines are described in the work or can be accessed through the references which are publicly available.

Then, the dataset contains a first script, demonstrating that parameters chosen by a related work yield a setting in which the cryptographic scheme is not secure. Finally, it contains a second script showing that another algorithm presented in a related work fails to provide the correct result with a very large probability.
DOI: 10.48804/bjpruu
title: Characterization of Oscillator Phase Noise Arising From Multiple Sources for ASIC True Random Number Generation
title: ASIC Jitter Measurement Set-up

description: This repository provides a reference implementation for an on-chip ASIC jitter measurement using Delay Chains (DCs). The complete ASIC architecture, including netlists and layouts, is made available. Additionally, figure generation scripts are included to visualize the measurement data.