cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/hpcs8gnhcp
title: Bridging Digital Divides in Education 5.0: Advancing Equity, Accessibility, and Twenty First Century Skills Development

description: To explore the relationship between Education 5.0 and digital literacy, focusing on how ICT integration enhances teaching effectiveness while addressing challenges like infrastructure gaps, digital inequity, and professional readiness. A survey of 71 teachers and teacher trainees in India examined their use of technology, challenges faced, and strategies adopted. 
Descriptive statistical analysis revealed key insights into the use of teaching devices, digital collaboration tools, and multimedia for student engagement. Findings highlight the need for targeted professional development to address gender disparities, improve ICT skills, and overcome structural barriers, ensuring equity and accessibility in Education 5.0 and empowering educators and learners for a digitally driven future.
DOI: 10.17632/hpcs8gnhcp.1
title: Bridging Digital Divides in Education 5.0: Advancing Equity, Accessibility, and Twenty First Century Skills Development

description: To explore the relationship between Education 5.0 and digital literacy, focusing on how ICT integration enhances teaching effectiveness while addressing challenges like infrastructure gaps, digital inequity, and professional readiness. A survey of 71 teachers and teacher trainees in India examined their use of technology, challenges faced, and strategies adopted. 
Descriptive statistical analysis revealed key insights into the use of teaching devices, digital collaboration tools, and multimedia for student engagement. Findings highlight the need for targeted professional development to address gender disparities, improve ICT skills, and overcome structural barriers, ensuring equity and accessibility in Education 5.0 and empowering educators and learners for a digitally driven future.
DOI: 10.17632/vwhx4rw789.1
title: LDHU3_20.2040

description: Protein of unknown function - conserved; Leishmania donovani (HU3 strain)
DOI: 10.17632/7v39tzj7c9.1
title: Multimodel AI expression

description: Behavior and fNIRS data (beta value), Code
DOI: 10.17632/wzkrczdbhs.1
title: Electricity Price Dataset - EV Charging Recommendation Dataset

description: Electricity Price Dataset is developed based on electricity prices collected from Indian Energy Exchange https://www.iexindia.com/ with a time stamp of 15 minutes every day from January 1, 2022, to January 30, 2024. Dataset is developed such that last 24 hours load data from time of price forecasting with 15-minute block, i.e., total 96 (24*4=90) input features based on price and two more input features like season and status of the day like weekend or weekday. 

Another dataset called EV Charging Recommendation Dataset is developed to build charging recommendation system for EV. This dataset consists of four input features like P/M ratio, battery state, present, and next state of EV. In this dataset, the label column has three values, like 0, 1, and 2. 0 represents G2V recommendation, 1 represents V2G recommendation and 2 represents battery discharging
DOI: 10.17632/f28f9vcvgw.1
title: LDHU3_20.2050

description: tRNA (Uracil-5-)-methyltransferase; Leishmania donovani (HU3 strain)
DOI: 10.17632/n6x82m2bn5.1
title: LDHU3_20.2070

description: Mitochondrial RNA ligase 2 | KREL2; Leishmania donovani (HU3 strain)
DOI: 10.17632/5kst2gcjvz.1
title: LDHU3_20.2080

description: RESC18; Leishmania donovani (HU3 strain)
DOI: 10.17632/fksn547gff.1
title: LDHU3_20.2110

description: Amidohydrolase; Leishmania donovani (HU3 strain)
DOI: 10.17632/79gmtnzn2n.1
title: sequencing data

description: To screen for differentially expressed genes, we established a differentially expressed gene profile using high-throughput microarray technology. Comparative results for all differentially expressed miRNAs are shown in Supplementary File 1. The screening results for differentially expressed miRNAs are shown in Supplementary File 2.
DOI: 10.6084/m9.figshare.28175132
title: Supplementary Material for: Primary Gamma Knife Radiosurgery as a Treatment Option for Hamartoma of Floor of Fourth Ventricle: A case report of Pediatric Hemifacial Spasm

description: Introduction
Pediatric hemifacial spasm (HFS) is rare, presenting early in infancy, and often fraught with subsequent psychomotor and intellectual deficits. Fourth ventricular hamartoma (FVH) is a rare cause of HFS with only 5 cases reported in literature. While Gamma-knife radiosurgery (GKRS) has been used to treat hypothalamic hamartomas, this is the first case of FVH treated with primary GKRS. 

Case Presentation
A two-year-old female presented with persistent episodes of hemifacial spasms and dystonic posturing with an early resistance to medication. Thorough radiological profiling of the fourth ventricular tumor is the suggested tentative diagnosis of FVH. The patient’s guardians refused surgical intervention and gave consent for GKRS aware of the lack of literature on its use in FVH. She underwent frame-based GKRS covering a total target volume of 0.986cc with 13Gy@50% with Leksell Perfexion. The patient showed a phasic response to GKRS with remarkable seizure control at a 1.5-year follow-up. 

Conclusion
Previous studies have suggested that gelastic seizures of hypothalamic hamartoma are comparable to hemifacial spasms of FVH. Our case exemplifies another key similarity between the two, i.e., a near-congruent phasic response to GKRS. This hints at the underlying pathophysiology of HFS in similar pathologies and GKRS as a treatment option in select patients.
DOI: 10.6084/m9.figshare.28175132.v1
title: Supplementary Material for: Primary Gamma Knife Radiosurgery as a Treatment Option for Hamartoma of Floor of Fourth Ventricle: A case report of Pediatric Hemifacial Spasm

description: Introduction
Pediatric hemifacial spasm (HFS) is rare, presenting early in infancy, and often fraught with subsequent psychomotor and intellectual deficits. Fourth ventricular hamartoma (FVH) is a rare cause of HFS with only 5 cases reported in literature. While Gamma-knife radiosurgery (GKRS) has been used to treat hypothalamic hamartomas, this is the first case of FVH treated with primary GKRS. 

Case Presentation
A two-year-old female presented with persistent episodes of hemifacial spasms and dystonic posturing with an early resistance to medication. Thorough radiological profiling of the fourth ventricular tumor is the suggested tentative diagnosis of FVH. The patient’s guardians refused surgical intervention and gave consent for GKRS aware of the lack of literature on its use in FVH. She underwent frame-based GKRS covering a total target volume of 0.986cc with 13Gy@50% with Leksell Perfexion. The patient showed a phasic response to GKRS with remarkable seizure control at a 1.5-year follow-up. 

Conclusion
Previous studies have suggested that gelastic seizures of hypothalamic hamartoma are comparable to hemifacial spasms of FVH. Our case exemplifies another key similarity between the two, i.e., a near-congruent phasic response to GKRS. This hints at the underlying pathophysiology of HFS in similar pathologies and GKRS as a treatment option in select patients.
DOI: 10.5281/zenodo.14621243
title: Input files for "Energetics of Expanded PAM Readability by Engineered Cas9-NG"

description: Input files, topologies, coordinates, harmonic restraints and simulation control files for “Energetics of Expanded PAM Readability by Engineered Cas9-NG”

 



Details for compressed directory "Hybrid_topologies_coordinates_structure_And_Restraint_files"




The directory, "Hybrid_topologies_coordinates_structure_And_Restraint_files" contains sub-directories corresponding to the name of the residues mutated in the alchemical simulation (R1335V, E1219F, D1135V, L1111R, T1337R, T1337R_in_SpCas9R2V,E2F, G1218R, A1322R, All_Mutations).

Within individual mutation directories, five sub-directories are present, which represent five different systems (four complexes with TGG, TGA, TGT, TGC PAM containing, and one free DNA unbound state) for individual mutations.

These sub-directories contain input files, coordinate files, restraint files, scripts, topologies, and structure files for individual systems used for conventional/alchemical simulations (refer to Table S1). 


 



Details for compressed directory "MD_and_FEP_run_scripts"


This directory contains ten subdirectories:



Directories "Minimize" and "Heating" contain NAMD scripts for energy minimization and slow heating to the desired temperature. 

Directories "Eq1, Eq2, Eq3, Eq4" contain NAMD script files for running equilibration at different harmonic restraint conditions. 

Directory "MD" contains the NAMD script file for running 200 ns production dynamics.

Directory "FEP_5ns" contains NAMD script (5ns.namd) for running Free Energy Perturbation (FEP) alchemical simulation of the mutation of interest by using 51 equally spaced λ points from λ=0 to λ=1, with each λ window simulated for 5 ns. 

Directory "tools contain tcl" script file used by 5ns.namd to run Free Energy Perturbation (FEP). 

Directory "toppar" contains topology files and force field parameters for the CHARMM36 force field.
DOI: 10.5281/zenodo.14621244
title: Input files for "Energetics of Expanded PAM Readability by Engineered Cas9-NG"

description: Input files, topologies, coordinates, harmonic restraints and simulation control files for “Energetics of Expanded PAM Readability by Engineered Cas9-NG”

 



Details for compressed directory "Hybrid_topologies_coordinates_structure_And_Restraint_files"




The directory, "Hybrid_topologies_coordinates_structure_And_Restraint_files" contains sub-directories corresponding to the name of the residues mutated in the alchemical simulation (R1335V, E1219F, D1135V, L1111R, T1337R, T1337R_in_SpCas9R2V,E2F, G1218R, A1322R, All_Mutations).

Within individual mutation directories, five sub-directories are present, which represent five different systems (four complexes with TGG, TGA, TGT, TGC PAM containing, and one free DNA unbound state) for individual mutations.

These sub-directories contain input files, coordinate files, restraint files, scripts, topologies, and structure files for individual systems used for conventional/alchemical simulations (refer to Table S1). 


 



Details for compressed directory "MD_and_FEP_run_scripts"


This directory contains ten subdirectories:



Directories "Minimize" and "Heating" contain NAMD scripts for energy minimization and slow heating to the desired temperature. 

Directories "Eq1, Eq2, Eq3, Eq4" contain NAMD script files for running equilibration at different harmonic restraint conditions. 

Directory "MD" contains the NAMD script file for running 200 ns production dynamics.

Directory "FEP_5ns" contains NAMD script (5ns.namd) for running Free Energy Perturbation (FEP) alchemical simulation of the mutation of interest by using 51 equally spaced λ points from λ=0 to λ=1, with each λ window simulated for 5 ns. 

Directory "tools contain tcl" script file used by 5ns.namd to run Free Energy Perturbation (FEP). 

Directory "toppar" contains topology files and force field parameters for the CHARMM36 force field.
DOI: 10.15468/dl.cta95w
title: Occurrence Download

description: A dataset containing 485 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Illicium parviflorum Michx."
 ]
}

 The dataset includes 485 records from 70 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062640-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14623642
title: 0901twotablepatientanddoctortest

description: This dataset is used to test the result FAIRness.

The data are dummy data

access_level:public
DOI: 10.5281/zenodo.14623506
title: 0901twotablepatientanddoctortest

description: This dataset is used to test the result FAIRness.

The data are dummy data

access_level:public
DOI: 10.5281/zenodo.14623507
title: 0901twotablepatientanddoctortest

description: This dataset is used to test the result FAIRness.

The data are dummy data

access_level:public
DOI: 10.5281/zenodo.14623664
title: 0901twotablepatientanddoctortest

description: This dataset is used to test the result FAIRness.

The data are dummy data

access_level:public
DOI: 10.5281/zenodo.14623667
title: frangula_azorica_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.14623668
title: frangula_azorica_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.14328865
title: LIKE-A-PRO_WP6.5_Campaign Results Week Without Meat Belgium 2023 (Semaine Sans Viande/Week Zonder Vlees)

description: As part of the LIKE-A-PRO project, Foundation Week Without Meat Europe (Amsterdam, Netherlands) introduced the behaviour change campaign 'Week Without Meat' in Belgium for the first time in 2023, under the local name 'Week Zonder Vlees' (Flemish)/'Semaine Sans Viande' (French). After the campaign took place, sample research was carried out in order to assess the visibility of the campaign, calculate the number of participants, assess their reasons for participating, participants' intention for behaviour change etc. An online survey was carried out by taking a representative sample of the population (of ca. 1000 people) by research institute Norstat. These reports contain the main findings (in the .pdf file) and the data tables (in the .xlsx file).
DOI: 10.5281/zenodo.14328866
title: LIKE-A-PRO_WP6.5_Campaign Results Week Without Meat Belgium 2023 (Semaine Sans Viande/Week Zonder Vlees)

description: As part of the LIKE-A-PRO project, Foundation Week Without Meat Europe (Amsterdam, Netherlands) introduced the behaviour change campaign 'Week Without Meat' in Belgium for the first time in 2023, under the local name 'Week Zonder Vlees' (Flemish)/'Semaine Sans Viande' (French). After the campaign took place, sample research was carried out in order to assess the visibility of the campaign, calculate the number of participants, assess their reasons for participating, participants' intention for behaviour change etc. An online survey was carried out by taking a representative sample of the population (of ca. 1000 people) by research institute Norstat. These reports contain the main findings (in the .pdf file) and the data tables (in the .xlsx file).
DOI: 10.5281/zenodo.14619668
title: Swiss Art Research Infrastructure - Semantic Reference Data Models

description: This dataset contains the collected Semantic Reference Data Model modelling project of the Swiss Art Research Infrastructure. This dataset is a collection of semantic reference data patterns in the units of fields, collections and models. The SARI SRDM project is meant to provide useful semantic modelling patterns for art and archaeological resesearch, providing set data patterns for modelling multiple reference entities in this domain. The target ontology of the SRDM patterns is CIDOC CRM and extensions. This data in csv format follows the SRDM documentation protocol. The web presentation of these SRDMs can be found at:

https://docs.swissartresearch.net/

This dataset has been funded by the Swiss Art Research Infrastructure.
DOI: 10.5281/zenodo.14619669
title: Swiss Art Research Infrastructure - Semantic Reference Data Models

description: This dataset contains the collected Semantic Reference Data Model modelling project of the Swiss Art Research Infrastructure. This dataset is a collection of semantic reference data patterns in the units of fields, collections and models. The SARI SRDM project is meant to provide useful semantic modelling patterns for art and archaeological resesearch, providing set data patterns for modelling multiple reference entities in this domain. The target ontology of the SRDM patterns is CIDOC CRM and extensions. This data in csv format follows the SRDM documentation protocol. The web presentation of these SRDMs can be found at:

https://docs.swissartresearch.net/

This dataset has been funded by the Swiss Art Research Infrastructure.
DOI: 10.5281/zenodo.14623685
title: RAQAMLI VA AXBOROT TEXNOLOGIYALARI FANINI O'QITISHDA MOBIL TEXNOLOGIYALARIDAN FOYDALANISHNING AHAMIYATI
DOI: 10.5281/zenodo.14623686
title: RAQAMLI VA AXBOROT TEXNOLOGIYALARI FANINI O'QITISHDA MOBIL TEXNOLOGIYALARIDAN FOYDALANISHNING AHAMIYATI
DOI: 10.5281/zenodo.14623559
title: Appendix for "How Programmers Interact with Multimodal Documentation"

description: This artifact contains details of the resources used in the study methodology, and the data analyzed for the paper "How Programmers Interact with Multimodal Documentation" by Deeksha M. Arya, Jin L.C. Guo, and Martin P. Robillard accepted in the Proceedings of the International Conference on Cooperative and Human Aspects of Software Engineering (CHASE) 2025.
DOI: 10.5281/zenodo.14623560
title: Appendix for "How Programmers Interact with Multimodal Documentation"

description: This artifact contains details of the resources used in the study methodology, and the data analyzed for the paper "How Programmers Interact with Multimodal Documentation" by Deeksha M. Arya, Jin L.C. Guo, and Martin P. Robillard accepted in the Proceedings of the International Conference on Cooperative and Human Aspects of Software Engineering (CHASE) 2025.
DOI: 10.17632/m892d2wtzh.1
title: Nonastreda: Multimodal Dataset for Identifying Tool Wear Condition

description: # Nonastreda: 9 Multimodal Dataset Featuring Time Series and Image Data for Flank Tool Wear Classification and Regression

* Detailed description: 'Data in Brief' Journal (available soon)
* Repository: https://github.com/hubtru/Impala
* Repository: https://github.com/hubtru/Girape
* Notebooks for converting forces_xyz_raw.mat into spectrograms, scalograms or wavelets: https://github.com/hubtru/Girape/tree/main/scripts 

# Overview: Nonastreda (Nona)
* 'Nona' from Latin "ninth"
* Dataset Size: 512 samples (instances, observations)
* Modalities: 9 modalities
* Tasks: 
 * Classification: 3 classes (sharp, used, dulled) 
 * Regression: 3 targets (flank wear [µm], gaps [µm], overhang [µm]) 
 * Additional subtasks: 
 * Uni/Multi-Modal Classification 
 * Multilabel Regression 
 * Anomaly Detection 
 * Remaining Useful Life (RUL) Estimation 
 * Signal Drift Measurement 
 * Zero-Shot Flank Tool Wear Classification 
 * Diagnostic Feature Engineering 
* Domain: industrial flank tool wear of the milling machine 
* Input (per sample): 
 * Images: 1 tool image, 1 chip image, 1 workpiece image 
 * Mel-Spectrograms: x, y, z axes (3 images) 
 * Complex Morlet Scalograms: x, y, z axes (3 images) 
 * Extra Modalities: raw (time-series) force signals in x, y, z axes 
* Output: 
 * Machine state classes: sharp, used, dulled 
 * Regression targets: flank wear [µm], gaps [µm], overhang [µm] 
* Evaluation metrics: 
 * Classification: accuracies, precision, recall, F1-Score, ROC curve 
 * Regression: MAE, MSE, RMSE 
* Data splitting: 
 * Protocol: 10-Fold Cross Validation 
 * Training and Validation: data from 9 tools 
 * Testing: data from the 10th tool 
 * Results: accuracy averaged over ten splits 
* The dataset includes measurements from ten tools

Extra Time-Series Modality
* Raw forces signal in x, y, z axes is provided in `forces_xyz_raw.mat` file. 
* The `*.mat` file can be used with scripts from the Girape repository to generate spectrograms, scalograms, and wavelets. 
* Source force signals (Fx, Fy, Fz) allow experimentation with new types of feature engineering and embeddings, such as Shannon, Daubechies, or Morlet wavelets. 
* Sampling rate for force signals: 1 kHz. 
* forces_xyz.mat + Girape/scripts -&gt; spectrograms or scalograms or wavelets

Future Work
* Improvements of (zero-shot flank) tool wear classification and regression. 
* Incorporating raw force signals (Fx, Fy, Fz) into multimodal studies. 
* Calculating new modalities using the raw force signals (Fx, Fy, Fz). 
* Conducting experiments on: 
 * Anomaly Detection 
 * Remaining Useful Life (RUL) estimation 
 * Signal Drift measurement 
* Designing Diagnostic Feature Engineering. 
* Modalities Correlation Analysis. 

# Data Structure

Nonastreda/
│
├── chip/
├── scal/
│ ├── x/
│ ├── y/
│ └── z/
├── spec/
│ ├── x/
│ ├── y/
│ └── z/
├── tool/
│
├── work/
│
├── labels.csv
├── labels_reg.csv
└── forces_xyz_raw.mat
DOI: 10.17632/nbkhzc84df.1
title: Dataset: A review of phylogeography, geographic patterns of traits, and chronology of evolutionary drivers in northeast Asian anurans

description: These are raw, input and processed/output datasets for time calibration and BAMM analyses for evolutionary dynamics of selected geographical traits of East Asian anurans for a review paper summaries the phylogeography, geographic patterns of traits, and chronology of evolutionary drivers in northeast Asian anurans. 

Summary of methods attributed to the dataset: To estimate the evolutionary timeline of East Asian anurans, a species tree was reconstructed for 42 species using mitochondrial DNA and SNPs from RNAseq sequences sourced from GenBank. The datasets consisted of a dataset of 3,308 bp-long gene fragment, including trnL(CUN), trnT, trnP, trnF, 12S rRNA, trnV, and 16S rRNA only and a additional dataset the same mtDNA fragments combined with &lt;2.3 million SNPs from RNAseq of focal species. Divergence dating was performed using a relaxed molecular clock model, calibrated with three key fossil and secondary evidence points.

In addition, a phenotypic traits dataset was compiled for the same 42 taxa, focusing on:

Snout-Vent Length (SVL) (body size in mm),
Maximum elevation (m), and
Latitudinal range (km).
Trait data were sourced from AmphibiaChina, IUCN distribution shapefiles, and literature, with measurements conducted via QGIS v3.34. These datasets were then used to analyze evolutionary dynamics, speciation, extinction, and trait evolution across major anuran families (Microhylidae, Bufonidae, and Ranidae).
DOI: 10.17632/p2tdx4dcmr.1
title: Comprehensive Investigation on Synthesis, Computational, Antioxidant, Antimicrobial, and Bio-imaging Studies of Salicylaldehyde-based Schiff Bases

description: The escalating resistance to antimicrobial drugs has become a significant public health concern, presenting significant challenges to the treatment and control of bacterial infections, thereby calling for the development of novel antimicrobial agents. Previous studies have reported diverse biological applications of Schiff bases, including antimicrobial, antiviral, and antimalarial. In that regard, we synthesized a series of salicylaldehyde-based Schiff base derivatives and analyzed their chemical structures using IR spectroscopy, 1H NMR, 13C NMR, mass spectrometry, and elemental analysis. The synthesized compounds were evaluated for their antimicrobial and antioxidant activities. Further, computational molecular docking was used to assess the drug-likeness properties of seventeen newly synthesized Schiff bases. These compounds were tested against two bacterial protein targets, namely PDB ID: 3UDI and 4CJN. Additionally, molecular dynamics simulations of over 100 ns were performed to monitor the complex's behavior and assess its stability over time. The outcomes revealed that the simulated complex remained stable throughout the simulation period. Moreover, the compounds CF5 and CF15 were then employed for bio-imaging studies using nematodes as a model organism.
DOI: 10.17632/h354f3j97v.2
title: Redox Imbalance Drives Magnetic Properties and Function Changes in Mice

description: Original data for the article "Redox Imbalance Drives Magnetic Properties and Function Changes in Mice"
DOI: 10.17632/h354f3j97v.5
title: Redox Imbalance Drives Magnetic Property and Function Changes in Mice

description: All original data for the article "Redox Imbalance Drives Magnetic Properties and Function Changes in Mice"
DOI: 10.17632/xknddgvywb.1
title: Targeting SPARC: A New Frontier in Intervertebral Disc Degeneration Therapy

description: The role of SPARC gene in intervertebral disc degeneration (IDD) was investigated
DOI: 10.17632/xknddgvywb.2
title: Molecular Mechanisms of Intervertebral Disc Degeneration: The Significance of SPARC Gene Expression

description: The role of SPARC gene in intervertebral disc degeneration (IDD) was investigated