cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/7n5y2d5yf2.1
title: EDUAIM Project Dataset

description: Advanced LMS eduactional dataset from Moodle LMS. This user behaviour data collection based on specific events triggered by Moodle user activities while interacting with Advanced LMS Lesson components. This includes events as follows: 1) Lesson content item opened, 2) Multiple choice question opened, 3) Multiple choice question submitted. Data is collected includes content and user id, timestamp, selected answer for multiple choice questions, and other content specific variables.
DOI: 10.15468/dl.fz34bg
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chorispora iberica"
 ]
}

 The dataset includes 139 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018946-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/dbhvgf58x9
title: From Prompt to Profit: The Role of AI-Human Synergy in Growing Student Startups

description: The attached data is a key statement from the information gathering process for business incubation participants involving AI in the business building process
Initial nsights from students who are building businesses and engaging AI to support more effective processes
DOI: 10.17632/dbhvgf58x9.1
title: From Prompt to Profit: The Role of AI-Human Synergy in Growing Student Startups

description: The attached data is a key statement from the information gathering process for business incubation participants involving AI in the business building process
Initial nsights from students who are building businesses and engaging AI to support more effective processes
DOI: 10.15468/dl.zkhjj7
title: Occurrence Download

description: A dataset containing 232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Muntiacus reevesi",
 "Country is Japan",
 "HasCoordinate is true"
 ]
}

 The dataset includes 232 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018947-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qu65g
title: Occurrence Download

description: A dataset containing 36353 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Muntiacus reevesi",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 36353 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018948-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/r3ss4823pm
title: data for arXiv:2501.06041

description: These files are data for arXiv:2501.06041
DOI: 10.17632/r3ss4823pm.1
title: data for arXiv:2501.06041

description: These files are data for arXiv:2501.06041
DOI: 10.17632/xmxgrnn2yt
title: data for arXiv:2506.12539

description: These files are data for arXiv:2501.06041
DOI: 10.17632/xmxgrnn2yt.1
title: data for arXiv:2506.12539

description: These files are data for arXiv:2501.06041
DOI: 10.17632/txmkctwsnv
title: Behavioural responses to flow and predictability enrichment in juvenile T. anak

description: This dataset contains behavioural data collected from an experiment investigating the effects of flow conditioning and stressor predictability training on juvenile Giant Oystercracker (Trachinotus anak) in 2024. It includes individual x-y coordinates and derived metrics (e.g. inter-individual distances, nearest-neighbour distances, swimming activity and distance from centre) extracted from tracking data across experimental trials and aggregated measures used in statistical analyses, structured by treatment group, test phase (pre, stim, post), and minute-level time windows.
DOI: 10.17632/txmkctwsnv.1
title: Behavioural responses to flow and predictability enrichment in juvenile T. anak

description: This dataset contains behavioural data collected from an experiment investigating the effects of flow conditioning and stressor predictability training on juvenile Giant Oystercracker (Trachinotus anak) in 2024. It includes individual x-y coordinates and derived metrics (e.g. inter-individual distances, nearest-neighbour distances, swimming activity and distance from centre) extracted from tracking data across experimental trials and aggregated measures used in statistical analyses, structured by treatment group, test phase (pre, stim, post), and minute-level time windows.
DOI: 10.17632/75py8kt44x
title: Porcine reproductive and respiratory syndrome virus activates the pentose phosphate pathway via the ROS/HIF-1α/G6PD axis to promote viral replication

description: Porcine reproductive and respiratory syndrome virus (PRRSV), a highly contagious pathogen in swine, poses significant economic challenges to global pork production. This study elucidated the regulatory interplay between PRRSV infection and the pentose phosphate pathway (PPP), a critical metabolic axis for anabolism. Comparative metabolomic profiling of porcine alveolar macrophages (PAMs) pre- and post-PRRSV infection demonstrated marked upregulation of PPP activity, concomitant with elevated levels of nucleotide biosynthesis. This metabolic shift was driven by PRRSV-induced upregulation of glucose-6-phosphate dehydrogenase (G6PD), the PPP's rate-limiting enzyme. Mechanistic investigations revealed that PRRSV infection stimulated hypoxia-inducible factor 1α (HIF-1α) expression, which transcriptionally activates G6PD. Genetic silencing of HIF-1α abolished PRRSV-mediated G6PD induction. Furthermore, reactive oxygen species (ROS) accumulation was identified as the upstream regulator of HIF-1α activation during PRRSV infection. Pharmacological ROS scavenging disrupted the ROS/HIF-1α/G6PD signaling cascade, diminished NADPH and reduced glutathione production, and consequently attenuated viral proliferation. These results established that PRRSV exploited the ROS/HIF-1α axis to reprogram host glucose metabolism through PPP potentiation, creating a biosynthetic environment conducive to viral propagation.
DOI: 10.17632/75py8kt44x.2
title: Porcine reproductive and respiratory syndrome virus activates the pentose phosphate pathway via the ROS/HIF-1α/G6PD axis to promote viral replication

description: Porcine reproductive and respiratory syndrome virus (PRRSV), a highly contagious pathogen in swine, poses significant economic challenges to global pork production. This study elucidated the regulatory interplay between PRRSV infection and the pentose phosphate pathway (PPP), a critical metabolic axis for anabolism. Comparative metabolomic profiling of porcine alveolar macrophages (PAMs) pre- and post-PRRSV infection demonstrated marked upregulation of PPP activity, concomitant with elevated levels of nucleotide biosynthesis. This metabolic shift was driven by PRRSV-induced upregulation of glucose-6-phosphate dehydrogenase (G6PD), the PPP's rate-limiting enzyme. Mechanistic investigations revealed that PRRSV infection stimulated hypoxia-inducible factor 1α (HIF-1α) expression, which transcriptionally activates G6PD. Genetic silencing of HIF-1α abolished PRRSV-mediated G6PD induction. Furthermore, reactive oxygen species (ROS) accumulation was identified as the upstream regulator of HIF-1α activation during PRRSV infection. Pharmacological ROS scavenging disrupted the ROS/HIF-1α/G6PD signaling cascade, diminished NADPH and reduced glutathione production, and consequently attenuated viral proliferation. These results established that PRRSV exploited the ROS/HIF-1α axis to reprogram host glucose metabolism through PPP potentiation, creating a biosynthetic environment conducive to viral propagation.
DOI: 10.17632/3wc46bfcjc
title: ViClickbait-2025: A Comprehensive Dataset for Vietnamese Clickbait Detection

description: ViClickbait-2025 is a Vietnamese-language dataset of 3,414 news headlines annotated for clickbait detection. The data were collected via automated web scraping from eight major Vietnamese news platforms and include nine fields such as title, lead paragraph, category, publish time, and binary labels. The dataset supports research in natural language processing and machine learning, especially in detecting misleading or exaggerated content in Vietnamese media.
DOI: 10.17632/3wc46bfcjc.1
title: ViClickbait-2025: A Comprehensive Dataset for Vietnamese Clickbait Detection

description: ViClickbait-2025 is a Vietnamese-language dataset of 3,414 news headlines annotated for clickbait detection. The data were collected via automated web scraping from eight major Vietnamese news platforms and include nine fields such as title, lead paragraph, category, publish time, and binary labels. The dataset supports research in natural language processing and machine learning, especially in detecting misleading or exaggerated content in Vietnamese media.
DOI: 10.17632/66gc4zb37c
title: NHFOV as Primary Support in Very Preterm Infants With RDS

description: Study Design
This was a prospective, multicenter, superiority-design RCT conducted in China (Aug 2022–Aug 2024) comparing NHFOV vs. nCPAP as primary NIV for RDS in infants &lt;28 weeks’ GA.

Primary Outcome
Respiratory support failure (need for IMV within 72h), defined by:

Severe respiratory acidosis (PaCO₂ &gt;60 mmHg + pH &lt;7.2, ≥1h)

Refractory hypoxia (SpO₂ &lt;90% at FiO₂ 0.4, ≥1h post-surfactant)

Severe apnea (&gt;3 episodes/hr with HR &lt;100/min or bag-mask rescue)

Clinician-determined urgent intubation

Secondary Outcomes
IMV need within 7 days

BPD at 36 weeks, hsPDA, ROP &gt;stage 2, NEC ≥stage 2, IVH ≥grade 3

Composite mortality/BPD, weight gain, respiratory/O₂ support duration

Safety & Adverse Events
Death, pneumothorax, airway obstruction, severe nasal injury (grade III–IV)

No protocol modifications or treatment-related SAEs observed

Participants
Screened: 729 → Eligible: 405 → Randomized: 360 → Final cohort: 342 (18 excluded due to consent withdrawal)

Balanced baseline characteristics

Key Finding
NHFOV significantly reduced early treatment failure vs. nCPAP, with comparable safety.

Dataset
Includes patient/center IDs, baseline characteristics, primary/secondary outcomes, and SAEs.
DOI: 10.17632/66gc4zb37c.2
title: NHFOV as Primary Support in Very Preterm Infants With RDS

description: Study Design
This was a prospective, multicenter, superiority-design RCT conducted in China (Aug 2022–Aug 2024) comparing NHFOV vs. nCPAP as primary NIV for RDS in infants &lt;28 weeks’ GA.

Primary Outcome
Respiratory support failure (need for IMV within 72h), defined by:

Severe respiratory acidosis (PaCO₂ &gt;60 mmHg + pH &lt;7.2, ≥1h)

Refractory hypoxia (SpO₂ &lt;90% at FiO₂ 0.4, ≥1h post-surfactant)

Severe apnea (&gt;3 episodes/hr with HR &lt;100/min or bag-mask rescue)

Clinician-determined urgent intubation

Secondary Outcomes
IMV need within 7 days

BPD at 36 weeks, hsPDA, ROP &gt;stage 2, NEC ≥stage 2, IVH ≥grade 3

Composite mortality/BPD, weight gain, respiratory/O₂ support duration

Safety & Adverse Events
Death, pneumothorax, airway obstruction, severe nasal injury (grade III–IV)

No protocol modifications or treatment-related SAEs observed

Participants
Screened: 729 → Eligible: 405 → Randomized: 360 → Final cohort: 342 (18 excluded due to consent withdrawal)

Balanced baseline characteristics

Key Finding
NHFOV significantly reduced early treatment failure vs. nCPAP, with comparable safety.

Dataset
Includes patient/center IDs, baseline characteristics, primary/secondary outcomes, and SAEs.
DOI: 10.17632/63fvtd8p6p
title: Data_set of Innovative Self-Powered Zinc-Ion Capacitor Type MXene-Based Flexible Pressure Sensors for Next-Generation Flexible Electronics

description: Self-Powered Piezoresistive Sensors Capturing Bimodal Electrical Signatures of Rehabilitation Motions for 1D-CNN Classification
DOI: 10.17632/63fvtd8p6p.1
title: Data_set of Innovative Self-Powered Zinc-Ion Capacitor Type MXene-Based Flexible Pressure Sensors for Next-Generation Flexible Electronics

description: Self-Powered Piezoresistive Sensors Capturing Bimodal Electrical Signatures of Rehabilitation Motions for 1D-CNN Classification
DOI: 10.17632/grz2fn3yph
title: Association of microbial pathways predicted/inferred using 16S and shotgun metagenome with the abundance of faecal metabolome

description: Faecal metabolomics profiling was carried out at the Parkville node of the Monash Proteomics and Metabolomics Platform. Briefly, the freeze-dried faecal samples were subjected to extraction using a methanol-water mixture (2:1). An internal standard, 3-[(3-Cholamidopropyl) dimethylammonio]-1-propanesulfonate (CHAPS), was added at a concentration of 1 µM. The faecal metabolome was measured using a Q-Exactive Orbitrap mass spectrometer (Thermo Fisher Scientific, Waltham, MA, USA) coupled with a Dionex Ultimate® 3000 RS high-performance liquid chromatography (HPLC) system (Thermo Scientific, Waltham, MA, USA). Chromatographic separation was achieved with a ZIC-pHILIC column (5 µm, 4.6 × 150 mm, SeQuant®, Merck) (Merck Millipore, Victoria, Australia) equipped with a guard column (ZIC-pHILIC). The mass spectrometer operated in full scan mode with both positive and negative ionization. Retention times for standards from the IROA MSMLS library were extracted using the targeted peak detection module in MZmine 2.32, implemented via the RT Extractor Preprocess 2.1.pl script, and manually verified in MZmine 2.32. LC-MS data processing was carried out using IDEOMv20 with default parameters to identify features and remove artefacts (fragments, adducts, isotopes, background, etc). Metabolites were identified (MSI level 1) based on accurate mass and standard retention time. Putative metabolite annotation of other features was based on accurate mass and predicted retention time.
DOI: 10.17632/grz2fn3yph.1
title: Association of microbial pathways predicted/inferred using 16S and shotgun metagenome with the abundance of faecal metabolome

description: Faecal metabolomics profiling was carried out at the Parkville node of the Monash Proteomics and Metabolomics Platform. Briefly, the freeze-dried faecal samples were subjected to extraction using a methanol-water mixture (2:1). An internal standard, 3-[(3-Cholamidopropyl) dimethylammonio]-1-propanesulfonate (CHAPS), was added at a concentration of 1 µM. The faecal metabolome was measured using a Q-Exactive Orbitrap mass spectrometer (Thermo Fisher Scientific, Waltham, MA, USA) coupled with a Dionex Ultimate® 3000 RS high-performance liquid chromatography (HPLC) system (Thermo Scientific, Waltham, MA, USA). Chromatographic separation was achieved with a ZIC-pHILIC column (5 µm, 4.6 × 150 mm, SeQuant®, Merck) (Merck Millipore, Victoria, Australia) equipped with a guard column (ZIC-pHILIC). The mass spectrometer operated in full scan mode with both positive and negative ionization. Retention times for standards from the IROA MSMLS library were extracted using the targeted peak detection module in MZmine 2.32, implemented via the RT Extractor Preprocess 2.1.pl script, and manually verified in MZmine 2.32. LC-MS data processing was carried out using IDEOMv20 with default parameters to identify features and remove artefacts (fragments, adducts, isotopes, background, etc). Metabolites were identified (MSI level 1) based on accurate mass and standard retention time. Putative metabolite annotation of other features was based on accurate mass and predicted retention time.
DOI: 10.17632/7pnj42d8g8
title: Recoupling C and N cycles: a fertiliser template to synchronise N supply and limit C priming?

description: Despite their advantages in plant productivity, plant uptake from conventional nitrogen (N) fertilisers is around 50%. To test whether recoupling carbon (C) and N cycles can decrease losses and increase N use efficiency (NUE), four experiments were conducted. Two growth accelerator pot experiments in contrasting soils were conducted with N additions representing a range of molar C to N ratios (Cmol:Nmol; 0.5 to 11) formulated from urea (U) and waste-derived materials (sugarcane trash, Ct; pelletised beef manure, B; dairy digestate, D; insect larvae, L; protein meal from insect larvae, P; and anaerobic pond sludge, S) with and without a nitrification inhibitor (I). Two reaction vessel experiments were conducted for measuring N-transformation based on continuous on-line nitrous oxide (N2O) and carbon dioxide (CO¬2) monitoring, and soil analyses. Adverse impacts of these stoichiometric formulations on C priming were examined using natural abundance isotopic signatures. Relative to urea, higher N use efficiency (~2 to 3 times) was achieved with waste derived (i.e., D, S, B, and P) formulations with I, with and without C. Increased Cmol:Nmol ratio increased post-experiment N retention in the fertiliser layer and delayed N uptake by the plant. Carbon priming losses were least with formulation Cmol:Nmol from 3.1 to 6.2. Our results suggest waste-derived stoichiometrically tailored formulations with an inhibitor have potential to avoid soil C priming, deliver better NUE, decrease N leaching losses, and increase N stocks in the soil profile.
DOI: 10.17632/7pnj42d8g8.1
title: Recoupling C and N cycles: a fertiliser template to synchronise N supply and limit C priming?

description: Despite their advantages in plant productivity, plant uptake from conventional nitrogen (N) fertilisers is around 50%. To test whether recoupling carbon (C) and N cycles can decrease losses and increase N use efficiency (NUE), four experiments were conducted. Two growth accelerator pot experiments in contrasting soils were conducted with N additions representing a range of molar C to N ratios (Cmol:Nmol; 0.5 to 11) formulated from urea (U) and waste-derived materials (sugarcane trash, Ct; pelletised beef manure, B; dairy digestate, D; insect larvae, L; protein meal from insect larvae, P; and anaerobic pond sludge, S) with and without a nitrification inhibitor (I). Two reaction vessel experiments were conducted for measuring N-transformation based on continuous on-line nitrous oxide (N2O) and carbon dioxide (CO¬2) monitoring, and soil analyses. Adverse impacts of these stoichiometric formulations on C priming were examined using natural abundance isotopic signatures. Relative to urea, higher N use efficiency (~2 to 3 times) was achieved with waste derived (i.e., D, S, B, and P) formulations with I, with and without C. Increased Cmol:Nmol ratio increased post-experiment N retention in the fertiliser layer and delayed N uptake by the plant. Carbon priming losses were least with formulation Cmol:Nmol from 3.1 to 6.2. Our results suggest waste-derived stoichiometrically tailored formulations with an inhibitor have potential to avoid soil C priming, deliver better NUE, decrease N leaching losses, and increase N stocks in the soil profile.
DOI: 10.17632/4zwwbms3hb.2
title: Clinical characteristics driving hospitalization among cutaneous T-cell lymphoma patients: A six-year retrospective cohort study

description: Supplementary materials for study investigating hospitalization patterns and clinical characteristics of patients with cutaneous T-cell lymphoma.
DOI: 10.15468/dl.9thxgg
title: Occurrence Download

description: A dataset containing 288 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solms-laubachia himalayensis"
 ]
}

 The dataset includes 288 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018949-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/9snws5ykwx.3
title: Data for: Decoupling Cerium Isotope Fractionation from Cerium Anomalies in Modern Marine Sediments

description: This document contains supportive data (element concentration, XANES and XRD raw data) to build the figures in the main text and supplementary data 1.
DOI: 10.17632/4hwzvn336t.1
title: Impaired and restored T cell responses to a sequentially mutated spike epitope in Omicron variants
DOI: 10.15468/dl.87at6h
title: Occurrence Download

description: A dataset containing 391 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sphagnum russowii",
 "Geometry POLYGON((-8.00174339329464 54.1998526673513, 0.202120938926891 54.1998526673513, 0.202120938926891 61.2628565887411, -8.00174339329464 61.2628565887411, -8.00174339329464 54.1998526673513))",
 "CoordinateUncertaintyInMeters is 0,101",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 391 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018951-250711103210423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/8854gk66td.1
title: User satisfaction with the 151 call center in Kuwait

description: The data comprises ratings on 5-item Likert scale Kuwaiti's satisfaction with the services of the 151 call center established by the Ministry of Health in Kuwait.
DOI: 10.17632/chjy4yjp9s
title: Dataset for Group-Based Trajectory Modeling of Postoperative Temperature Recovery in Urological Surgery Patients

description: This dataset contains postoperative temperature recovery data for adult patients undergoing urological surgery, collected during the first hour after admission to the post-anesthesia care unit (PACU). A total of 12 temperature measurements were recorded at 5-minute intervals. The dataset also includes patient demographic information, surgical and anesthesia details, as well as the last preoperative and the first postoperative venous blood test results.

Included variables (but not limited to):

Gender, age, and body mass index (BMI)

Duration of tracheal extubation and surgical procedure

Length of hospital stay and PACU stay

Intraoperative medication use (e.g., tramadol, atropine)

Temperature at PACU admission and discharge

Postoperative length of stay

History of comorbidities (e.g., hypertension, diabetes, heart disease)
DOI: 10.17632/chjy4yjp9s.1
title: Dataset for Group-Based Trajectory Modeling of Postoperative Temperature Recovery in Urological Surgery Patients

description: This dataset contains postoperative temperature recovery data for adult patients undergoing urological surgery, collected during the first hour after admission to the post-anesthesia care unit (PACU). A total of 12 temperature measurements were recorded at 5-minute intervals. The dataset also includes patient demographic information, surgical and anesthesia details, as well as the last preoperative and the first postoperative venous blood test results.

Included variables (but not limited to):

Gender, age, and body mass index (BMI)

Duration of tracheal extubation and surgical procedure

Length of hospital stay and PACU stay

Intraoperative medication use (e.g., tramadol, atropine)

Temperature at PACU admission and discharge

Postoperative length of stay

History of comorbidities (e.g., hypertension, diabetes, heart disease)
DOI: 10.5281/zenodo.15927628
title: VoxCeleb with Noisy Labels

description: The training lists with noisy labels based on the VoxCeleb dataset

The clean training list for VoxCeleb1 is vox1_clean.txt.

The clean training list for VoxCeleb2 is vox2_clean.txt.

The noisy training lists for VoxCeleb1 are formatted as vox1_[noisy_type]_[noisy_rate].txt.

The noisy training lists for VoxCeleb2 are formatted as vox2_[noisy_type]_[noisy_rate].txt.

The noisy training lists for VoxCeleb1K-O are formatted as vox1k_[noisy_type]_[noisy_rate].txt.

The noisy training lists for VoxCeleb5K-O are formatted as vox5k_[noisy_type]_[noisy_rate].txt.

The evaluation lists are vox_O.txt, vox_E.txt, and vox_H.txt.