cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17159649
title: Imaging mass cytometry based immune profiling of human Peyer´s patches in patients of Crohn's disease

description: This dataset contains all relevant data used in the publication Imaging mass cytometry based immune profiling of human Peyer´s patches in patients of Crohn’s disease published in the European Journal of Immunology.

The data was spillover corrected before background removal and processed using the imcRtools and cytomapper R-packages as published in Windhager, J., Zanotelli, V.R.T., Schulz, D. et al. An end-to-end workflow for multiplexed image processing and analysis. Nat Protoc (2023).

 

The dataset contains:



images.rds: The background corrected IMC images

AnnotatedRegions.7z: The manually annotated tissue regions as tiff-images. Individual values correspond to the respective tissue region.

spePaper.rds: The single cell data object (including respective metadata)

masks.rds: The single cell masks.
DOI: 10.24435/materialscloud:z2-5f
title: PET-MAD, a lightweight universal interatomic potential for advanced materials modeling

description: Machine-learning interatomic potentials (MLIPs) have greatly extended the reach of atomic-scale simulations, offering the accuracy of first-principles calculations at a fraction of the cost. Leveraging large quantum mechanical databases and expressive architectures, recent ''universal'' models deliver qualitative accuracy across the periodic table but are often biased toward low-energy configurations. We introduce PET-MAD, a generally applicable MLIP trained on a dataset combining stable inorganic and organic solids, systematically modified to enhance atomic diversity. Using a moderate but highly-consistent level of electronic-structure theory, we assess PET-MAD's accuracy on established benchmarks and advanced simulations of six materials. Despite the small training set and lightweight architecture, PET-MAD is competitive with state-of-the-art MLIPs for inorganic solids, while also being reliable for molecules, organic materials, and surfaces. It is stable and fast, enabling the near-quantitative study of thermal and quantum mechanical fluctuations, functional properties, and phase transitions out of the box. It can be efficiently fine-tuned to deliver full quantum mechanical accuracy with a minimal number of targeted calculations.
DOI: 10.6084/m9.figshare.30042133.v3
title: 原始数据

description: 该数据集包含本研究中蛋白质印迹分析和qPCR实验的原始实验数据。
DOI: 10.24435/materialscloud:fe-1p
title: PET-MAD, a lightweight universal interatomic potential for advanced materials modeling

description: Machine-learning interatomic potentials (MLIPs) have greatly extended the reach of atomic-scale simulations, offering the accuracy of first-principles calculations at a fraction of the cost. Leveraging large quantum mechanical databases and expressive architectures, recent ''universal'' models deliver qualitative accuracy across the periodic table but are often biased toward low-energy configurations. We introduce PET-MAD, a generally applicable MLIP trained on a dataset combining stable inorganic and organic solids, systematically modified to enhance atomic diversity. Using a moderate but highly-consistent level of electronic-structure theory, we assess PET-MAD's accuracy on established benchmarks and advanced simulations of six materials. Despite the small training set and lightweight architecture, PET-MAD is competitive with state-of-the-art MLIPs for inorganic solids, while also being reliable for molecules, organic materials, and surfaces. It is stable and fast, enabling the near-quantitative study of thermal and quantum mechanical fluctuations, functional properties, and phase transitions out of the box. It can be efficiently fine-tuned to deliver full quantum mechanical accuracy with a minimal number of targeted calculations.
DOI: 10.17632/mf7s68ywpw
title: Meta-Analysis of Quality of Care in the Philippines: Trends, Gaps, and Policy Implications

description: This document contains a meta-analysis of healthcare quality in the Philippines, synthesizing national assessments and peer-reviewed studies published between 2018 and 2024. The paper examines patient satisfaction, hospital readiness, and systemic equity across urban, rural, and remote settings. Results highlight uneven progress, with urban facilities showing improvements while rural and remote areas face persistent limitations. Policy recommendations are provided to strengthen Universal Health Care (UHC) implementation and promote equitable, patient-centered service delivery.
DOI: 10.17632/mf7s68ywpw.1
title: Meta-Analysis of Quality of Care in the Philippines: Trends, Gaps, and Policy Implications

description: This document contains a meta-analysis of healthcare quality in the Philippines, synthesizing national assessments and peer-reviewed studies published between 2018 and 2024. The paper examines patient satisfaction, hospital readiness, and systemic equity across urban, rural, and remote settings. Results highlight uneven progress, with urban facilities showing improvements while rural and remote areas face persistent limitations. Policy recommendations are provided to strengthen Universal Health Care (UHC) implementation and promote equitable, patient-centered service delivery.
DOI: 10.17632/pmkzng9kmv.2
title: Dataset of Bridge Collapses in Italy Spanning more than 25 Years (2000–2025)

description: This dataset was developed as part of the research study “Bridge collapses in Italy across the 21st century: survey and statistical analysis.” The dataset has been updated and now documents more than 250 bridge collapse events that occurred in Italy between 2000 and 2025. 

Each entry includes some general information and a proposed event classification. The former includes, the date and location of the collapse, geographical coordinates (WGS84), administrative division, bridge use classification, number of fatalities and injuries. 

The classification of each collapse is characterized by four major fields: severity (Total Collapse or Partial Collapse), general cause (Natural or Human-induced), mechanism (Triggered or Not-Triggered), and specific cause (e.g. hydraulic phenomena, overloads, impacts, or material degradation).

The dataset was developed through systematic searches of institutional archives, news media, and satellite imagery, complemented in some cases by in-situ visual inspections. It is structured in Excel format and supports spatiotemporal analysis, risk assessment, and resilience planning. It is intended for reuse in civil engineering, infrastructure asset management, disaster risk reduction, and policy development contexts where empirical evidence of bridge collapse is required.
DOI: 10.17632/8zrb424fyb.3
title: Dataset on Climate Change Mitigation Strategies in Agriculture, Forestry, and Other Land Use (AFOLU): Ecuador Case

description: The dataset compiles key national-level indicators related to cropland activities, livestock, and land use, including area, trade balance, operating and capital costs, emission factors, and total direct greenhouse gas emissions resulting from agricultural activities and land-use change dynamics.
DOI: 10.17026/ar/dfljvd
title: PAN-00175192 - wire brooch with angular bow variant B1

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175192&lt;/p&gt;
description: Modified: 2025-06-08T14:55:00+02:00
DOI: 10.17632/kdjzc7s3rz.1
title: Supplementary material-Paloyan

description: Our study was based on the hypothesis that whey, a dairy side-stream with high nutritional content and low cost, can serve as an efficient substrate for the screening and fermentation of protease-producing Bacillus strains, and that the produced proteases can hydrolyze whey proteins into low-molecular-weight peptides and amino acids with functional and industrial potential. To test this hypothesis, soil samples were collected and screened on whey-based media. From 25 isolates, two strains showed the strongest proteolytic activity and were identified by 16S rRNA sequencing as Bacillus amyloliquefaciens LK1 and Bacillus subtilis LK2. Both strains secreted extracellular serine proteases with molecular weights around 30 kDa and isoelectric points near 8.5. Enzyme production was optimized by varying incubation times and aeration rates. Maximum protease activity was observed after 48 h of cultivation, reaching 748 U/L for LK1 and 650 U/L for LK2 when sweet whey was used as the growth medium, demonstrating whey’s value as a fermentation substrate.

Biochemical characterization showed that the enzymes were active across a wide pH range (6–10) with optima at pH 8–9, and temperature optima of 60–65 °C. Both retained stability for several hours at 55 °C but were completely inhibited by PMSF and partially by EDTA/EGTA, confirming they are subtilisin-like serine proteases. LK1 displayed greater tolerance to salts and detergents compared to LK2, a trait advantageous for industrial applications. Application studies demonstrated that LK1 efficiently hydrolyzed both sweet and acid whey proteins, producing small peptides and free amino acids, and in the case of acid whey, achieving complete hydrolysis of high-molecular-weight proteins. Comparative assays with commercial proteases showed that LK1 performed as effectively as some industrial enzymes and surpassed others, highlighting its unique potential. The resulting whey protein hydrolysates are enriched in peptides with known antioxidant, antimicrobial, antihypertensive, and immunomodulatory properties, underscoring their relevance in functional foods and nutraceutical applications.

The data were gathered through a combination of microbiological screening, phylogenetic analysis, fermentation optimization, enzyme purification, SDS-PAGE and isoelectric focusing, biochemical stability assays, and functional hydrolysis experiments. Together, these methods provided a robust dataset linking microbial strain selection to enzyme properties and functional outcomes. In summary, our findings confirm that whey can be successfully valorized as a cultivation and application medium for protease-producing Bacillus strains. The enzymes produced, particularly from B. amyloliquefaciens LK1 demonstrate strong potential for industrial applications in whey hydrolysis and bioactive peptide generation. This work supports both enzyme technology development and circular bioeconomy strategies for dairy waste valorization.
DOI: 10.17632/jfwk32bv3k
title: Global Sales, International Currencies, and the Currency Denomination of Debt

description: Replication package for "Global Sales, International Currencies, and the Currency Denomination of Debt" by R. Colacito, Y. Qian, and A. Stathopoulos.
DOI: 10.15468/dl.uuawza
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana longiflora",
 "Country is South Africa",
 "HasCoordinate is true"
 ]
}

 The dataset includes 42 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016055-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jfwk32bv3k.2
title: Global Sales, International Currencies, and the Currency Denomination of Debt

description: Replication package for "Global Sales, International Currencies, and the Currency Denomination of Debt" by R. Colacito, Y. Qian, and A. Stathopoulos.
DOI: 10.17632/kydxty9fy2
title: Phares et al The Next Decade in Cell and Gene Therapy technical appendix and supplementary tables

description: Technical Appendix and Supplementary Tables 1-7 and Supplementary figure 1
DOI: 10.17632/kydxty9fy2.1
title: Phares et al The Next Decade in Cell and Gene Therapy technical appendix and supplementary tables

description: Technical Appendix and Supplementary Tables 1-7 and Supplementary figure 1
DOI: 10.17632/ssn5mvh442
title: Disentangling the effects of COVID-19 induced shocks and uncertainty on households' financial savings

description: Data and codes are used to investigates the effects of COVID-19 induced shocks and uncertainty on households' financial savings. In the paper, we identify a containment shock, a fear-of-infection shock and an uncertainty shock. We employ a time-varying parameter vector autoregression model with stochastic volatility. Our findings indicate that the containment shock has a positive and significant impact on household financial savings, whereas the effects of the fear-of-infection and the uncertainty shocks are smaller. Data employed are macroeconomic variables (financial savings, consumption, full-time equivalent employment, number of tourists). We further build a macroeconomic uncertainty index, following Jurado et al. (2015) and use Oxford COVID-19 Government Response Tracker.
DOI: 10.17632/ssn5mvh442.1
title: Disentangling the effects of COVID-19 induced shocks and uncertainty on households' financial savings

description: Data and codes are used to investigates the effects of COVID-19 induced shocks and uncertainty on households' financial savings. In the paper, we identify a containment shock, a fear-of-infection shock and an uncertainty shock. We employ a time-varying parameter vector autoregression model with stochastic volatility. Our findings indicate that the containment shock has a positive and significant impact on household financial savings, whereas the effects of the fear-of-infection and the uncertainty shocks are smaller. Data employed are macroeconomic variables (financial savings, consumption, full-time equivalent employment, number of tourists). We further build a macroeconomic uncertainty index, following Jurado et al. (2015) and use Oxford COVID-19 Government Response Tracker.
DOI: 10.17026/ar/sskher
title: PAN-00175020 - seal lead (pinch lead)

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175020&lt;/p&gt;
description: Modified: 2025-06-02T16:05:37+02:00
DOI: 10.15468/dl.de8uzc
title: Occurrence Download

description: A dataset containing 86 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana longiflora",
 "Country is United States of America",
 "HasCoordinate is true"
 ]
}

 The dataset includes 86 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016056-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y4da7g
title: Occurrence Download

description: A dataset containing 889818 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Living Specimen, Occurrence evidence)",
 "Continent is one of (North America, South America)",
 "TaxonKey is Cactaceae"
 ]
}

 The dataset includes 889818 records from 913 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015978-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxh8pe
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nicotiana longiflora",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016054-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5066/f7d799ct
title: Estimated peak geoelectric field strengths during a Carrington-class magnetic storm

description: This dataset presents modeled estimates of peak one-minute-resolution geoelectric-field strengths at 1,616 survey sites across the contiguous United States during a hypothetical Carrington-class magnetic storm. The values are derived using magnetometer time series and magnetotelluric impedance tensors. Each entry includes a most-likely value and a 68% confidence interval.
DOI: 10.17632/s6c52nhshb
title: Meta-Analysis Dataset: Effectiveness of HIV Pre-Exposure Prophylaxis (PrEP) Across 100 Studies (2000–2025)

description: This dataset presents a comprehensive meta-analysis of HIV pre-exposure prophylaxis (PrEP) effectiveness across 100 studies conducted between 2000 and 2025. The included studies represent a mix of randomized controlled trials (62 studies) and observational studies (38 studies) conducted globally, encompassing diverse populations at heightened risk of HIV infection:
 • Men who have sex with men (MSM) (42 studies)
 • Serodiscordant couples (18 studies)
 • People who inject drugs (PWID) (12 studies)
 • High-risk heterosexuals (28 studies)

PrEP interventions covered in the analysis include both oral formulations (84 studies) and long-acting injectable cabotegravir (CAB) (16 studies).

The study adhered to PRISMA guidelines for systematic review and meta-analysis. A total of 2,134 records were initially identified, with 100 studies meeting inclusion criteria after full-text screening. Outcomes assessed include:
 • HIV incidence reduction (relative risk, confidence intervals)
 • PrEP adherence metrics (pill count, electronic monitoring, plasma levels, self-report)
 • Safety and tolerability outcomes (GI events, renal function, bone density, injection-site reactions)
 • Risk of bias assessment using the Cochrane tool (for RCTs) and Newcastle-Ottawa Scale (for observational studies).

Findings highlight consistently high effectiveness among MSM (≈90% risk reduction with high adherence), substantial benefit in serodiscordant couples (≈75%), moderate protection among PWID (≈49%), and variable efficacy in heterosexual populations (46–77%). Adherence emerged as a critical determinant of effectiveness.

This dataset provides a modular synthesis matrix and detailed evidence tables that can be used by researchers, clinicians, and policymakers to optimize PrEP implementation strategies, improve adherence support, and inform public health guidelines.
DOI: 10.17632/s6c52nhshb.1
title: Meta-Analysis Dataset: Effectiveness of HIV Pre-Exposure Prophylaxis (PrEP) Across 100 Studies (2000–2025)

description: This dataset presents a comprehensive meta-analysis of HIV pre-exposure prophylaxis (PrEP) effectiveness across 100 studies conducted between 2000 and 2025. The included studies represent a mix of randomized controlled trials (62 studies) and observational studies (38 studies) conducted globally, encompassing diverse populations at heightened risk of HIV infection:
 • Men who have sex with men (MSM) (42 studies)
 • Serodiscordant couples (18 studies)
 • People who inject drugs (PWID) (12 studies)
 • High-risk heterosexuals (28 studies)

PrEP interventions covered in the analysis include both oral formulations (84 studies) and long-acting injectable cabotegravir (CAB) (16 studies).

The study adhered to PRISMA guidelines for systematic review and meta-analysis. A total of 2,134 records were initially identified, with 100 studies meeting inclusion criteria after full-text screening. Outcomes assessed include:
 • HIV incidence reduction (relative risk, confidence intervals)
 • PrEP adherence metrics (pill count, electronic monitoring, plasma levels, self-report)
 • Safety and tolerability outcomes (GI events, renal function, bone density, injection-site reactions)
 • Risk of bias assessment using the Cochrane tool (for RCTs) and Newcastle-Ottawa Scale (for observational studies).

Findings highlight consistently high effectiveness among MSM (≈90% risk reduction with high adherence), substantial benefit in serodiscordant couples (≈75%), moderate protection among PWID (≈49%), and variable efficacy in heterosexual populations (46–77%). Adherence emerged as a critical determinant of effectiveness.

This dataset provides a modular synthesis matrix and detailed evidence tables that can be used by researchers, clinicians, and policymakers to optimize PrEP implementation strategies, improve adherence support, and inform public health guidelines.
DOI: 10.6084/m9.figshare.30209770
title: <b>Supplementary files to "All-optical modulation with single photons using electron avalanche"</b>

description: This data set is a supplementary to the paper published in Nature Nanotechnology "<b>All-optical modulation with single photons using electron avalanche</b>". It contains data, codes for processing this data(Wolfram Mathematica and Origin), and files with some relevant estimations.
DOI: 10.6084/m9.figshare.30209770.v2
title: <b>Supplementary files to "All-optical modulation with single photons using electron avalanche"</b>

description: This data set is a supplementary to the paper published in Nature Nanotechnology "<b>All-optical modulation with single photons using electron avalanche</b>". It contains data, codes for processing this data(Wolfram Mathematica and Origin), and files with some relevant estimations.
DOI: 10.6084/m9.figshare.30209770.v1
title: <b>All-optical modulation with single photons using electron avalanche</b>

description: This data set is a supplementary to the paper published in Nature Nanotechnology "<b>All-optical modulation with single photons using electron avalanche</b>". It contains data, codes for processing this data(Wolfram Mathematica and Origin), and files with some relevant estimations.
DOI: 10.17026/ar/i9wsqb
title: PAN-00175000 - terra sigillata mortarium type Drag. 45

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00175000&lt;/p&gt;
description: Modified: 2025-06-16T17:51:11+02:00
DOI: 10.17632/jchtg42c6m
title: Effectiveness of HIV Pre-Exposure Prophylaxis (PrEP): A Meta-Analysis of 100 Studies (2000–2025)

description: This document presents a comprehensive meta-analysis of 100 studies published between 2000 and 2025 on the effectiveness of HIV pre-exposure prophylaxis (PrEP). It synthesizes findings from randomized controlled trials and observational studies across diverse populations, including MSM, serodiscordant couples, people who inject drugs, and high-risk heterosexuals. The analysis highlights adherence as the most critical factor influencing PrEP efficacy, evaluates safety outcomes, and compares oral versus injectable PrEP regimens. Results confirm that PrEP is a safe, effective, and essential component of global HIV prevention strategies. Policy recommendations emphasize adherence support, equitable access, and integration into primary healthcare systems.
DOI: 10.17632/jchtg42c6m.1
title: Effectiveness of HIV Pre-Exposure Prophylaxis (PrEP): A Meta-Analysis of 100 Studies (2000–2025)

description: This document presents a comprehensive meta-analysis of 100 studies published between 2000 and 2025 on the effectiveness of HIV pre-exposure prophylaxis (PrEP). It synthesizes findings from randomized controlled trials and observational studies across diverse populations, including MSM, serodiscordant couples, people who inject drugs, and high-risk heterosexuals. The analysis highlights adherence as the most critical factor influencing PrEP efficacy, evaluates safety outcomes, and compares oral versus injectable PrEP regimens. Results confirm that PrEP is a safe, effective, and essential component of global HIV prevention strategies. Policy recommendations emphasize adherence support, equitable access, and integration into primary healthcare systems.
DOI: 10.17632/pcr46x8hph
title: Salud mental y satisfacción con la vida de estudiantes universitarios latinoamericanos

description: la salud mental de los universitarios puede alterarse por diversos factores y afectar la satisfacción con la vida de los estudiantes.
DOI: 10.17632/pcr46x8hph.2
title: Salud mental y satisfacción con la vida de estudiantes universitarios latinoamericanos

description: la salud mental de los universitarios puede alterarse por diversos factores y afectar la satisfacción con la vida de los estudiantes.