cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/pmgvyd5gtw.1
title: Machine Learning Optimization of Pullulan Production from Banana Peel Extract

description: Batch experimental data comprise two numeric (inoculum size and BPE sugar equivalent) and one binary (pretreatment category) predictor, as well as two responses, i.e., EPS and biomass concentration. The data is augmented with Gaussian error addition. The augmented data is used to develop machine learning models, including ANN, RF, support vector regression (SVR), and least-square boosting (LS Boost), which were employed to predict biomass and pullulan production. MOO of the process response is adopted. In addition, barplots of the experimental data, model selection with different degrees of augmentation, regression plots, and XAI model plots are included.
DOI: 10.5281/zenodo.17099653
title: Spectral wave model of the Southern North Sea: MIKE21 SW model setup, outputs and observation data

description: MIKE 21 SW is a new generation spectral wind-wave model based on unstructured meshes. The model simulates the growth, decay and transformation of wind-generated waves and swell waves in offshore and coastal areas. This repository includes a highly simplified model setup and 2-year simulation results for a region in the Southern North Sea, as well as observational data and code for model validation.

 

This dataset is part of the WaterBench series by DHI, supporting open research on water-related challenges. It is intended for educational and research purposes only, such as model validation, parameter calibration, and machine learning applications. The model mesh has been reduced from over 80,000 to ~8,000 elements compared to our operational model, and inputs are coarser in time and space, resulting in increased error. Results must not be used for decision-making.

 

Files:



README: Description of dataset with details on citations, data processing, and background information.

WaterBench-MIKE21SW-SouthernNorthSea.zip: model setup, input data (e.g., mesh, boundary conditions), observational data, and code for data exploration and model validation.

MIKE21SW-SouthernNorthSea-output.zip: 2-years model result files `Area.dfsu`, `Points.dfs0` and `Points_spectral.dfsu` (~7.5 GB).

MIKE21SW-SouthernNorthSea-input.zip: wind input data and hydrodynamic area file for the model(~4 GB).
DOI: 10.5281/zenodo.17413569
title: Spectral wave model of the Southern North Sea: MIKE21 SW model setup, outputs and observation data

description: MIKE 21 SW is a new generation spectral wind-wave model based on unstructured meshes. The model simulates the growth, decay and transformation of wind-generated waves and swell waves in offshore and coastal areas. This repository includes a highly simplified model setup and 2-year simulation results for a region in the Southern North Sea, as well as observational data and code for model validation.

 

This dataset is part of the WaterBench series by DHI, supporting open research on water-related challenges. It is intended for educational and research purposes only, such as model validation, parameter calibration, and machine learning applications. The model mesh has been reduced from over 80,000 to ~8,000 elements compared to our operational model, and inputs are coarser in time and space, resulting in increased error. Results must not be used for decision-making.

 

Files:



README: Description of dataset with details on citations, data processing, and background information.

WaterBench-MIKE21SW-SouthernNorthSea.zip: model setup, input data (e.g., mesh, boundary conditions), observational data, and code for data exploration and model validation.

MIKE21SW-SouthernNorthSea-output.zip: 2-years model result files `Area.dfsu`, `Points.dfs0` and `Points_spectral.dfsu` (~7.5 GB).

MIKE21SW-SouthernNorthSea-input.zip: wind input data and hydrodynamic area file for the model(~4 GB).
DOI: 10.17632/2pzzdfb6mr
title: Anti-Sars-Cov-2 IgA and IgG levels in saliva of post-covid patients

description: Raw data: IgG and IgA reactivity index in post-covid patients
DOI: 10.17632/2pzzdfb6mr.2
title: Anti-Sars-Cov-2 IgA and IgG levels in saliva of post-covid patients

description: Raw data: IgG and IgA reactivity index in post-covid patients
DOI: 10.17026/ar/doihx9
title: Bureauonderzoek en inventariserend veldonderzoek (BO en IVO-O) Hengelo, Achilles kleedkamers Gemeente Hengelo (OV)

description: Het plangebied ligt in een zone met een dekzandhoogte en dekzandwelvingen. Binnen het gebied kunnen archeologische resten uit alle perioden worden aangetroffen. In het oostelijke deelgebied kan het archeologische relevante niveau direct onder de bouwvoor worden aangetroffen. In het westelijke deelgebied wordt een enkeerdbodem verwacht waardoor het pleistocene landschap is afgedekt door een opgebracht plaggendek. Het voorkomen van een plaggendek heeft vaak een gunstige, conserverende werking op het bodemarchief.

Uit het veldonderzoek is gebleken dat in het plangebied een bouwvoor aanwezig is die bestaat uit zwak siltig, sterk humeus matig fijn zand. Onder de bouwvoor is een vergraven laag aanwezig tot een diepte van 1,0 m in boring 4 en tot 0,9 m in boringen 5 en 6. Deze laag is rommelig en bestaat uit zwak humeus, zwak siltig zand. De vergraven laag gaat meteen over in het gele zand (C-horizont).

Op basis van de resultaten van het hier gerapporteerde onderzoek is geconcludeerd dat de kans klein is dat in het plangebied intacte archeologische resten aanwezig kunnen zijn. Geadviseerd wordt om de locatie vrij te geven voor de voorgenomen ingreep, de bouw van kleedkamers.
DOI: 10.25345/c50g3hb5k
title: MassIVE MSV000099611 - XIAMENUNIVERSITY-QIUYAN-8-Macrocarpal D (ykz0618)
title: Macrocarpal D is a bioactive constituent derived from Myrtaceae plants, exhibiting potent anti-inflammatory and free radical-scavenging activities, with promising application potential in pharmaceutical development, cosmetics, and natural product innovation.
DOI: 10.17632/3vchxvdkkh
title: Validation IRI

description: “This section includes documents from the study Validation and Norms for the Interpersonal Reactivity Index
DOI: 10.17632/3vchxvdkkh.1
title: Validation IRI

description: “This section includes documents from the study Validation and Norms for the Interpersonal Reactivity Index
DOI: 10.17632/wbfy3mj84z
title: Methane emissions from a mangrove ecosystem in the Yucatan Peninsula: exploring diverse management statuses - dataset

description: Restored mangroves methane fluxes and in situ parameters
DOI: 10.17632/wbfy3mj84z.2
title: Methane emissions from a mangrove ecosystem in the Yucatan Peninsula: exploring diverse management statuses - dataset

description: Restored mangroves methane fluxes and in situ parameters
DOI: 10.17632/css49h96bd
title: Dataset for “Clinical and Occlusal Outcomes of Treatments for Anterior Mandibular Fractures: A Systematic Review and Network Meta-Analysis”

description: This dataset contains the complete analytical and graphical materials used in the systematic review and network meta-analysis evaluating the clinical performance and post-treatment occlusal outcomes of interventions for anterior mandibular fractures.

The files include:

Raw and processed data files (.xlsx, .csv) containing study identifiers, sample sizes, treatment types, follow-up periods, and event data (failure rates, malocclusion incidence, and other clinical outcomes).

R scripts (.R, .Rmd) used for the end-to-end network meta-analysis, including data preparation, pairwise comparisons, random-effects network estimation, and generation of forest plots, league tables, and treatment ranking (P-scores).

CINeMA-related materials (risk-of-bias and indirectness matrices, domain judgments, and heatmaps exported from the CINeMA platform) documenting the confidence assessment for each comparison in the network.

Figures (in .png and .pdf formats) illustrating the network geometry, ranking probability plots, CINeMA heatmaps, and risk-of-bias summaries.

ReadMe file describing the variable definitions, data structure, and instructions to reproduce all analyses.

All data were extracted following PRISMA 2020 guidelines and analyzed using the meta and netmeta R packages (version ≥6.5-0). The reference treatment in all analyses was the conventional two-miniplate fixation approach.
This repository supports transparency and reproducibility of the findings reported in the corresponding manuscript.
DOI: 10.17632/css49h96bd.1
title: Dataset for “Clinical and Occlusal Outcomes of Treatments for Anterior Mandibular Fractures: A Systematic Review and Network Meta-Analysis”

description: This dataset contains the complete analytical and graphical materials used in the systematic review and network meta-analysis evaluating the clinical performance and post-treatment occlusal outcomes of interventions for anterior mandibular fractures.

The files include:

Raw and processed data files (.xlsx, .csv) containing study identifiers, sample sizes, treatment types, follow-up periods, and event data (failure rates, malocclusion incidence, and other clinical outcomes).

R scripts (.R, .Rmd) used for the end-to-end network meta-analysis, including data preparation, pairwise comparisons, random-effects network estimation, and generation of forest plots, league tables, and treatment ranking (P-scores).

CINeMA-related materials (risk-of-bias and indirectness matrices, domain judgments, and heatmaps exported from the CINeMA platform) documenting the confidence assessment for each comparison in the network.

Figures (in .png and .pdf formats) illustrating the network geometry, ranking probability plots, CINeMA heatmaps, and risk-of-bias summaries.

ReadMe file describing the variable definitions, data structure, and instructions to reproduce all analyses.

All data were extracted following PRISMA 2020 guidelines and analyzed using the meta and netmeta R packages (version ≥6.5-0). The reference treatment in all analyses was the conventional two-miniplate fixation approach.
This repository supports transparency and reproducibility of the findings reported in the corresponding manuscript.
DOI: 10.17026/ar/lg6ymj
title: 24174_Herpen-Rogstraat_BO
title: Archeologisch bureauonderzoek Inbreiding Rogstraat Tussen Rogstraat 9-19 en Burchtstraat 2-8 te Herpen Gemeente Oss

description: Op de gemeentelijke archeologische beleidsadvieskaart uit 2024 is het plangebied aangemerkt als historische kern. Naar aanleiding van de resultaten van het bureauonderzoek is deze verwachting nader gespecificeerd per periode/bijgesteld.
Op basis van het historisch kaartmateriaal is al minimaal sinds het eind van de 18e eeuw een bebouwingslint aanwezig aan weerzijden van de Rogstraat tussen Schoolstraat en Kruisstraat. Archeologische vondsten nabij de kruising Broekstraat/Kruisstraat duiden erop dat de bebouwing langs de Rogstraat al in de 16e eeuw aanwezig was.
Het is onzeker of toen al bebouwing in het plangebied aanwezig was. In het begin van de 19e eeuw tot ca. 1922 heeft in de noordelijke uitloper van het plangebied een deel van een huis gestaan. Hier geldt een hoge verwachting voor huisplaatsen uit de Late Middeleeuwen (vanaf de 13e eeuw) tot Nieuwe tijd. Het noorden van de kern van het plangebied was toen in gebruik als tuin en heeft een middelhoge verwachting voor archeologische resten die samenhangen met de historische kern. Het zuiden van de kern van het plangebied en de zuidelijke uitloper was akkerland en heeft een lage verwachting voor archeologische resten die samenhangen met de historische kern.
Herpen is gelegen op een complex van dekzandwelvingen dat doorsneden werd door een geulen stelsel dat ten oosten van het plangebied lag. Aan weerzijden van deze geul is bewoning aangetroffen vanaf de IJzertijd en nabij Herpen zijn spaarzaam ook aanwijzingen voor menselijke activiteiten in de Steentijd en Bronstijd. Het plangebied heeft daarom een middelhoge verwachting voor vuursteenvindplaatsen uit het Laat-Paleolithicum tot en met het Neolithicum en een hoge verwachting voor nederzettingsresten uit het Neolithicum tot en met de Volle Middeleeuwen (tot in de 13e eeuw).
Door sloop van de bebouwing in het uiterste noorden van het plangebied in 1922 en de bouw rond 1922 en sloop rond 1973 van een huis centraal in het plangebied en de bouw van opstallen vanaf 1973 kunnen archeologische en bouwhistorische resten in het plangebied verloren zijn gegaan.
DOI: 10.17632/4pctt5tww4.1
title: Operational Shorting and ETF Liquidity Provision -- Replication Package

description: This replication package includes the necessary code and pseudo data to replicate the Tables and Figures in "Operational Shorting and ETF Liquidity Provision," by Richard Evans, Rabih Moussawi, Michael Pagano, and John Sedunov, forthcoming in the Journal of Financial Economics. In compliance with the Data and Code Sharing Policy of the JFE, we provide pseudo data for the proprietary licensed data used in the paper.
DOI: 10.17632/864yvwpg9z
title: BHSE_data

description: The dataset contains field and laboratory measurements used to analyze the relationships between soil physical properties, topographic attributes, land use, and saturated hydraulic conductivity (Ksat) in an agricultural landscape. Data were collected from multiple sampling points characterized by different land use types (annual cropping, pasture, forest, and silviculture) in southern Brazil.

Each record includes geographic coordinates (X, Y), Ksat (m h⁻¹), bulk density (BD, g cm⁻³), total porosity (TP, %), microporosity (Mic, %), macroporosity (Mac, %), soil organic carbon (CO, %), elevation, slope, and soil texture fractions (clay, silt, sand). Land use class and a numeric use identifier are also provided.

The dataset supports studies focused on soil–water–plant–atmosphere interactions, hydrological modeling, and land-use effects on soil hydraulic behavior.
DOI: 10.17632/864yvwpg9z.1
title: BHSE_data

description: The dataset contains field and laboratory measurements used to analyze the relationships between soil physical properties, topographic attributes, land use, and saturated hydraulic conductivity (Ksat) in an agricultural landscape. Data were collected from multiple sampling points characterized by different land use types (annual cropping, pasture, forest, and silviculture) in southern Brazil.

Each record includes geographic coordinates (X, Y), Ksat (m h⁻¹), bulk density (BD, g cm⁻³), total porosity (TP, %), microporosity (Mic, %), macroporosity (Mac, %), soil organic carbon (CO, %), elevation, slope, and soil texture fractions (clay, silt, sand). Land use class and a numeric use identifier are also provided.

The dataset supports studies focused on soil–water–plant–atmosphere interactions, hydrological modeling, and land-use effects on soil hydraulic behavior.
DOI: 10.15468/dl.f42r48
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Macrobrachium platycheles",
 "Country is Singapore",
 "OccurrenceStatus is Present",
 "EventDate is 1800,2026"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002145-251025141854904/datasets/export for details.
DOI: 10.17632/fxdpsrwkm5
title: PFAS composition of the Timothy grass used for in vitro analysis.

description: Analyzed by the Department of Defense (DoD) Quality Systems Manual (QSM) 5.3 Table B-15.
DOI: 10.17632/fxdpsrwkm5.2
title: PFAS composition of the Timothy grass used for in vitro analysis.

description: Analyzed by the Department of Defense (DoD) Quality Systems Manual (QSM) 5.3 Table B-15.
DOI: 10.17632/7gbt9kr5r3
title: The dataset of Hoya lockii V.T. Pham & Aver. is kept at the Faculty of Biology, Thai Nguyen University of Education, Viet Nam

description: Description
Hoya lockii V.T. Pham & Aver. is an endemic plant species of Vietnam, first discovered in May 2011 in Huong Nguyen Commune, A Luoi District, Thua Thien Hue Province, and formally described in 2012 [1]. This species is an epiphytic plant that typically grows on trees in evergreen broadleaf forests. Due to its narrow distribution range and the small number of individuals remaining in the wild (fewer than 50), H. lockii is classified as Critically Endangered (CR) according to the IUCN Red List criteria (2010). The species bears attractive, round, white, umbellate flowers with a pleasant fragrance, making it a desirable ornamental plant. Hoya is a large genus belonging to the subfamily Asclepiadoideae of the family Apocynaceae. In Vietnam, approximately 40 Hoya species have been recorded, all of which possess ornamental value due to their distinctive flowers.
A specimen of Hoya lockii V.T. Pham & Aver. was collected from Dong Son, Ky Thuong Nature Reserve, Quang Ninh Province, Vietnam (21.1189° N, 107.0631° E), and Dr. Sy verified its taxonomic identification from the Department of Botany, Faculty of Biology, Thai Nguyen University of Education, Vietnam. The voucher specimen, designated HL2022-VN01, is deposited at the Faculty of Biology, Thai Nguyen University of Education. H. lockii specimen was also propagated in vitro and is currently maintained in the Plant Cell Biotechnology Laboratory and the Experimental Garden of the same faculty (21o 35’ 55.0921’’ N, 105o 49’ 25.5569’’).
The H. lockii dataset includes: i) Morphological data, ii) Ecological data, and iii) In vitro conservation data (Details in attached file)
DOI: 10.17632/7gbt9kr5r3.1
title: The dataset of Hoya lockii V.T. Pham & Aver. is kept at the Faculty of Biology, Thai Nguyen University of Education, Viet Nam

description: Description
Hoya lockii V.T. Pham & Aver. is an endemic plant species of Vietnam, first discovered in May 2011 in Huong Nguyen Commune, A Luoi District, Thua Thien Hue Province, and formally described in 2012 [1]. This species is an epiphytic plant that typically grows on trees in evergreen broadleaf forests. Due to its narrow distribution range and the small number of individuals remaining in the wild (fewer than 50), H. lockii is classified as Critically Endangered (CR) according to the IUCN Red List criteria (2010). The species bears attractive, round, white, umbellate flowers with a pleasant fragrance, making it a desirable ornamental plant. Hoya is a large genus belonging to the subfamily Asclepiadoideae of the family Apocynaceae. In Vietnam, approximately 40 Hoya species have been recorded, all of which possess ornamental value due to their distinctive flowers.
A specimen of Hoya lockii V.T. Pham & Aver. was collected from Dong Son, Ky Thuong Nature Reserve, Quang Ninh Province, Vietnam (21.1189° N, 107.0631° E), and Dr. Sy verified its taxonomic identification from the Department of Botany, Faculty of Biology, Thai Nguyen University of Education, Vietnam. The voucher specimen, designated HL2022-VN01, is deposited at the Faculty of Biology, Thai Nguyen University of Education. H. lockii specimen was also propagated in vitro and is currently maintained in the Plant Cell Biotechnology Laboratory and the Experimental Garden of the same faculty (21o 35’ 55.0921’’ N, 105o 49’ 25.5569’’).
The H. lockii dataset includes: i) Morphological data, ii) Ecological data, and iii) In vitro conservation data (Details in attached file)
DOI: 10.6084/m9.figshare.30453413
title: Supporting file

description: Neonatal hypothermia is a condition in which neonate’s body temperature is less than 36.5 degree centigrade within 28 days of life. Hypothermia is a significant concern as it can have both immediate and long-term physiological effects like respiratory distress, cardiovascular instability, metabolic changes, and impair immune function, while long-term physiological effects as such neurodevelopmental impairment, growth and development disruption, and increased morbidity and mortality
DOI: 10.6084/m9.figshare.30453413.v2
title: Supporting file

description: Neonatal hypothermia is a condition in which neonate’s body temperature is less than 36.5 degree centigrade within 28 days of life. Hypothermia is a significant concern as it can have both immediate and long-term physiological effects like respiratory distress, cardiovascular instability, metabolic changes, and impair immune function, while long-term physiological effects as such neurodevelopmental impairment, growth and development disruption, and increased morbidity and mortality
DOI: 10.6084/m9.figshare.30453413.v1
title: Supporting file

description: Neonatal hypothermia is a condition in which neonate’s body temperature is less than 36.5 degree centigrade within 28 days of life. Hypothermia is a significant concern as it can have both immediate and long-term physiological effects like respiratory distress, cardiovascular instability, metabolic changes, and impair immune function, while long-term physiological effects as such neurodevelopmental impairment, growth and development disruption, and increased morbidity and mortality
DOI: 10.17632/3tmdhzkfw8
title: Toward low-carbon: The dual role of wood fly ash in enhancing fire resistance and CO₂ reduction in cementitious systems

description: The research investigates the impact of incorporating wood fly ash (WFA) as a partial replacement for cement on the thermal-induced behavior of cementitious systems. The primary hypothesis is that replacing a portion of cement with WFA can improve the material’s thermal resistance while reducing overall carbon emissions associated with cement production.

The dataset includes experimental results such as, spreading test, bulk density, residual compressive strength, after exposure to elevated temperatures,thermogravimetric analysis (TGA) and SEM. These data were collected through standardized laboratory testing of concrete specimens containing different WFA replacement ratios.

This data can be used by researchers and engineers to evaluate the thermal performance and environmental benefits of WFA-blended cementitious systems, and to optimize mix designs for sustainable construction applications.
DOI: 10.17632/3tmdhzkfw8.1
title: Toward low-carbon: The dual role of wood fly ash in enhancing fire resistance and CO₂ reduction in cementitious systems

description: The research investigates the impact of incorporating wood fly ash (WFA) as a partial replacement for cement on the thermal-induced behavior of cementitious systems. The primary hypothesis is that replacing a portion of cement with WFA can improve the material’s thermal resistance while reducing overall carbon emissions associated with cement production.

The dataset includes experimental results such as, spreading test, bulk density, residual compressive strength, after exposure to elevated temperatures,thermogravimetric analysis (TGA) and SEM. These data were collected through standardized laboratory testing of concrete specimens containing different WFA replacement ratios.

This data can be used by researchers and engineers to evaluate the thermal performance and environmental benefits of WFA-blended cementitious systems, and to optimize mix designs for sustainable construction applications.
DOI: 10.15468/dl.m7px3y
title: Occurrence Download

description: A dataset containing 1622 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Enteromorpha clathrata"
 ]
}

 The dataset includes 1622 records from 104 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002146-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/6prmzynvn2
title: Project Based Learning Internal data

description: This dataset only for internal purpose
DOI: 10.17632/6prmzynvn2.1
title: Project Based Learning Internal data

description: This dataset only for internal purpose
DOI: 10.17632/j6pr7rw5yh
title: Supplemental Figure 1. Cumulative Incidence Function of SC-specific death and other cause death by Treatment Delay in months

description: Supplemental Figure 1. Cumulative Incidence Function of SC-specific death and other cause death by Treatment Delay in months