cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/3jwkwmjj9v.1
title: Quantitative Research Data

description: The study hypothesized that quantitative MRI parameters, specifically Ktrans and ADC can non-invasively differentiate osteosarcoma histologic subtypes by reflecting underlying differences in vascular permeability and tumor cellularity. Multiparametric MRI data were collected from 43 patients using 3T DWI and DCE-MRI protocols.

The data demonstrated that K^trans and ADC significantly varied across subtypes, with chondroblastic osteosarcoma showing higher Ktrans compared to osteoblastic forms, suggesting greater microvascular permeability within the chondroid stroma. These findings indicate that perfusion and diffusion metrics can serve as imaging biomarkers of osteosarcoma heterogeneity.

Clinically, the results highlight the role of radiology as a quantitative diagnostic tool in precision oncology, enhancing subtype differentiation, guiding treatment monitoring, and potentially reducing dependence on invasive biopsy. The dataset enables replication of this workflow for validation or radiomics-based prognostic modeling in future studies.
DOI: 10.17632/gx29c22twj.2
title: Data augmentation and machine learning code in the prediction of Mg-based hydrogen storage alloy

description: This dataset includes augmented data related to the hydrogen storage capacity of Mg-based hydrogen storage alloys, as well as code used for data augmentation, model building, and model interpretation. The data augmentation code contains physical constraint augmentation, Gaussian noise augmentation, interpolation augmentation, and SMOTE oversampling augmentation. The model implementation includes code for SVR, MLP, RF, XGBoost, and the SHAP method.
DOI: 10.17632/4r5nns4xr8
title: Self-Floating Activated Carbon Composite Hydrogel Enabling Sustained Wastewater Treatment through Synergistic Adsorption and Solar Interfacial Evaporation

description: Research data for "Self-Floating Activated Carbon Composite Hydrogel Enabling Sustained Wastewater Treatment through Synergistic Adsorption and Solar Interfacial Evaporation''
DOI: 10.17632/4r5nns4xr8.1
title: Self-Floating Activated Carbon Composite Hydrogel Enabling Sustained Wastewater Treatment through Synergistic Adsorption and Solar Interfacial Evaporation

description: Research data for "Self-Floating Activated Carbon Composite Hydrogel Enabling Sustained Wastewater Treatment through Synergistic Adsorption and Solar Interfacial Evaporation''
DOI: 10.17632/tsxphkgsvh
title: PAHs-Tracing industrial fingerprints in the spatial distribution of sedimentary polycyclic aromatic hydrocarbons across the eutrophic Dianchi Lake
DOI: 10.17632/tsxphkgsvh.1
title: PAHs-Tracing industrial fingerprints in the spatial distribution of sedimentary polycyclic aromatic hydrocarbons across the eutrophic Dianchi Lake
DOI: 10.17632/w3f9hxfkkk
title: NU-SW, CIC-IDS

description: IDS
DOI: 10.15468/dl.3m77vx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras panda",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033873-251025141854904/datasets/export for details.
DOI: 10.17632/w3f9hxfkkk.2
title: NU-SW, CIC-IDS

description: IDS
DOI: 10.17632/vwcwfj43d6.1
title: "Reframing SME Financial Performance: How Financial Capability Shapes the Effects of Financial Literacy and Mental Accounting" Data Set

description: This dataset was collected for the study “Reframing SME Financial Performance: How Financial Capability Shapes the Effects of Financial Literacy and Mental Accounting.” The data come from 177 food-and-beverage SMEs respondents in Blitar City, Indonesia. Respondents completed a structured questionnaire designed to measure three main constructs: financial literacy, mental accounting, and financial capability, as well as self-reported financial performance.

The instrument includes 22 indicators assessed using a six-point Likert scale (1 = strongly disagree to 6 = strongly agree). The dataset captures how these variables interact within the daily financial practices of F&B SMEs, providing a quantitative basis for examining the moderating role of financial capability in the relationship between financial literacy, mental accounting, and financial performance.
DOI: 10.17632/xb7v98nfgc
title: Socioeconomic gradients modulate climate–soil interactions driving plant punctional traits across China

description: This dataset contains functional trait values for 25,624 vascular plant species across China, including leaf area, maximum plant height, seed size, and cone size, along with geographic coordinates. Environmental variables (climate, soil, NDVI, PM2.5) and provincial per capita GDP are provided for each sampling location. Data were compiled from multiple repositories, harmonized taxonomically, and quality-controlled to remove missing or implausible coordinates and reduce spatial sampling bias. This dataset enables analysis of plant functional traits under diverse environmental and socioeconomic conditions across China.
DOI: 10.17632/xb7v98nfgc.1
title: Socioeconomic gradients modulate climate–soil interactions driving plant punctional traits across China

description: This dataset contains functional trait values for 25,624 vascular plant species across China, including leaf area, maximum plant height, seed size, and cone size, along with geographic coordinates. Environmental variables (climate, soil, NDVI, PM2.5) and provincial per capita GDP are provided for each sampling location. Data were compiled from multiple repositories, harmonized taxonomically, and quality-controlled to remove missing or implausible coordinates and reduce spatial sampling bias. This dataset enables analysis of plant functional traits under diverse environmental and socioeconomic conditions across China.
DOI: 10.34780/1cfsy3pf
title: Die Keramik vom unteren Aufweg und der Hafenanlage zur Knickpyramide in Dahschur

description: Dieser Band stellt die Publikation einer 2018 abgeschlossenen Dissertation dar, deren Gegenstand die Untersuchung des keramischen Fundmaterials vom unteren Aufweg und der Hafenanlage zur Knickpyramide in Dahschur bildet. Die Ausgrabungen wurden zwischen 2009 und 2018 vom Deutschen Archäologischen Institut, Abteilung Kairo, durchgeführt. Der zeitliche Horizont des Corpus erstreckt sich vom frühen Alten Reich (frühe 4. Dynastie) bis ins Neue Reich (Ende 18. Dynastie). Neben der klassischen Keramikbearbeitung widmet sich die Arbeit Fragestellungen zum Landschaftswandel im memphitischen Raum im 3. Jahrtausend v. Chr.

This volume presents the publication of a doctoral thesis completed in 2018, which offers a study of the ceramic finds from the lower causeway and the harbour leading to the Bent Pyramid at Dahshur. Excavations were conducted by the Cairo Department of the Deutsches Archäologisches Institut between 2009 and 2018. The corpus includes material dating from the early Old Kingdom (early 4ᵗʰ Dynasty) to the New Kingdom (end of the 18ᵗʰ Dynasty). In addition to using traditional methods of ceramic analysis, the study explores questions concerning landscape transformation in the Memphite area during the 3ʳᵈ millennium B.C.
DOI: 10.17632/nyjtbbx88d
title: Industrial Policy and Urban Children’s Human Capital Accumulation: Evidence from China’s “Third Front Construction”

description: This replication package provides all the publicly available data, code, and instructions required to reproduce the main empirical results of the above-mentioned research paper. The package is designed to facilitate transparency and enable independent verification of all statistical findings reported in the study.
DOI: 10.17632/nyjtbbx88d.2
title: Industrial Policy and Urban Children’s Human Capital Accumulation: Evidence from China’s “Third Front Construction”

description: This replication package provides all the publicly available data, code, and instructions required to reproduce the main empirical results of the above-mentioned research paper. The package is designed to facilitate transparency and enable independent verification of all statistical findings reported in the study.
DOI: 10.17632/27fbnpbdhc
title: Strontium spiking — An effective strategy for boosting bivalve larval resilience under acidification
DOI: 10.17632/27fbnpbdhc.1
title: Strontium spiking — An effective strategy for boosting bivalve larval resilience under acidification
DOI: 10.15468/dl.5vuwj7
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "Geometry POLYGON((-6.66256 43.16613,-6.59032 43.16613,-6.59032 43.23308,-6.66256 43.23308,-6.66256 43.16613))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year 2020-2025"
 ]
}

 The dataset includes 137 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033874-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17556346
title: CLIVAR Repeat Hydrography (2003-2014): Global Surface dissolved Al data and Al-derived dust deposition estimates

description: GENERAL DESCRIPTION

This dataset compiles dissolved aluminum (dAl) measurements and associated hydrographic parameters collected by the Measures Group (SOEST, University of Hawai‘i at Mānoa) as part of the trace-metal program on CLIVAR Repeat Hydrography cruises conducted between 2003 and 2014. The dataset contains 628 valid surface observations spanning the global ocean and accompanies a manuscript currently under review in Global Biogeochemical Cycles.

CONTENTS

1. Surface dissolved aluminum and hydrography

For each station, the dataset provides the first (shallowest) sampling depth, including:





Dissolved Al concentration (dAl [nmol/L])




Geographic position (latitude, longitude)




Sampling depth [m]




Date and Time (UTC)




Hydrographic parameters: salinity, temperature




Macronutrients: nitrate, nitrite, phosphate, and silicic acid (all in µmol/kg)



2. Annual Argo Mixed Layer Depth (MLD)

The annual MLD climatology for each station was retrieved from the UCSD Mixed Layer Depth Climatology database (mixedlayer.ucsd.edu; accessed June 2025).





MLD was computed using the Boyer–Montegut density-threshold criterion (Δσθ = 0.03 kg m⁻³).




Parameter name: Mean_Annual_Argo_MLD [m]



3. Mean annual mixed-layer dissolved Al

For each station, the mean dissolved Al concentration within the annual Argo MLD was calculated:





Parameter name: Mean_dAl_in_Argo_annual_MLD [nmol/L]




If the Argo annual MLD was shallower than the first CLIVAR sampling depth, the single shallowest dAl value was used.



4. Atmospheric dust deposition estimates

Two types of dust deposition fluxes are included:





Mahowald_Dust [g m⁻² yr⁻¹]: model-based atmospheric dust deposition extracted from Mahowald et al. (2005).




MADCOW_Dust [g m⁻² yr⁻¹]: aluminum-derived dust deposition fluxes calculated using the MADCOW approach. 



5. Quality Flags (QF)

Each parameter is accompanied by a quality flag:





QF = 0 — Good




QF = 1 — Unknown




QF = 4 — Questionable




QF = 8 — Bad



Contact

For questions about the dataset, please contact:Maxime Grand (M. Grand)Email: maxime.grand@sjsu.edu
DOI: 10.5281/zenodo.17556345
title: CLIVAR Repeat Hydrography (2003-2014): Global Surface dissolved Al data and Al-derived dust deposition estimates

description: GENERAL DESCRIPTION

This dataset compiles dissolved aluminum (dAl) measurements and associated hydrographic parameters collected by the Measures Group (SOEST, University of Hawai‘i at Mānoa) as part of the trace-metal program on CLIVAR Repeat Hydrography cruises conducted between 2003 and 2014. The dataset contains 628 valid surface observations spanning the global ocean and accompanies a manuscript currently under review in Global Biogeochemical Cycles.

CONTENTS

1. Surface dissolved aluminum and hydrography

For each station, the dataset provides the first (shallowest) sampling depth, including:





Dissolved Al concentration (dAl [nmol/L])




Geographic position (latitude, longitude)




Sampling depth [m]




Date and Time (UTC)




Hydrographic parameters: salinity, temperature




Macronutrients: nitrate, nitrite, phosphate, and silicic acid (all in µmol/kg)



2. Annual Argo Mixed Layer Depth (MLD)

The annual MLD climatology for each station was retrieved from the UCSD Mixed Layer Depth Climatology database (mixedlayer.ucsd.edu; accessed June 2025).





MLD was computed using the Boyer–Montegut density-threshold criterion (Δσθ = 0.03 kg m⁻³).




Parameter name: Mean_Annual_Argo_MLD [m]



3. Mean annual mixed-layer dissolved Al

For each station, the mean dissolved Al concentration within the annual Argo MLD was calculated:





Parameter name: Mean_dAl_in_Argo_annual_MLD [nmol/L]




If the Argo annual MLD was shallower than the first CLIVAR sampling depth, the single shallowest dAl value was used.



4. Atmospheric dust deposition estimates

Two types of dust deposition fluxes are included:





Mahowald_Dust [g m⁻² yr⁻¹]: model-based atmospheric dust deposition extracted from Mahowald et al. (2005).




MADCOW_Dust [g m⁻² yr⁻¹]: aluminum-derived dust deposition fluxes calculated using the MADCOW approach. 



5. Quality Flags (QF)

Each parameter is accompanied by a quality flag:





QF = 0 — Good




QF = 1 — Unknown




QF = 4 — Questionable




QF = 8 — Bad



Contact

For questions about the dataset, please contact:Maxime Grand (M. Grand)Email: maxime.grand@sjsu.edu
DOI: 10.5281/zenodo.17612149
title: acoustic seafloor classification model output GOA 2019

description: Files contain outputs from a ML model described in "Seabed classification in the Gulf of Alaska from acoustic surveys using deep learning " by K. Agarwal, C. Rooper, and K. Williams.  Each row is derived from an acoustic sample collected during the 2019 GOA summer acoustic survey, which is conducted by the NOAA/AFSC. The fields include geographic position, depth, and probability of class membership across five seafloor habitat categories including Sand/Mud, Mixed Coarse, Cobble,    Boulder, and Bedrock. Rugosity represents small scale change in elevation (1 m). The dataset is divided into 6 files for ease of downloading/managing.
DOI: 10.5281/zenodo.17612150
title: acoustic seafloor classification model output GOA 2019

description: Files contain outputs from a ML model described in "Seabed classification in the Gulf of Alaska from acoustic surveys using deep learning " by K. Agarwal, C. Rooper, and K. Williams.  Each row is derived from an acoustic sample collected during the 2019 GOA summer acoustic survey, which is conducted by the NOAA/AFSC. The fields include geographic position, depth, and probability of class membership across five seafloor habitat categories including Sand/Mud, Mixed Coarse, Cobble,    Boulder, and Bedrock. Rugosity represents small scale change in elevation (1 m). The dataset is divided into 6 files for ease of downloading/managing.
DOI: 10.15468/dl.38tfgp
title: Occurrence Download

description: A dataset containing 219 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "StateProvince is Idaho",
 "TaxonKey is Xylocopa virginica"
 ]
}

 The dataset includes 219 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033876-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hg3u4g
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Corydoras rabauti",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033877-251025141854904/datasets/export for details.
DOI: 10.17632/ssg3t26nzg
title: GESTATIONAL CONDITIONS ASSOCIATED WITH THE FETAL WELL-BEING TEST WITH THE NON-STRESS TEST IN PREGNANT WOMEN CARED FOR IN A HIGH-ALTITUDE HOSPITAL

description: This study investigates maternal and gestational factors influencing non-stress test (NST) outcomes in pregnant women cared for at a high-altitude hospital in Peru (over 3,800 meters). Analyzing data from 134 women, the research found that advanced maternal age (≥30 years), overweight status (40.3% of non-reactive cases), antepartum hemorrhage (29.1%), a double nuchal cord (present in 50% of participants, all associated with non-reactive or doubtful NSTs), and normal amniotic fluid volume between weeks 33-37 were strongly and statistically significantly linked to non-reactive NST results. Surprisingly, oligohydramnios between weeks 28-32 was associated with reactive NSTs. The findings challenge conventional interpretations of NST in high-altitude settings, suggesting that standard low-altitude criteria may lead to false positives. The study concludes that maternal age, weight, bleeding, cord loops, and amniotic fluid volume must be considered when evaluating fetal well-being in high-altitude populations to improve clinical decision-making.
DOI: 10.17632/ssg3t26nzg.1
title: GESTATIONAL CONDITIONS ASSOCIATED WITH THE FETAL WELL-BEING TEST WITH THE NON-STRESS TEST IN PREGNANT WOMEN CARED FOR IN A HIGH-ALTITUDE HOSPITAL

description: This study investigates maternal and gestational factors influencing non-stress test (NST) outcomes in pregnant women cared for at a high-altitude hospital in Peru (over 3,800 meters). Analyzing data from 134 women, the research found that advanced maternal age (≥30 years), overweight status (40.3% of non-reactive cases), antepartum hemorrhage (29.1%), a double nuchal cord (present in 50% of participants, all associated with non-reactive or doubtful NSTs), and normal amniotic fluid volume between weeks 33-37 were strongly and statistically significantly linked to non-reactive NST results. Surprisingly, oligohydramnios between weeks 28-32 was associated with reactive NSTs. The findings challenge conventional interpretations of NST in high-altitude settings, suggesting that standard low-altitude criteria may lead to false positives. The study concludes that maternal age, weight, bleeding, cord loops, and amniotic fluid volume must be considered when evaluating fetal well-being in high-altitude populations to improve clinical decision-making.
DOI: 10.17632/hmf82bzwf5
title: PPPASI, DLQI and IL-6, IL-17A, and IL-23 levels before and after treatment of PPP patietns

description: A patient’s corresponding photographs before and after treatment, figures of all patient’s PPPASI, DLQI and IL-6, IL-17A, and IL-23 levels
DOI: 10.17632/hmf82bzwf5.1
title: PPPASI, DLQI and IL-6, IL-17A, and IL-23 levels before and after treatment of PPP patietns

description: A patient’s corresponding photographs before and after treatment, figures of all patient’s PPPASI, DLQI and IL-6, IL-17A, and IL-23 levels
DOI: 10.17632/smg8myjddc
title: Inclusion and Exclusion Criteria for Patients with Palmoplantar Pustulosis

description: Inclusion and exclusion criteria for palmoplantar pustulosis
DOI: 10.17632/smg8myjddc.1
title: Inclusion and Exclusion Criteria for Patients with Palmoplantar Pustulosis

description: Inclusion and exclusion criteria for palmoplantar pustulosis
DOI: 10.17632/j8fzftdbzr
title: Industrial Policy and Urban Children’s Human Capital Accumulation: Evidence from China’s “Third Front Construction”

description: This replication package provides all the publicly available data, code, and instructions required to reproduce the main empirical results of the above-mentioned research paper. The package is designed to facilitate transparency and enable independent verification of all statistical findings reported in the study.
DOI: 10.17632/j8fzftdbzr.1
title: Industrial Policy and Urban Children’s Human Capital Accumulation: Evidence from China’s “Third Front Construction”

description: This replication package provides all the publicly available data, code, and instructions required to reproduce the main empirical results of the above-mentioned research paper. The package is designed to facilitate transparency and enable independent verification of all statistical findings reported in the study.
DOI: 10.17632/zbm4wjmvny.1
title: High-throughput screening of pairwise alloying interaction in bcc-Fe: A DFT and machine learning study

description: The supplementary materials to the article "A.I. Kartamyshev, D.A. Aksyonov, S.V. Levchenko, A.O. Boev. High-throughput screening of pairwise alloying interaction in bcc-Fe: A DFT and machine learning study".
1. File supplementary materials contains figures and tables additional to the main text of the article.
2. Folder 'sol, vac' contains databases for containing only one solute atom in substitutional, octahedral and tetrahedral positions as well as one substitutional solute atom with vacany on first to third coordination sphere in bcc lattice of iron.
3. Folder sub-sub contains databases for substitutional-substitutional solute pairs on first coordination sphere used to train different machine learning models.
4. Folder oct-sub contains databases for octahedral-substitutional solute pairs on first and second coordination spheres.
5. Folder tet-sub contains databases for tetrahedral-substitutional solute pairs on first and second coordination spheres.
DOI: 10.15468/dl.vv5wsk
title: Occurrence Download

description: A dataset containing 2975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is one of (ARG, CHL, PRY, URY, FLK, BRA.21_1, BRA.16_1, BRA.24_1)",
 "TaxonKey is Viola"
 ]
}

 The dataset includes 2975 records from 99 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033880-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5g9t6bx4j7
title: Point cloud sequence of tumbling non-cooperative space targets

description: A point cloud sequence for a tumbling non-cooperative target, namely Syn6DOF, is provided for simulating point cloud registration and motion estimation in on-orbit servicing.
Syn6DoF is a synthetic point-cloud sequence of the Hubble Space Telescope with pose annotations. There is 3-DoF tumbling motion and 3-DoF translational motion. Relative translational motion is simulated using the Clohessy–Wiltshire (CW) equations. Please unzip the archive ‘Syn6DoF’ to extract all point-cloud files and one pose file. The poses for all point clouds are recorded in ‘data_t_rpy_xyz_hubble_no_rotation.txt’. In each line, the 1st value is the point-cloud index; columns 2–4 are the target’s x–y–z Euler-angle components relative to the LiDAR; columns 5–7 are the translation coordinates.
DOI: 10.17632/5g9t6bx4j7.2
title: Point cloud sequence of tumbling non-cooperative space targets

description: A point cloud sequence for a tumbling non-cooperative target, namely Syn6DOF, is provided for simulating point cloud registration and motion estimation in on-orbit servicing.
Syn6DoF is a synthetic point-cloud sequence of the Hubble Space Telescope with pose annotations. There is 3-DoF tumbling motion and 3-DoF translational motion. Relative translational motion is simulated using the Clohessy–Wiltshire (CW) equations. Please unzip the archive ‘Syn6DoF’ to extract all point-cloud files and one pose file. The poses for all point clouds are recorded in ‘data_t_rpy_xyz_hubble_no_rotation.txt’. In each line, the 1st value is the point-cloud index; columns 2–4 are the target’s x–y–z Euler-angle components relative to the LiDAR; columns 5–7 are the translation coordinates.
DOI: 10.17632/4djb5rmxb7
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview Case 16PHCO1R
DOI: 10.17632/4djb5rmxb7.1
title: Volumetric Behaviour Analysis (VBA) of Hong Kong Public Housing Flats - Interview Case 16PHCO1R