cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7956045
title: Data of "Multilayer spintronic neural networks with radio-frequency connections"

description: This dataset corresponds to the open data of the publication "Multilayer spintronic neural networks with radio-frequency connections".
DOI: 10.21227/bmy1-mw34
title: Simulated Student Dataset for Fairness Analysis in Predicted Grading Models

description: This dataset contains simulated records for 3,000 students, generated for the purpose of evaluating fairness in predicted grading models. The dataset includes decile rankings based on historical performance, predicted grades, and demographic attributes such as socioeconomic status, school type, gender, and ethnicity. The data was created using controlled randomization techniques and includes noise to reflect real-world prediction uncertainty. While entirely synthetic, the dataset is designed to mimic key structural patterns relevant to algorithmic fairness and educational inequality. It may be used to test grading algorithms, simulate bias detection, or serve as a reproducible example in education-focused machine learning research.
DOI: 10.5281/zenodo.14901198
title: Alvar anatomical whole-body model with anisotropic skeletal muscles

description: The Alvar whole-body model is an anatomically accurate voxel model of an adult male designed at Aalto University for computational electromagnetic dosimetry. The model consists of 82 distinct anatomical structures, tissues, and/or bodily fluids. It has been further refined to categorize muscle tissue into 398 individual skeletal muscles. For these muscles, the direction of the muscle fibres has been estimated using Laplacian vector field simulations. More details about the dataset are given in the README.md file.
DOI: 10.5281/zenodo.14901199
title: Alvar anatomical whole-body model with anisotropic skeletal muscles

description: The Alvar whole-body model is an anatomically accurate voxel model of an adult male designed at Aalto University for computational electromagnetic dosimetry. The model consists of 82 distinct anatomical structures, tissues, and/or bodily fluids. It has been further refined to categorize muscle tissue into 398 individual skeletal muscles. For these muscles, the direction of the muscle fibres has been estimated using Laplacian vector field simulations. More details about the dataset are given in the README.md file.
DOI: 10.15468/dl.jgjq9e
title: Occurrence Download

description: A dataset containing 126079 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Berberis vulgaris L.",
 "HasCoordinate is true"
 ]
}

 The dataset includes 126079 records from 751 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016764-250402121839773/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28776986
title: Supplementary data: Impact analysis of expanding antibiotic use for treatment of uncomplicated appendicitis without appendicolith

description: <b>These are peer-reviewed supplementary materials for the article</b><b> </b><b>'</b><b>Impact analysis of expanding antibiotic use </b><b>for treatment of uncomplicated </b><b>appendicitis without appendicolith</b><b>'</b><b> </b><b>published in the</b><b> </b><b><i>Journal of Comparative Effectiveness Research</i></b><b>.</b><b>Supplementary Appendix Table 1:</b> Complete Set of Parameters Used to Compare Outcomes of Appendectomy and First-Line Antibiotics Treatment of Appendicitis in Adults, Ranges Used for One-Way Sensitivity Analysis, and Distributions Used for Probabilistic Sensitivity Analysis<b>References</b><b>Aim: </b>Approximately 20% of patients with uncomplicated appendicitis receive antibiotics as a first-line treatment; this study explores the impacts of expanding patient uptake of first-line antibiotics for appendicitis treatment. <b>Materials & methods:</b> We model the impacts on the patient, caregiver, payer and total societal costs associated with expanding antibiotics use from 20 to 50% for patients with appendicitis through use of a decision-tree model. <b>Results: </b>Increasing antibiotics uptake to 50% of eligible appendicitis patients is expected to decrease overall societal economic costs by $192 million, and these savings are driven by a $493 million reduction in initial treatment costs. For patients and their caregivers, out-of-pocket costs are expected to decrease by $18 million, appendectomies by 27,410 and missed work hours by 639,682. <b>Conclusion: </b>Increasing national uptake of antibiotics for the treatment of appendicitis may reduce patient, payer and total societal costs with minimal impact to patient health outcomes. An expansion may also decrease the total number of appendectomies, appendectomy-related medical complications, and lost wages for patients and caregivers, with minimal decreases in the number of appendiceal cancer cases treated early.
DOI: 10.21227/3xng-9x95
title: Simulated Student Dataset for Fairness Analysis in Predicted Grading Models

description: This dataset contains simulated records for 3,000 students, generated for the purpose of evaluating fairness in predicted grading models. The dataset includes decile rankings based on historical performance, predicted grades, and demographic attributes such as socioeconomic status, school type, gender, and ethnicity. The data was created using controlled randomization techniques and includes noise to reflect real-world prediction uncertainty. While entirely synthetic, the dataset is designed to mimic key structural patterns relevant to algorithmic fairness and educational inequality. It may be used to test grading algorithms, simulate bias detection, or serve as a reproducible example in education-focused machine learning research.
DOI: 10.5281/zenodo.14835237
title: Observation
DOI: 10.6084/m9.figshare.28760981
title: Supplementary Material for: Association between microbiome dysbiosis and postoperative disorders before and after gastrectomy

description: Introduction. Gastrectomy considerably affects the gut microbiome; however, the association between dysbiosis and post-gastrectomy syndrome remains to be explored. This study prospectively explored fecal gut microbiota alterations before and 3 months after gastrectomy, investigating their potential association with weight loss.
Methods. The gut microbiome of 21 patients with gastric cancer scheduled for gastrectomy in April–October 2022 was analyzed using 16S rRNA gene Next-Generation Sequencing. Their microbiome profiles were compared to those of healthy controls. Bacterial taxa demonstrating significant changes were determined using the Linear Discriminant Analysis Effect Size algorithm and further analyzed for their relationship with weight loss in the gastrectomy cohort.
Results. Postoperative complications (≥grade 2) were observed in 14.3% of patients. Postoperative weight loss was －10.9%, with the following breakdown: distal (－7.0%), total (－13.5%), and proximal (－14.0%) gastrectomy (P = 0.003). Microbiota analysis demonstrated a significant incline in the abundance of the Streptococcus salivarius group and a decline in Bacteroides uniformis in patients with gastric cancer compared to healthy controls. The S. salivarius group exhibited a further increase, while B. uniformis showed signs of recovery after gastrectomy. Additionally, 5α-reductase gene levels, reported to decrease as several cancers progress, were found to elevate post-surgery. Furthermore, patients experiencing greater weight loss showed a significant reduction in Faecalibacterium prausnitzii levels, while lower serum prealbumin and zinc levels were associated with the abundance of Escherichia coli.
Conclusion. Gastrectomy significantly alters the gut microbiome. Supporting microbiome health with prebiotics may help alleviate postoperative issues and improve patients' quality of life.
DOI: 10.13099/vip21000-04-2
title: Tissue Properties Database V4.2

description: Log file of changes
description: Density, Heat Capacity, Thermal Conductivity, Heat Transfer, T1/T2 Relaxation Times, Acoustic Attenuation, Viscosity, Dielectric Properties, Elemental Composition
description: References
DOI: 10.17043/zeppelin-cloud-aerosol-1
title: Arctic cloud and aerosol measurements from Zeppelin Observatory, Svalbard, November 2015 to February 2018
DOI: 10.21227/95my-tf46
title: Troid: Temporal and Cross-Sectional Android Dataset and Its Applications

description: Numerous studies have focused on exploring Android malware in recent years, covering areas such as malware detection and application analysis. As a result, there is a pressing need for a reliable and scalable malware dataset to support the development and evaluation of effective malware studies. Although several benchmarks for Android malware datasets are widely used in research, they have significant limitations. Firstly, many of these datasets are outdated and do not capture current malware trends. Additionally, some have become obsolete or inaccessible, limiting their usefulness. Secondly, most datasets only contain the apps themselves (APKs), lacking important meta features like content rating, ad coverage, user ratings, and privacy policies. This omission restricts the potential applications of these datasets. This paper introduces a reliable Android malware dataset called \ours{} and sourced from the Google Play Store Market, covering the period from 2019 to 2023. To label malicious apps, we use VirusTotal and track their availability and removal status on the Google Play Store. We curate a meticulous Android malware dataset with 5,028 samples using this method. We augment our dataset with various features, including privacy policies, metadata, control flow graphs, permissions, API calls, strings, function names, hex dumps, and labels. We believe this benchmark dataset will greatly support various research efforts, including Android malware classification and detection, static program analysis, and privacy policy analysis.
DOI: 10.23696/vdemds22
title: V-Dem Dataset 2022
DOI: 10.23721/100/1504381
title: Android PRAGuard Dataset

description: The dataset contains 10479 samples, obtained by obfuscating the MalGenome and the Contagio Minidump datasets with seven different obfuscation techniques.
DOI: 10.25845/5e28f062c5097
title: OzFish Dataset - Machine Learning Dataset For Baited Remote Underwater Video Stations
DOI: 10.34892/t2wk-5t34
title: Global Distribution of Coral Reefs

description: This dataset shows the global distribution of coral reefs in tropical and subtropical regions. It is the most comprehensive global dataset of warm-water coral reefs to date, acting as a foundation baseline map for future, more detailed, work. This dataset was compiled from a number of sources by UNEP World Conservation Monitoring Centre (UNEP-WCMC) and the WorldFish Centre, in collaboration with WRI (World Resources Institute) and TNC (The Nature Conservancy). Data sources include the Millennium Coral Reef Mapping Project (IMaRS-USF and IRD 2005, IMaRS-USF 2005) and the World Atlas of Coral Reefs (Spalding et al. 2001).
DOI: 10.5066/f74f1p6p
title: Phytoplankton Species Composition, Abundance and Cell Size in San Francisco Bay: Microscopic Analyses of USGS Samples Collected 1992-2014

description: This Data Release makes available measurements of phytoplankton species composition, abundance and cell size made on samples collected in San Francisco Bay (CA) from April 1992 through March 2014. Phytoplankton samples were collected at 31 stations along a 145-km transect where the variability of salinity, temperature, turbidity and nutrient concentrations reflected a broad range of environmental factors that regulate phytoplankton growth and abundance (map of sampling locations is available on the project website at: https://sfbay.wr.usgs.gov/access/wqdata/overview/wherewhen/stnmap.html). Whole water samples were preserved with acid Lugols solution, and 2 to 50 ml aliquots were settled in chambers for 6 to 24 hours (Utermhl 1958). Phytoplankton cells were then counted and identified using a phase-contrast inverted microscope at 125x magnification, all cells greater than 30 &amp;#956;m diameter were enumerated. Cells smaller than 30 &amp;#956;m were counted at 1250x magnification; following the APHA (1989) strip count method, at least 100 cells of the most numerous taxon were counted. Cell volumes were estimated from measured linear dimensions and geometric formulas that varied with cell shapes. Phytoplankton samples representing 923 distinct date, station and depths were included. The 16,442 entries in this dataset include 609 different taxa within 11 functional groups. Diatoms dominated the total biovolume contributed by each functional group (77%) followed by dinoflagellates (14%) and cryptophytes (4.5%). The top 5 species contributing to the summed biovolume in all samples were: Thalassiosira punctigera, Chaetoceros socialis, Ditylum brightwellii, Thalassiosira rotula and Noctiluca scintillans. By frequency of occurrence, the top 5 species were: Teleaulax amphioxeia, Nannochloropsis spp., Plagioselmis prolonga var. nordica, Skeletonema costatum and Thalassiosira eccentrica. APHA. (1989). Standard methods for the examination of water and wastewater, 17th edn. American Public Health Association, Washington, DC Utermhl H. (1958). Zur Vervollkommnung der quantitativen Phytoplankton-Methodik. Mitt Int Verh Theor Angew Limnol 9:1-38
DOI: 10.5281/zenodo.12617071
title: Dataset for manuscript "Acoustic modes in M67 cluster stars trace deepening convective envelopes"

description: Data for manuscript submission. Title: "Acoustic modes in M67 cluster stars trace deepening convective envelopes".

Dataset includes K2 power spectra, isochrone data, and stellar tracks.

Please contact claudiarreyes@icloud.com with questions about the data analysis or further requests.
DOI: 10.5285/836f016a-33be-6ddc-e053-6c86abc0788e
title: The GEBCO_2019 Grid - a continuous terrain model of the global oceans and land.

description: The GEBCO_2019 Grid is a global continuous terrain model for ocean and land with a spatial resolution of 15 arc seconds. The grid uses as a base Version 1 of the SRTM15_plus data set (Sandwell et al). This data set is a fusion of land topography with measured and estimated seafloor topography. It is largely based on version 11 of SRTM30_plus (5). Included on top of this base grid are gridded bathymetric data sets developed by the four Regional Centers of The Nippon Foundation-GEBCO Seabed 2030 Project, and from a number of international and  national data repositories and regional mapping initiatives. The GEBCO_2019 Grid represents all data within the 2019 compilation. The compilation of the GEBCO_2019 Grid was carried out at the Seabed 2030 Global Center, hosted at the National Oceanography Centre, UK, with the aim of producing a seamless global terrain model. The majority of the compilation was done  using the remove-restore procedure (Smith and Sandwell, 1997; Becker, Sandwell and Smith, 2009 and Hell and Jakobsson, 2011). This is a two stage process of computing the difference  between the new data and the base grid and then gridding the difference and adding the difference back to the existing base grid. The aim is to achieve a smooth transition between  the new and base data sets with the minimum of perturbation of the existing base data set. The data sets supplied in the form of complete grids (primarily areas north of 60N and south  of 50S) were included using feather blending techniques from GlobalMapper software. The GEBCO_2019 Grid has been developed through the Nippon Foundation-GEBCO Seabed 2030 Project.  This is a collaborative project between the Nippon Foundation of Japan and the General Bathymetric Chart of the Oceans (GEBCO). It aims to bring together all available bathymetric  data to produce the definitive map of the world ocean floor by 2030 and make it available to all. Funded by the Nippon Foundation, the four Seabed 2030 Regional Centers include the Southern Ocean - hosted at the Alfred Wegener Institute, Germany; South and West Pacific Ocean - hosted at the National Institute of Water and Atmospheric Research, New Zealand;  Atlantic and Indian Oceans - hosted at the Lamont Doherty Earth Observatory, Columbia University, USA; Arctic and North Pacific Oceans - hosted at Stockholm University, Sweden and  the Center for Coastal and Ocean Mapping at the University of New Hampshire, USA).
DOI: 10.5517/ccdc.csd.ccp10vk
title: CCDC 626598: Experimental Crystal Structure Determination

description: Related Article: Junfeng Bai|2016|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.6073/pasta/51bfce9bc26011095d8b99b3a2aee1b8
title: Interagency Ecological Program Zooplankton Study

description: The Zooplankton Study was implemented in 1972 to assess fish food resources in the upper San Francisco Estuary (SFE). Mandated by the State Water Resources Control Board's Water Right Decision D-1641, the study is conducted jointly by the California Department of Fish and Wildlife and the California Department of Water Resources under the guidance and management of the Interagency Ecological Program. For nearly 5 decades, this study has monitored the zooplankton community in the region, tracking abundance trends and distributional patterns, detecting and monitoring introduced species, and documenting changes in community composition. The Zooplankton Study operates three gear types to sample macro, meso, and micro-zooplankton across the upper SFE on a monthly basis.
DOI: 10.6073/pasta/7b4dd8c7a63cf1b1ba345ad4b8f2f6f0
title: Interagency Ecological Program San Francisco Estuary 20-mm Survey 1995 - 2024

description: The Interagency Ecological Program San Francisco Estuary 20-mm Survey was initiated by the California Department of Fish and Wildlife (CDFW) in 1995 to monitor the distribution and abundance of post-larval and juvenile Delta Smelt (Hypomesus transpacificus). Delta Smelt are considered to be an annual fish endemic to the upper San Francisco Estuary that spawn in early spring and rear through the summer and fall in fresh to brackish water. Young of the Year (YOY) Delta Smelt are considered juveniles at sizes greater than or equal to 20-mm, and this survey targets those Delta Smelt. The 20-mm Survey currently samples 61 stations at fixed locations from San Pablo Bay through Suisun Bay and into the Sacramento-San Joaquin River Delta every other week from March to July. The survey has historically sampled between 41 and 55 stations. At each station, three 10-minute stepped oblique tows are conducted for fish. Each stepped oblique tow follows a tow schedule to sample the water column up to 32 ft, and the volume of water sampled is estimated using a General Oceanics flowmeter. The net is a cone shaped plankton net composed of 1600μm mesh and measuring 5.5 meters in length with a mouth area of 1.51m2 lashed onto a rigid D-frame with skis. Post-larval and juvenile fish samples are preserved in the field in 10% Formalin dyed with Rose Bengal and brought back to the CDFW Stockton Lab for identification to species and enumeration under a microscope. Fish are measured to fork length or total length when fork is not present. At each station, environmental and water quality data are also collected, and include: top temperature, top and bottom electrical conductivity (normalized at 25 degree C), secchi (cm), surface water clarity (FNU), and tidal condition.
DOI: 10.6084/m9.figshare.28760099
title: Supplementary Material for: Real-world Intravitreal Aflibercept 2 mg Treatment of Macular Oedema Secondary to Retinal Vein Occlusion in Italy: 24-month Results from the AURIGA Observational Study

description: Introduction: This subgroup analysis of the global AURIGA study evaluated intravitreal aflibercept 2 mg (IVT-AFL) effectiveness and treatment patterns in routine practice in Italy in patients with macular oedema secondary to branch or central retinal vein occlusion (BRVO/CRVO). 
Methods: AURIGA (NCT03161912) was a 24-month, prospective observational study in patients for whom IVT-AFL treatment had already been prescribed by their physician. All clinical decisions were according to physician discretion and local practice. Statistical analyses were descriptive only.
Results: In Italy, 152 treatment-naïve and 50 pretreated patients participated across 27 centres. Mean (95% confidence interval) change in visual acuity (VA) from baseline to Month (M)12 in treatment-naïve patients was +10.3 (7.0, 13.6) and +12.2 (5.6, 18.8) letters for BRVO and CRVO (baseline: 55.3±20.3 and 44.5±25.5 letters), and pretreated patients gained +6.6 (0.3, 13.0) and +14.6 (5.5, 23.8) letters for BRVO and CRVO (baseline: 56.0±15.9 and 42.4±23.5 letters). In treatment-naïve patients, VA gains by M12 after a mean of 4.8 injections were maintained through M24 after a mean of 5.7 injections from baseline; in pretreated patients, M12 gains were not maintained, despite a similar mean of 5.8 injections by M24. Most injections were received within the first 6 months, with a marked reduction in injection frequency thereafter. 
Conclusion: Robust VA improvements were observed in treatment-naïve patients with RVO in Italy following IVT-AFL treatment for up to 24 months in routine practice, despite a low injection frequency. However, guidelines indicate that regular, proactive treatment beyond the acute stage is required to improve long-term outcomes.
DOI: 10.7939/dvn/10814
title: What Albertans Know About Youth Mental Health 2010 Survey

description: Mental disorders are the most common cause of disability for youth; the prevalence of child and adolescent mental disorders is nearly 20%. Despite this, 33% of Canadians believe that mental health problems are rare, and 42% of Canadians would not want to reveal that they had a mental illness. The What Albertans Know About Youth Mental Health 2010 Survey is a computer-assisted telephone survey of Alberta adults conducted in 2010 by the Population Research Lab as part of the 2010 Alberta Survey (doi:10.7939/DVN/10008). Questions commissioned by PolicyWise for Children & Families (formerly the Alberta Centre for Child, Family and Community Research) aimed to better understand public knowledge and attitudes towards youth and mental health in the hopes of informing strategies to improve mental health literacy. These metadata can also be found on SAGE's searchable metadata website: http://sagemetadata.policywise.com/nada/index.php/catalog/8
DOI: 10.1594/pangaea.769615
title: ETOPO1 Global Relief Model converted to PanMap layer format

description: ETOPO1 is a 1 arc-minute global relief model of Earth's surface that integrates land topography and ocean bathymetry. It was built from numerous global and regional data sets. Data were converted to the PanMap layer format in 14 contour lines from 500 to 7000 meter in steps of 500 m. The link provides a zip-archive (1.1 MB) with *.lay files. The PanMap Mini-GIS software is published at doi:10.1594/PANGAEA.104840.