cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.26712709
title: A Global Terrestrial Precipitable Water Vapor Dataset from 2012 to 2020 Based on Microwave Radiation Imager Measurements from Three Fengyun Satellites

description: A global terrestrial precipitable water vapor (PWV) dataset has been developed using observations from the MicroWave Radiation Imager (MWRI) aboard the FY-3 satellite series (FY-3B, FY-3C and FY-3D) spanning 2012 to 2020. The dataset offers twice-daily PWV records at a spatial resolution of 0.25° × 0.25°, aligned with the ascending and descending orbits of the FY-3 satellites. The dataset was generated using an automated machine learning (ML) model that leverages MWRI-based features characterizing surface conditions and an enhanced Global Position System (GPS) PWV dataset as a reference. Trained on over one million sampling points from more than ten thousand stations worldwide, the model ensures a robust representation of global PWV variations. Independent evaluations against SuomiNet GPS and Integrated Global Radiosonde Archive Version 2 (IGRA2) PWV products yielded root mean square error (RMSE) of 4.47 mm and 3.89 mm, respectively, with RMSE values ranging from 2.90 to 5.49 mm across various surface conditions. The dataset effectively captures both spatial and temporal PWV variations, allowing for precise examination of localized and abrupt changes in water vapor induced by extreme weather events. Representing a significant advancement in global terrestrial PWV monitoring, the MWRI PWV dataset provides an all-weather, high-precision data record that bridges gaps in global coverage of passive microwave-based terrestrial PWV observations. It is a valuable resource for atmospheric research, climate modeling, water cycle studies, and beyond.
DOI: 10.6084/m9.figshare.26983084
title: Supplementary Material for: Symptoms of attention deficit hyperactivity disorder and oral health problems among children in Spain.

description: Introduction: The aim of this study was to explore the association between symptoms of attention deficit hyperactivity disorder (ADHD) and oral health in a representative sample of the Spanish population aged 6 to 14 years, we examined the contribution of several sociodemographic and behavioral determinants of children/adolescents and their family environment.
Methods: A cross-sectional study involving 3,402 subjects aged between 6 and 14 years from the Spanish National Health Survey. The presence of ADHD symptoms was determined using the self-reported hyperactivity/inattention subscale of the Strength and Difficulties Questionnaire. Oral health was assessed using five indicators: caries, extraction, restorations, gingival bleeding, and presence of teeth in poor condition (e.g. broken or misaligned). Logistic regressions were used to examine the association between the presence of ADHD symptoms and oral health indicators. These models were adjusted for sociodemographic factors, lifestyle variables, and oral hygiene behaviors relating to both the children and their parents. 
Results: Compared to children without ADHD symptoms, children with ADHD symptoms had a higher risk of caries (fully adjusted odds ratio: 2.16; 95% confidence interval: 1.66-2.82), extraction (1.42; 1.09-1.85), restoration (1.47; 1.19-1.82) and gingival bleeding (1.64; 1.11-2.41). The increased risk of caries was maintained when the analyses were restricted to middle/high social class families and to children with low sugar intake, good oral hygiene behaviors and regular dental visits. 
Conclusions: Children with ADHD symptoms in Spain had worse oral health indicators than those without ADHD symptoms. Our results suggest that the association of ADHD symptoms with caries was independent of socioeconomic level, cariogenic diet, frequency of toothbrushing and dental visits.
DOI: 10.1285/i24212113v6i2-1p101
title: Resilience factors in women of refugee background: A qualitative systematic review

description: Women of Refugee Background (WoRB) are identified as being understudied within research, despite making up half of the world's refugee population. Resilience is a common characteristic ascribed to WoRB and if often identified as a core factor influencing long-term wellbeing. Despite this, there is increasing doubts regarding the validity of hegemonic Western understandings of resilience and associated theoretical frameworks when applied to refugee populations. The aim of this systematic review was to investigate factors endorsed by WoRB as contributing to their resilience. Furthermore, it aimed to identify the theoretical frameworks which have been applied to WoRB to help contextualise and/or interpret the resilience research focusing on WoRB. The current review identified 30 relevant studies following the application of inclusion and exclusion criteria. Religion/spirituality, culture, children, social support, family, personal characteristics and formalised supports were key themes identified as being endorsed by WoRB as contributing to their resilience. Identified resilience frameworks used within research were also discussed along with the theoretical and practical implications.
DOI: 10.18126/9pj2-hpef
title: Labeled Dataset of Hydrogen and Oxygen Bubbles Evolving on Electrodes

description: Microscopy images of hydrogen or oxygen bubbles evolving on 3mm diameter electrodes. Data is labeled for training of segmentation algorithms to provide high-throughput and low-effort data collection.
DOI: 10.18128/d030.v5.0
title: Integrated Public Use Microdata Series, Current Population Survey: Version 5.0

description: IPUMS-CPS is dedicated to integrating and disseminating microdata from the Current Population Survey (CPS). The CPS is a monthly U.S. household survey conducted jointly by the U.S. Census Bureau and the Bureau of Labor Statistics. IPUMS-CPS contains harmonized data from every Annual Social and Economic Supplement (ASEC) supplement from 1962 to the present and all other supplements from 1976 to present. In addition to the many of the variables included in census data (race and ethnicity, education, income, occupation, industry, migration, disability, and veteran status), IPUMS-CPS includes additional information on work and income, such as participation in welfare programs, job searching, barriers to looking for work, union membership, hourly wages, health insurance, and tax liability. In addition, monthly supplements supplemental for certain years include information on computer and Internet use, displaced workers, fertility, food security, job tenure, tobacco use, volunteer activities, voter registration, and work schedules. IPUMS-CPS data are available through an online data access system free of charge to registered users at cps.ipums.org.
DOI: 10.5281/zenodo.10684347
title: The Spectral Parameters Toolkit (sptk): Dataset for "­­Optimising ExoMars Rover Remote Sensing Multispectral Science II: Choosing and Using Multispectral Filters for Dynamic Planetary Surface Exploration with Linear Discriminant Analysis"

description: This dataset contains the instrument file and spectral library to be used for reproducing the analysis performed by Stabbins et al for the paper "Optimising ExoMars Rover Remote Sensing Multispectral Science II: Choosing and Using Multispectral Filters for Dynamic Planetary Surface Exploration with Linear Discriminant Analysis".

The analysis on this dataset can be reproduced with the Spectral Parameters Toolkit (sptk): doi:10.5281/zenodo.10692531, and the notebook that acompanies the paper: doi:10.5281/zenodo.10697556.

sptk is a Python package for investigating the ability of a multispectral imaging system to identify distinct materials and material groups through differences in reflectance spectra. Instructions for installing sptk can be found at the sptk repository (doi:10.5281/zenodo.10692531).

Content



Instrument data file: exm_pc_geol.csv



This must be placed in the /sptk/data/instrument directory of your local installation of sptk.



Spectral library directory: stabbins2024_exmpc_hematite_spectral_library/



This must be unzipped and placed in the /sptk/data/spectral_library directory of your local installation of sptk.




Data Sources

The instrument dataset gives the centre-wavelengths and full-width-at-half-maximum values of the Geology filter set for the ExoMars PanCam instrument multispectral filter suite (Cousins et al 2012 doi:10.1016/j.pss.2012.07.009, Coates et al 2017 doi:10.1089/ast.2016.1548).

The spectral library dataset was compiled using the Western Washington University Visible-Infrared Spectral Browser (ViSOR, doi:10.5281/zenodo.6604832). The entries of the dataset were sourced (via ViSOR) from the Planetary Spectroscopy Facility, University of Winnipeg, the USGS Spectral Database, and the ASTER/ECOSTRESS Spectral Library.

If you use this dataset in any aspect of your research, in addition to citing this repository (by DOI), please acknowledge both ViSOR (by linking to the ViSOR webpage, and citing the DOI) as well as the University of Winnipeg Planetary Spectroscopy Facility, the USGS Spectral Library, and the ASTER/ECOTRESS Spectral Library.
DOI: 10.5281/zenodo.12519870
title: Data for "Superphot+: Realtime Fitting and Classification of Supernova Light Curves"

description: This is the dataset and static code base associated with the paper: "Superphot+: Real-Time Fitting and Classification of Supernova Light Curves". The contents are as follows:



superphot-plus-v0.0.7.tar: Superphot+ code base downloaded at time of paper submission. Static copy of the Github repo: https://github.com/VTDA-Group/superphot-plus -- This version corresponds to commit: 956b5d555f58800c01a74b3977e0a3b5476ea9cd and tag v0.0.8.

dataset_spec_pruned.csv: Spectroscopic dataset pruned according to Table 1 of the paper.

dataset_phot_final.csv: Photometric dataset (without spectroscopic labels) pruned according to Section 2 of the paper. Label and probability columns are values from the ALeRCE-SN classifier.

model_0.pt: One of the 10 (redshift-independent) LightGBM models trained for 5-way SN classification.

model_0.yaml: Configuration file associated with model_0.pt.

model_z_0.pt: Same as model_0.pt, but trained using redshift information.

model_z_0.yaml: Configuration file associated with model_z_0.pt.

early_phase_classifier_0.pt: Same as model_0.pt, but trained only using early-phase light curve features. Tailored for realtime classification.

early_phase_classifier_0.yaml: Configuration file for early_phase_classifier_0.pt.

probs_concat.csv: Spectroscopic set's classification results without using redshift information.

probs_z_concat.csv: Spectroscopic set's classification results using redshift information.

probs_photometric_v2.mrt: Superphot+'s probabilities for the photometric set without using redshift information. Updated to correct for missing IAU names.
DOI: 10.6084/m9.figshare.26869246.v1
title: OSW-QD additional data.xlsx

description: This file contains feedback and data.
DOI: 10.6084/m9.figshare.26976112
title: Supplementary Material for: Dose-reduction of bevacizumab in atezolizumab plus bevacizumab therapy extends treatment duration with disease control in patients with hepatocellular carcinoma

description: Introduction: Atezolizumab (ATZ) and bevacizumab (BEV) combination therapy is widely used in patients with unresectable hepatocellular carcinoma (HCC). However, combination therapy is typically interrupted or discontinued owing to BEV-related adverse events. In this study, we examined the effects of BEV dose-reduction on the treatment of unresectable HCC using propensity score matching (PSM).
Method: Overall, 119 patients with HCC who were treated with ATZ + BEV between November 2020 and October 2022 were enrolled retrospectively at our institute. The therapeutic effects and safety of BEV dose-reduction and non-dose reduction after PSM were compared. Decision-tree analysis was used to investigate treatment duration in the patients.
Results: Significant differences were not observed between the two groups after PSM. The objective response rate (ORR) and disease control rate (DCR) assessed by modified RECIST did not differ significantly between the two groups (BEV non-dose-reduction/dose-reduction: ORR; 46/34%, DCR; 80/91%). Progression-free survival (PFS) and overall survival (OS) also did not differ significantly between the two groups (BEV non-dose-reduction /dose-reduction: PFS; 5.6/8.6 months, OS; 18.6/15.5 months). The median duration of treatment in the BEV dose-reduction group was significantly longer than that in the non-dose-reduction group (BEV non-dose-reduction /dose-reduction: 4.8/9.1 months, P = 0.038). Decision-tree analysis revealed that dose-reduction of BEV was the first distinguishae factor for the extension of treatment duration with ATZ + BEV.
Conclusion: BEV dose-reduction can be effectively used in maintaining the treatment duration of ATZ + BEV while maintaining therapeutic effects and safety in real-world clinical practice.
DOI: 10.7302/z2cc0xnp
title: TCCIII Fired Spark Plug Region

description: This archive contains data files from spark-ignited homogenous combustion internal combustion engine experiments. Included are two-dimensional two-component velocity fields acquired in a small, high-resolution field of view near the spark plug, and images of hydroxyl radical chemiluminescence recording the early flame-kernel growth. Included are  in-cylinder pressure measurements, external pressure and temperature data, as well as details on the geometry of the optical engine to enable setups of simulation configurations. Included are tables of one-per-cycle parameters for each test with methane or propane at stoichiometric, dilute limit,  lean limit, and rich limit, operation conducted at 40kPa and 1300 RPM. 
description: The velocity field data in this work was acquired with high frame rate particle image velocimetry in an optical engine.
DOI: 10.7302/z2h41pcd
title: TCCIII Fired Full View

description: This archive contains data files from spark-ignited homogenous combustion internal combustion engine experiments. Included are two-dimensional two-component velocity fields from various measurement planes with maximized field of view, in-cylinder pressure measurements, external pressure and temperature data, as well as details on the geometry of the optical engine to enable setups of simulation configurations. Fired operation was with stoichiometric propane air, 40kPa MAP, at 1300 RPM.
description: The velocity field data in this work was acquired with high frame rate particle image velocimetry in an optical engine.
DOI: 10.7927/h46t0jkb
title: Gridded Population of the World, Version 4 (GPWv4): Population Density, Beta Release

description: The Gridded Population of the World, Version 4 (GPWv4): Population Density, Beta Release consists of estimates of human population density (number of persons per square kilometer) based on counts consistent with national censuses and population registers, for the years 2000, 2005, 2010, 2015, and 2020. A proportional allocation gridding algorithm, utilizing approximately 13.5 million national and sub-national administrative units, was used to assign population counts to 30 arc-second grid cells. The population density rasters were created by dividing the population count raster for a given target year by the land area raster. The data files were produced as global rasters at 30 arc-second (~1 km at the equator) resolution. To enable faster global processing, and in support of research communities, the 30 arc-second count data were aggregated to 2.5 arc-minute, 15 arc-minute, 30 arc-minute and 1 degree resolutions to produce density rasters at these resolutions.
DOI: 10.1594/pangaea.937903
title: Star Photometer Data (RAW) 2010 - 2021 from Ny-Ålesund, Svalbard (AWIPEV)

description: In this data set the raw data of the data set doi:10.1594/PANGAEA.937183 are given for the star photometer at AWIPEV for the time 10 Nov. 2010 to 21. Feb 2021. The data is provided in one tar.gz-file. The variables are then in netcdf format for each measurement day. The used star photometer was star04 for the entire measurment period.
description: The data is a tar file. Each measurement day contains in netcdf format the following variables:Time (minutes after midnight UTC)wavelengths (nm lambda)used starastronomical optical depthspectral magnitude (of the star)airmass(surface) pressure (for Rayleigh correction that was used)ozone in dobson units used for evaluationtemperature of instrumentmeasuring principle (one or two star measurement)
DOI: 10.5281/zenodo.11097253
title: Decarbonization in a eutrophic world

description: Dataset and script for Fig.1 1 of for the manuscript "Decarbonization in a eutrophic world".
DOI: 10.6084/m9.figshare.25213451
title: Paleobotanical evidence for Mediterranean climates in the western Canadian paleoarctic during the late middle Eocene

description: The data provided here is for a paleoclimate and paleoenvironmental reconstruction of the Fifteenmile River fossil flora, located in west central Yukon Territory, Canada. The Fifteenmile River flora provides a record of a high latitude late middle Eocene forest ecosystem. Plant macrofossil collections were investigated to assess the paleoclimate of the forest. Provided here are the leaf data used for physiognomic paleoclimate analyses (Leaf Area Analysis, Leaf Margin Analysis, and CLAMP), and the CLAMP regression models used for the study. Additionally, we provide the climate data (means and standard deviations) for the modern plants that were used as nearest living relatives (NLR) for Bioclimatic Analysis of the fossil flora from Fifteenmile River. Furthermore, as the plants and plant data were sourced from the Global Biodiversity Information Facility (GBIF) and are available online (https://www.gbif.org) we provide the doi of each plant record sourced from the GBIF.
DOI: 10.6084/m9.figshare.25452559.v1
title: Statistical Survey of Interchange Events in the Jovian Magnetosphere Using Juno observations

description: Dataset used to produce figures for the paper submitted to Geophysical Research Letters with the title "Statistical Survey of Interchange Events in the Jovian Magnetosphere Using Juno observations"
DOI: 10.6141/tw-srda-e90052-1
title: Value System behind Interpersonal Conflict---To Tap the Generation Gap from the Dialogues between Adolescent and Their Parents
DOI: 10.7302/z2ms3qp3
title: TCCIII Motored Full View

description: This archive contains data files from motored internal combustion engine experiments. Included are two-dimensional two-component velocity fields from four measurement planes with maximized field of view.  in-cylinder pressure measurements, external pressure and temperature data, as well as details on the geometry of the optical engine to enable setups of simulation configurations. Motored operating conditions include 40kPa and 90kPa MAP, 800 and 1300 RPM. 
description: The velocity field data in this work was acquired with high frame rate particle image velocimetry in an optical engine.
DOI: 10.17632/3z3z5mmm6x.1
title: Behavioural responses of predatory flies of the genus Medetera Fischer von Waldheim (Diptera: Dolichopodidae) and the tree-killing beetle Ips typographus L. (Coleoptera: Scolytinae) to odour compound blends

description: Field work
DOI: 10.17632/jdftfbpvkn.1
title: Collaborative multidimensional approach to improve the resolution of depression in primary care in Chile

description: Documents required for a Clinical Trial Protocol (project acceptance letter from the funding institution, the informed consent documents and Ethics Committee approval and the SPIRIT checklist.
The protocol will evaluate the effectiveness of a collaborative multidimensional approach to improve the resolution of depression in primary care in Chile, a cluster randomized trial in adults from the Maule region.
DOI: 10.18140/flx/1440200
title: FLUXNET2015 AU-GWW Great Western Woodlands, Western Australia, Australia

description: This is the FLUXNET2015 version of the carbon flux data for the site AU-GWW Great Western Woodlands, Western Australia, Australia.
DOI: 10.18140/flx/1440203
title: FLUXNET2015 AU-Rob Robson Creek, Queensland, Australia

description: This is the FLUXNET2015 version of the carbon flux data for the site AU-Rob Robson Creek, Queensland, Australia.
DOI: 10.18140/flx/1440243
title: FLUXNET2015 RU-SkP Yakutsk Spasskaya Pad larch

description: This is the FLUXNET2015 version of the carbon flux data for the site RU-SkP Yakutsk Spasskaya Pad larch.
DOI: 10.5281/zenodo.10256403
title: PREVALENCE OF ALCOHOL USE, DEPRESSIVE AND ANXIETY DISORDERS AMONG PATIENTS OF OPIOID AGONIST TREATMENT PROGRAMMES IN UKRAINE

description: Prevalence data collection was organised based on Opioid Assisted Treatment centres in three Ukrainian cities, Kyiv (one centre, centre of Ukraine), Sumy (one centre, east), and Lviv (one centre, west), during the period from October 2021 to January 2022 (before the full-scale Russian invasion). 
The staff of OAT centres did all the data collection. Doctors, psychologists, or social workers who previously obtained detailed instructions made individual screenings for medication during patients' appointed visits. All the questionaries (AUDIT for alcohol use patterns, PHQ-9 for depression symptoms, GAD-7 for anxiety symptoms) were printed out in the Ukrainian language and filled in together with each patient. In addition, the number of missed visits on site for substitute medication for the last month was counted, and blood alcohol levels were recorded with the breath-alcohol measuring instrument (Drager Alcotest 6820). 
The dataset is based on the results of the program of the Global Fund to Fight AIDS, Tuberculosis and Malaria, "Accelerating Progress in Reducing the Burden of Tuberculosis and HIV Infection in Ukraine", in accordance with the Grant Agreement between the Public Health Center of Ministry of Health of Ukraine and the Global Fund to Fight AIDS, Tuberculosis and Malaria No. 1936 of December 04, 2020. The donor was not involved in the study design, the collection, analysis and interpretation of data or the preparation of the article.
DOI: 10.5441/002/edbt.2018.49
title: PRoST: Distributed Execution of SPARQL Queries Using Mixed Partitioning Strategies
DOI: 10.6084/m9.figshare.26370175.v1
title: Annotated results of male Pampus argenteus genome Item

description: Annotated results of male Pampus argenteus genome Item