cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.20090004.v2
title: High-Dimensional Multi-Task Learning using Multivariate Regression and Generalized Fiducial Inference

description: Over the past decades, the Multi-Task Learning (MTL) problem has attracted much attention in the artificial intelligence and machine learning communities. However, most published work in this area focuses on point estimation; that is, estimating model parameters and/or making predictions. This article studies another important aspect of the MTL problem: uncertainty quantification for model choices and predictions. To be more specific, this article approaches the MTL problem with multivariate regression and develops a novel method for deriving a probability density function on the space of all potential regression models. With this density function, point estimates, as well as confidence and prediction ellipsoids, can be obtained for quantities of interest, such as future observations. The proposed method, termed GMTask, is based on the generalized fiducial inference (GFI) framework and is shown to enjoy desirable theoretical properties. Its promising empirical properties are illustrated via a sequence of numerical experiments and applications to two real datasets. Supplementary materials for this article are available online.
DOI: 10.6084/m9.figshare.28608491.v1
title: Supplementary materials - <i>Environmental aspects of wastewater recycling from the point of view of emergent</i><i>pollutant removal</i>

description: This is a companion dataset to the paper <b>Environmental aspects of wastewater recycling from the point of view of emergent pollutant removal</b> by <i>Michal Šereš, Tereza Černá, Tereza Hnátková, Miloš Rozkošný, Alena Grasserová, Jaroslav Semerád, Kateřina Němcová and Tomáš Cajthaml,</i><i> </i>to be submitted to <i>Water Science and Technology (doi: 10.2166/wst.2025.042)</i>.This study investigates the efficiency of two full-scale constructed wetlands—one hybrid system (CW A) and one horizontal system (CW B)—in removing endocrine-disrupting chemicals (EDCs), particularly estrogenic compounds, from wastewater. Using a combination of liquid chromatography-mass spectrometry and yeast assays, the research evaluates the removal rates of 15 selected EDCs. The results demonstrate that the hybrid CW A, which incorporates vertical and horizontal filtration, achieves a significantly higher removal efficiency (94% for individual compounds and 83% for estimated estrogenic activity) compared to the horizontal CW B (60% and 52%, respectively). The findings suggest that the vertical components in hybrid constructed wetlands enhance EDC degradation due to increased aerobic conditions, making them more effective as secondary or tertiary wastewater treatment solutions.The dataset contains the following parts:<b>cTWA.csv</b> time-weighted average concentration of EDCs in <i>ng/l</i><b>CW Performance.csv</b> concentrations and removal efficiencies of the monitored performance parameters of CW A and B in <i>mg/l</i> or <i>%</i><b>ED_POCIS.csv</b> concentrations of EDCs extracted from POCIS samplers in <i>ng/g of sorbent</i><b>ED_Solid samples.csv</b> concentration of EDCs extracted from solid samples in <i>ng/g</i><b>Mass loading.csv</b> mass loading of EDCs across all treatment stages in <i>ng/m</i><sup><em>2</em></sup><i>.d</i><sup><em>-1</em></sup><b>Mass removal.csv</b> mass removal per treatment stage in <i>ng/m</i><sup><em>2</em></sup><i>.d</i><sup><em>-1</em></sup><b>Removal efficiency.csv</b> removal efficiency per treatment stage in <i>%</i>
DOI: 10.6084/m9.figshare.4212969.v1
title: Supplementary Material for: Prevalence and Symptomatic Burden of Diagnosed Endometriosis in the United States: National Estimates from a Cross-Sectional Survey of 59,411 Women

description: <i>Background/Aims:</i> To estimate the prevalence of diagnosed endometriosis (DE) in women in the United States and assess the associated symptomatic burden. <i>Methods:</i> An online, cross-sectional survey of women aged 18-49 years was conducted from August 6, 2012, through November 14, 2012. Survey data (weighted by age, race, education, income, geographical distribution, and propensity score) were used to estimate the prevalence and symptomatic burden of DE in women in the United States. Weighted logistic regressions were used to assess differences in symptom burden between women with and without endometriosis. <i>Results:</i> The prevalence of DE was estimated at 6.1% (2,922 of 48,020 women surveyed); 52.7% of women were 18-29 years of age when they were diagnosed with endometriosis. Most (86.2%) women experienced symptoms before diagnosis. More women with (vs. without) DE had menstrual pelvic pain/cramping (52.7 vs. 45.2%), non-menstrual pelvic pain/cramping (36.7 vs. 14.3%), infertility (11.6 vs. 3.4%), and dyspareunia (29.5 vs. 13.4%). Women with endometriosis were also more likely to report severe symptoms (OR (95% CI) 2.7 (2.3-3.1) for menstrual pelvic pain/cramping, 2.2 (1.7-2.9) for non-menstrual pelvic pain/cramping, and 2.4 (1.8-3.2) for dyspareunia). <i>Conclusion:</i> The prevalence of DE among US women is notable, and affected women experience a substantial symptom burden.
DOI: 10.6084/m9.figshare.8326439.v1
title: coronary rotational atherectomy.xls

description: The data about coronary rotational atherectomy contains patients' basic situation, procedural details, in-hospital events and long-term follow-up events.
DOI: 10.6084/m9.figshare.21744171.v1
title: Inventory of Father Involvement and Fathers’ Perceptions of Family Life

description: Abstract Cross-cultural comparisons of father involvement and related issues are still scarce, as are consolidated measures for its assessment. We examined relationships among father involvement and family-related variables, in Brazil, and then compared these results with findings from other countries. In total, 200 fathers with children aged 5 to 10 completed the Brazilian version of the Inventory of Father Involvement (IFI-BR), and measures of stress, marital satisfaction, parent-child relationship, children’s social skills and their behavior problems. Correlations among these variables were between .32 and .58, providing new evidence of validity for the IFI-BR. When comparing Brazilian results with correlations observed in other countries, the majority did not differ in magnitude, indicating that father involvement systematically influences the fathers’ well-being, family relationships, and their children’s socioemotional development, in different countries. In addition to the psychometric evidence for the IFI-BR, these results also indicate the potential for using the IFI in different cultures.
DOI: 10.6084/m9.figshare.28656089.v1
title: Flash Suppression

description: This dataset contains spiking activity from 5 utah-arrays in human LOC in response to a flash suppression paradigm.
DOI: 10.6084/m9.figshare.3566505.v1
title: Appendix D. Flat-top model: equilibrium diameter distribution.

description: Flat-top model: equilibrium diameter distribution.
DOI: 10.6084/m9.figshare.4489079.v2
title: A Novel Gateway for Visual Exploratory Analysis and Sharing of Survey Data

description: SuAVE (Survey Analysis via Visual Exploration) is a key component of an emerging infrastructure enabling users to publish, share, and collaboratively analyze survey data in natural and social sciences. We discuss SuAVE analytical capabilities, which combine visual, statistical and cartographic analyses, as well as associated tools for publishing surveys, annotating them, and sharing annotations with partners. In addition to presenting this application as a scalable science gateway for survey data of different types, we demonstrate it using the 2015 Science Gateways Institute survey as a sample dataset. The Institute survey was published in SuAVE to make analysis of raw survey data easily accessible, intuitive, and visually attractive, while offering a combination of powerful data exploration tools.
DOI: 10.17632/g7tz37rgsb
title: Successful use of dual biologic therapy targeting the Th2 and Th17 axes simultaneously to treat patients with atopic dermatitis and concomitant psoriasis, psoriatic arthritis, or inflammatory bowel disease

description: Supplemental data describing patient demographics and characteristics from our dataset.
DOI: 10.6084/m9.figshare.25664013.v1
title: Parasitoid communities.zip

description: Response of parasitoid communities to insecticide application during a <i>Lymantria dispar</i> outbreak in mixed oak forests
DOI: 10.17632/trd8nry345
title: Recognition of additive manufacturing parts based on neural networks and synthetic training data: A generalized end-to-end workflow

description: This depository contains the test set for the article "Recognition of additive manufacturing parts based on neural networks and synthetic training data: A generalized end-to-end workflow". It is made up of real part images to test the generalized end-to-end workflow. The subfolder names include the class information.
DOI: 10.6084/m9.figshare.14378630.v1
title: Dataset D3106 and Dataset D4802

description: Datasets used in manuscript "Predicting subcellular location of protein with evolution information and sequence-based deep learning"
DOI: 10.6084/m9.figshare.26197325.v1
title: Data from "Development of an AMBER-Compliant Transferable Force Field Parameters for Polytetrafluoroethylene"

description: This dataset contains data related to the publication "Development of AMBER-Compliant Transferable Force Field Parameters for Polytetrafluoroethylene," by Orhan Kaya et al., 2024. In this work, we introduce a new force field parameter set for Polytetrafluoroethylene (PTFE). We have converted the AMBER parameter set to parameters compatible with two industrial-level simulation codes, GROMACS and LAMMPS. The parameter sets represent a significant improvement over existing models in the literature, offering high accuracy and reliability for simulating PTFE and facilitating a better understanding of its behavior at the molecular level.
DOI: 10.6084/m9.figshare.26494204.v2
title: Amorphous PPN Database

description: A large-scale database of amorphous Porous Polymer Networks (PPNs). Each PPN structure in the amorphous state was modeled using self-assembly simulations.
DOI: 10.15468/dl.tzu3gb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((-0.0352 28.8496,-9.0352 28.8496,-9.0352 19.8496,-0.0352 19.8496,-0.0352 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013067-250525065834625/datasets/export for details.
DOI: 10.17632/ycp6n7ym24
title: Dataset from the uniaxial tensile testing of human curly hair fibers under different conditions

description: Single curly human hair fibers were collected from one female doner at her early 30s. The hair fiber donor had no history of chemical treatment such as dye, relaxing and bleaching for at least six (6) months. Single fiber specimens were subjected to uniaxial tensile testing under different strain rates.
DOI: 10.6084/m9.figshare.22786274.v2
title: Dataset: General and Anxiety-Linked Influences of Acute Serotonin Reuptake Inhibition on Neural Responses Associated with Attended Visceral Sensation.

description: This data file contains behavioural, self-report measures, physiological measures, and extractions of parameter estimates of FMRI contrasts associated with the paper. <b>Published in Translational Psychiatry, 2024.</b><b>Title: </b>General and Anxiety-Linked Influences of Acute Serotonin Reuptake Inhibition on Neural Responses Associated with Attended Visceral Sensation<b>Authors</b>: James J A Livermore PhD<sup>1</sup>, Lina I Skora PhD <sup>1,2,3</sup>, Kristian Adamatzky PhD<sup>1</sup>, Sarah N Garfinkel PhD <sup>5</sup>, Hugo D Critchley FRCPsych, DPhil <sup>3,4,6</sup>, and Daniel Campbell-Meiklejohn DPhil<sup>1</sup>
DOI: 10.17632/wt56nvwv4n
title: TALENT ATTRITION AND RETENTION: A DIAGNOSTIC STUDY FOR THE IT SECTOR IN INDIA

description: Employees are the most valuable assets of an organization. Their significance to organizations calls for not only the need to attract the best talents, but also the necessity to retain them for a long term. Organization planning should be giving close attention to why attrition is occurring in the pre-set. To ignore why people are leaving the organization is to ignore the organization’s greatest asset - its people. People are needed to accomplish the task, but people are more than just tasks they perform. They are dreams, hopes, ambitions, creativity, and innovation. To recognize and cultivate
these valuable assets is one of the surest ways to build an organization that leads rather than follows in domestic and global markets. Thus, Organizations should create an environment that fosters ample growth opportunities, appreciation for the work accomplished and a friendly cooperative atmosphere that makes an employee feel connected in every respect to the organization. Retention plans are an inexpensive way of enhancing workplace productivity and engaging employees emotionally. Proficient employees keep the quality up and business operations run smoothly along with the cost saving in the long run. The current paper delves into the reasons, why IT sector in India is facing high attrition rate, and formulate various strategies of employee retention.
DOI: 10.6084/m9.figshare.12513434.v1
title: Data to support article: Indium Phosphasalen Catalysts Showing High Isoselectivity and Activity in Racemic Lactide and Lactone Ring Opening Polymerizations

description: Data to support article:Indium Phosphasalen Catalysts Showing High Isoselectivity and Activity in Racemic Lactide and Lactone Ring Opening Polymerizations<br>Journal: Catalysis Science and Technology<br>Publication DOI: 10.1039/d0cy01484b <br> <i>Authors: Nattawut Yuntawattana, Thomas M. McGuire, Christopher B. Durr, Antoine Buchard* and Charlotte K Williams*</i> Chemistry research laboratory, Department of Chemistry, University of Oxford, 12 Mansfield Road, Oxford, OX1 3TA, UK.<br> Department of Chemistry, University of Bath, Bath BA2 7AY, United Kingdom<br> Study: - DFT-optimised geometries of complexes 4'a and associated P atoms and lactate coordination isomers-DFT-optimised geometries of complexes 1'a, 1'b and 4'b-DFT-computed transition states for the isotactic and heterotactic opening of lactide via a cis-re, cis-si, trans-si and trans-re pathways for complexes 1'a, 1'b, 4'a and 4'b with M06-L functional- Functional benchmarking of lowest enthalpy M06-L transition states with PBE0/wb97XD functionals-Full reaction pathways for lowest enthalpy isotactic openings with M06-L/PBE0/wb97XD functionals Protocol:-Functionals: M06-L or PBE0 or wb97XD-Basis sets/pseudo potential: 6–31+G(d,p) for P, O and N atoms. 6–31G(d,p) for C and H atoms. Lanl2dz for In atoms-Solvent model: SMD THF-Temperature: 298.15 K Content:- Gaussian09 rev D.01 output files- Reaction profiles.pdf (contains schemes with free energy values relating to described structures)-Tabulated free enthalpies.pdf (contains free enthalpies relating to described structures) <br>
DOI: 10.6084/m9.figshare.20000621.v1
title: DrDED original data

description: 1. A dataset on literature on risk factors for dry eye disease (DrDED).
2. The current DrDED contains 44 studies published between 2000 and 2021. 
3. The datasheet includes publication information, study characteristics, definition and prevalence of disease of eligible studies.
4. The datasheet contains all risk factors for DED together with their strengths of association.
DOI: 10.6084/m9.figshare.9923762.v3
title: A database of freshwater fish species of the Amazon Basin

description: The AmazonFISH - database of freshwater fish species of the Amazon Basin is organised in two sub-datasets and one shapefile. <br><br>Updated Version of the Database, Version 2 (2022).GeneralDistribution2022_v2.csvCompleteDatabase2022_v2<br><br>GeneralDistribution.csv: Table containing the species list by sub-drainage with the taxonomic reference names and the species status. <br>CompleteDatabase: Table containing the geographic coordinates of the georeferenced records and the information source.SubDrainageShapefile: Shapefile delineating the 144 sub-drainages, along with the corresponding geographic information (main river name, country, geographic coordinates and surface area)<br>
DOI: 10.17632/2dnxmvm22k
title: Tamil vowels-speech database

description: This database for Tamil vowels is created with speech utterances from Tamil-speaking persons in the age group 9-62. Speech recordings are collected from ten male and ten female speakers and stored in PCM wave format with a sampling rate of 16 kHz and 16 bits allocated for each speech sample. For each member, 12 alphabet sounds were recorded, and each alphabet was spoken 150 times. Individual speech wave files are labelled in the following format.
F19Ta-Female speaker one aged 9 speaks the Tamil vowel "a".
M721Ta- Male speaker, seven, aged 21, speaks the Tamil vowel "a".
This database can be used to develop a speech-based Tamil vowel recognition system.
DOI: 10.17632/zgvsr65ngv
title: Hedonic use, gender and perceived stress predict the risk of smartphone addiction

description: Online, cross-sectional study with 410 participants showing through structural equation modeling that hedonic use, gender, and perceived stress predict the risk of smartphone addiction.
DOI: 10.6084/m9.figshare.19898404.v3
title: DeepContact Training Data

description: DeepContact Training data. Test data for DeepContact models.<br> Comparison of ER- mitochondria membrane contact site (MSC) segmentation between DeepContact and MannualAnnotation in original statistics and visual segmentation results.<br> <br>
DOI: 10.6084/m9.figshare.26363308.v5
title: African Bat Database

description: Database of bat records for species located in Africa. It contains 17285 unique locality records of 266 species of bats.MetadataFamily: family of bat record;Genus: genus of bat record;Species: species of bat record;Museum_number: the museum accession number of the bat record;Date: the date on which the bat was recorded;Year: the year in which the bat was recorded;Country: the country in which the bat was recorded;Location: the name of the location or locality that the bat was recorded;Latitude: the latitude in decimal degrees of the record;Longitude: the longitude in decimal degrees of the record;Reference: the source of the record;Holotype: whether the record is a type specimen;Checked: whether the bat specimen was examined by the authors.R scripts1_african bats_maxent models_all_species.R provides code to run maxent models for each African bat species2_aoo-eoo.R script to calculate EOO (extent of occurrence) and AOO (area of occupancy) for African bats<br>
DOI: 10.6084/m9.figshare.c.3633281_d4.v1
title: MOESM7 of UTR introns, antisense RNA and differentially spliced transcripts between Plasmodium yoelii subspecies

description: Additional file 7. Putative single nucleotide polymorphisms (SNPs) between Plasmodium y. nigeriensis NSM and Plasmodium y. yoelii YM.
DOI: 10.17632/xkt857dsxk
title: A dataset of scoliosis, spondylolisthesis, and normal vertebrae X-ray images 

description: The vertebrae X-ray images were collected locally at King Abdullah University Hospital, Jordan University of Science and Technology, Irbid, Jordan. The dataset included 338 subjects (240 females, 98 males) . The number of subjects with normal X-ray images was 71 (40 females, 31 males) . The number of subjects diagnosed with spondylolisthesis was 79 (49 females, 30 males) . The number of subjects diagnosed with scoliosis was 188 (151 females, 37 males). The images are available in their original size as well as sizes suitable for various deep learning models (e.g., [224 224 3])
DOI: 10.6084/m9.figshare.22193479.v1
title: Community-level dataset

description: This study was carried out in a natural temperate forest located in the Jiaohe Management Bureau of the Experimental Forest Zone in Jilin Province, northeastern China (43°57′54″-43°58′16″N, 127°42′47″-127°43′19″E). The area is characterized by a temperate continental climate affected by a monsoon season, which has a mean annual temperature of 3.8°C and a mean annual precipitation of 695.9 mm. The average monthly temperature ranges from -18.6 °C (January) to 21.7 °C (July). The brown forest soil typical of the area has a rootable depth ranging between 20 and 100 cm. A permanent forest observational study covering an area of 21.12 ha (660m×320m) was established in a secondary forest during the summer of 2009. The plots were resurveyed twice in 2014 and 2019.
DOI: 10.17632/fj9cczjj97
title: SUPPLEMENTARY MATERIALS: A Phase 2 Study of Oral Difelikefalin in Subjects With Chronic Kidney Disease and Moderate-to-Severe Pruritus

description: Supplementary materials for the publication of Yosipovitch G. A Phase 2 Study of Oral Difelikefalin in Subjects With Chronic Kidney Disease and Moderate-to-Severe Pruritus. J AM Acad Dermatol 2023.
DOI: 10.6084/m9.figshare.1082510.v1
title: Coherent control of nondegenerate two-photon absorption by femtosecond laser pulses

description: We investigate the dynamics of nondegenerate two-photon absorption in a cascade three-level system induced by two-color femtosecond laser pulses. It is demonstrated that optimal one-photon detunings of the field frequencies from the intermediate state can be used to control coherently the population inversion between the uppermost and the ground states. The propagation effects make the situation much more complicated. Our simulation shows the possibility of an optical soliton behavior of the two-color pulse with the help of the one-photon detuning.
DOI: 10.6084/m9.figshare.21521112.v1
title: Effect of Planting Density on Root Biomass and Distribution, and Soil Organic Carbon Stock of Acacia decurrens stands in Northwestern Ethiopia

description: This dataset was created to evaluate the effect of planting density on the root biomass, soil organic carbon stock, and vertical distributions of Acacia decurrens stands in Northwestern Ethiopia using five planting densities (0.5m x 0.5m, 0.75m x 0.75m, 1m x 1, 1.25m x 1.25m, and 1.5m x 1.5m), which were replicated 4 times in randomized complete block design. This dataset includes experimental stand characteristics, coarse root biomass, fine root biomass, tree fine root biomass, herbaceous root biomass, live fine root biomass, dead fine root biomass (necrosis), soil organic carbon content and stock, and accordingly its vertical proportional distribution. It was created by taking about 100 soil cores (6.67 cm diameter) for fine root biomass (&lt;2 mm in diameter) and 100 pit (900 cm2 area) for coarse root (diameter &gt; 2 mm) within 0-50 cm soil depth (having five soil layers in 10 cm interval) during December 2019. All fine roots were separated as live and dead and further grouped as tree or herbaceous roots. The soil organic carbon content and stock were also determined using standard procedures of IPCC (2003). The root biomass data were standardized into gram per meter square (g m-2) for root biomass comparisons for each planting density and soil depth, then summed up for 0-50 cm depth as a total root biomass. The vertical distributions of fine and coarse root biomass at each depth were expressed as a percentage (in decimal) of the total root biomass (0-50 cm). Therefore, this dataset has created using standard scientific protocols to contribute for the scientific community on the effect of stand density on root biomass, soil organic carbon, and its vertical distribution in short rotation stands.