cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/45yfj9csxk
title: Experimental analysis and predictive modelling of the mechanical properties of particulate composite of Newbouldia laevis plant fibre using artificial neural networks (ANN)

description: The use of plant biomass as a substitute for synthetic materials in polymer composites is currently attracting significant research interest due to the negative health and environmental impacts associated with synthetic materials. However, inadequate material design hampers the performance and application of these biocomposites. In this study, fibre biomass from the Newbouldia laevis plant stem was processed and utilized to fabricate composites with varying particulate contents. The composites underwent mechanical testing, and the experimental data were analyzed and trained using artificial neural networks (ANN) to develop an accurate predictive model for enhanced material design. The calculated mean absolute percentage error (MAPE) for tensile, flexural, compression, and impact strengths was 4.4%, 3.6%, 8.7%, and 8.5%, respectively, indicating a high level of accuracy in the predictions. In comparison, the MAPE from the linear regression model was 10.9%, 5.9%, 10.4%, and 19.7% for tensile, flexural, compression, and impact strength, respectively, demonstrating that the ANN prediction model is more accurate and reliable. Therefore, for biocomposite research and product development, it is recommended that ANN be employed for optimizing material design to help reduce both the time and cost of research.
DOI: 10.17632/rgvwcz3g9r
title: Data for: Does the group membership shape evaluations on other drivers? The role of symbolic cues in traffic
DOI: 10.17632/hdt3whx2bh
title: Loss of the polarity protein Par3 promotes dendritic spine neoteny and enhances learning and memory

description: Source, raw data linked to the paper "Loss of the polarity protein Par3 promotes dendritic spine neoteny and enhances learning and memory."
DOI: 10.6084/m9.figshare.13286478.v1
title: Towards a mechanism-based approach for the prediction of nongenotoxic carcinogenic potential of agrochemicals

description: Chemical substances are subjected to assessment of genotoxic and carcinogenic effects before being marketed to protect man and the environment from health risks. For agrochemicals, the long-term rodent carcinogenicity study is currently required from a regulatory perspective. Although it is the current mainstay for the detection of nongenotoxic carcinogens, carcinogenicity studies are shown to have prominent weaknesses and are subject to ethical and scientific debate. A transition toward a mechanism-based weight-of-evidence approach is considered a requirement to enhance the prediction of carcinogenic potential for environmental (agro)chemicals. The resulting approach should make optimal use of innovative (computational) tools and be less animal demanding. To identify the various mode of actions (MOAs) underlying the nongenotoxic carcinogenic potential of agrochemicals, we conducted an extensive analysis of 411 unique agrochemicals that have been evaluated for carcinogenicity by the United States Environmental Protection Agency (US EPA) and the European Chemicals Agency (ECHA). About one-third of these substances could be categorized as nongenotoxic carcinogens with an average of approximately two tumor types per substance, observed in a variety of organs. For two-third of the tumor cases, an underlying MOA (network) could be identified. This analysis demonstrates that a limited set of MOA (networks) is underlying nongenotoxic carcinogenicity of agrochemicals, illustrating that the transition toward a MOA-driven approach appears manageable. Ultimately the approach should cover relevant MOAs and its associated key events; this will also facilitate the evaluation of the human relevance. This manuscript describes the results of the analysis while identifying knowledge gaps and necessities to achieve a mechanism-based weight-of-evidence approach.
DOI: 10.17632/wzz4bn8p94
title: Data for: Exposure of ipratropium and salmeterol might reduce the risk of multiple sclerosis: a matched case-control study

description: This is the final dataset, which was used in this study.
DOI: 10.6084/m9.figshare.27918657.v2
title: drep-99-part1

description: Non-redundant MAGs at the strain level in RGMC, Part 1
DOI: 10.17632/3xxxprmksf
title: Impact of Shoaling Ocean Surface Waves on Wind Stress and Drag Coefficient in Coastal Waters: Part I Uniform Wind
DOI: 10.17632/f7z9ppz982
title: Palmi_Shear_Zone_Calabria-Italy

description: 3D virtual outcrop models of Palmi shear zone as KMZ files
DOI: 10.17632/rshxkkxb37
title: Nursing diagnoses and mortality in hospitalized COVID-19 patients

description: Nursing diagnoses and mortality in hospitalized COVID-19 patients

Primary data
DOI: 10.6084/m9.figshare.8791460.v4
title: Supplemental Data-Yun Deng

description: Human physiological responses,subjective sensations and acute health symptoms during exposure to high temperatures at a moderate-intensity activity level
DOI: 10.6084/m9.figshare.28358693.v2
title: <b>A conservation priority index to rank species within IUCN categories</b>

description: Data used in this study
DOI: 10.6084/m9.figshare.4978040.v1
title: Atures Rock Art RTI

description: This dataset contains the inputs and outputs of four sessions of reflectance transformation imaging data capture carried out during the 2016 in the Atures Rapids, Amazonas state, Venezuela.<br>This data is partially discussed in a published paper in Antiquity:<br><br><br>The folders within this dataset correspond to locations named in the Antiquity paper (Figure 1). <br><br>Files with the prefix "DSC_" were shot in manual mode with a Nikon D3100 DSLR in raw .NEF format, and processed into a lossless image format (.png) in RawTherapee 4.2.447 with default settings. The original files are available upon request, but were prohibitively large to include in this archive.<br>Data capture was aided with a handheld Yongnuo YN560 II flash paired with a set of four Yongnuo RF-603 wireless triggers. <br>The Flutist is located in the Upper panel of Picure Island, West, while the Face and Zoomorph are located in the East section of the same panel. The circle is in the easternmost sector of Raudal Yavarivén. With the exception of the circle, which was shot in overcast conditions, all data capture occurred at night.<br>Photographic metadata (ISO, f-stop, focal length, exposure) accompanies the files.<br>
DOI: 10.6084/m9.figshare.4495724.v1
title: Leaf water potentials at turgor loss point of lianas within a tropical forest of French Guiana from Stronger seasonal adjustment in leaf turgor loss point in lianas than trees in an Amazonian forest

description: Dataset of estimated leaf water potentials at turgor loss point (in MPa) of lianas within a tropical forest of French Guiana
DOI: 10.17632/5b4vpr4752
title: Social Media influencers-Content Analysis
DOI: 10.17632/6bvbhy3wxp
title: UX Journey Novice Developer

description: The UX Journey Novice Developer Dataset is a curated collection of data specifically designed for novice developers in the field of user experience (UX) design. This dataset serves as a valuable resource for individuals and organizations seeking to explore and analyze real-world UX design scenarios. The dataset includes a wide range of information related to UX design projects, encompassing various industries and design challenges. It comprises user research data, design artifacts, usability test results, user feedback, and other relevant metrics. The data is carefully anonymized and sanitized to ensure privacy and confidentiality.

The dataset is accompanied by comprehensive documentation that provides guidance on how to navigate and utilize the data effectively. It includes clear explanations of the data structure, variable definitions, and contextual information to facilitate a deeper understanding of the UX design projects represented in the dataset.
DOI: 10.21233/0sxm-9r45
title: ALBI57 pollen surface sample dataset

description: Raw data for the ALBI57 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.17632/mg5bztdgw8
title: Monosodium glutamate even at low dose may affect oxidative stress, inflammation and neurodegeneration in rats

description: Statistical analysis was performed using the software PRISM version 8.0.1  Statistical difference was analyzed by one-way analysis of variance (ANOVA) followed by Bonferroni’s post hoc test, data analyses p ≤ 0.05 were considered as statistically significant. n=6
DOI: 10.17632/mvkkvjbcsg
title: SARS-CoV-2 Omicron variant escapes neutralising antibodies and T cell responses more efficiently than other variants in mild COVID-19 convalescents. Garcia-Valtanen et al

description: Raw data from experimental results featured in: SARS-CoV-2 Omicron variant escapes neutralising antibodies and T cell responses more efficiently than other variants in mild COVID-19 convalescents by Garcia-Valtanen et al
DOI: 10.6084/m9.figshare.19379753.v1
title: Sequencing depth

description: Sequencing depth calculated by mapping fastq files back to assemblies then using samtools depth and taking the mean value.
DOI: 10.17632/mgwnm968x6
title: Data for: Forecasting compositional risk allocations

description: The S&P 500 index, the DAX index, and the CAC 40 index daily values from January 1st, 2000, to December 31st, 2016.
DOI: 10.21233/hbht-fe76
title: ALBI58 pollen surface sample dataset

description: Raw data for the ALBI58 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.6790601.v1
title: train_feature.hdf5.part1

description: Part 1/3 of training genomic features
DOI: 10.17632/3ck5f2sn75
title: Supplementary material: Contemporary Trends in Acne Vulgaris Treatment: An Analysis of Prescription Patterns and Demographics from the NAMCS 2018-2019 Data

description: Supplementary material for a retrospective study on acne prescription trends in the National Ambulatory Medical Care Survey (NAMCS) database from 2018 to 2019.
DOI: 10.17632/rvc5w2j6nj
title: Brauner - Cognitive and Ethical Dimensions of Surrealist Art Engagement

description: This dataset was designed to explore the interplay between cognitive adaptability, ethical sensitivity, and symbolic complexity inspired by Victor Brauner's surrealist artworks. It integrates simulated data and features derived from neuroaesthetic principles, psychological constructs, and visual metrics. The dataset supports machine learning and interpretive analysis for understanding decision-making processes under uncertainty.

Features
Symbolic Density: Measures the complexity of symbolic motifs within the artworks, ranging from minimal to intricate compositions.
Visual Ambiguity: Quantifies perceptual tension and interpretive challenges presented by the art.
Color Composition: Reflects tonal harmony and balance, a key aesthetic element.
Eye-Tracking Metrics: Simulated patterns that represent gaze fixation and engagement with specific visual elements.
EEG Patterns: Simulated neurophysiological data indicating neural engagement with artistic stimuli.
Intuitive Decision-Making Scale (IDMS): A psychological construct capturing participants' decision-making intuitiveness.
Cognitive Flexibility: Evaluates adaptability in decision-making across ambiguous contexts.
Ethical Sensitivity: Represents participants' ability to discern ethical considerations in complex scenarios.
Predicted Engagement: Binary or continuous variable indicating the likelihood of ethical engagement or cognitive adaptability.
Artworks Analyzed: Composition with Portrait (1949), Self-Portrait (1931), Prelude to Civilization (1954), Le Rencontre du 2 bis rue Perrel (1934), Le Grand Transparent (1947), The Wolf Table (1947), and La Fin et le Début (1947)
Purpose
The dataset underpins research into the cognitive and ethical dimensions of leadership and decision-making, with applications in behavioral economics, experimental psychology, and neuroaesthetics. It is a foundation for training machine learning models and interpretive analyses, enabling the study of non-linear relationships and feature interactions.

Applications
Leadership Development: Training leaders to navigate ambiguity and ethical dilemmas through exposure to artistic stimuli.
Behavioral Economics: Investigating how aesthetic experiences influence decision-making, risk tolerance, and ethical trade-offs.
Machine Learning Models: Testing the efficacy of predictive models like Random Forests and Gradient Boosting for understanding cognitive and ethical engagement.
Format
File Type: CSV
Number of Rows: Determined by the simulation process (e.g., 1,000 observations).
Columns: Features described above, supplemented by interaction terms for advanced analyses.
Ethical Considerations
The dataset uses simulated data to avoid privacy concerns and variability in subjective interpretations, ensuring controlled and replicable results.

Future Directions
This dataset provides a robust basis for empirical validation with real-world participant data and broader applications in economic psychology and leadership studies.
DOI: 10.21233/9a5x-7w26
title: ALBI59 pollen surface sample dataset

description: Raw data for the ALBI59 pollen surface sample dataset submitted to the Neotoma Paleoecology Database. Data is available through the landing page in JSON format. The landing page referenced by the DOI also contains links to publications and a map-based viewer for the dataset. The Neotoma Paleoecology Database maintains a homepage at https://www.neotomadb.org.
DOI: 10.6084/m9.figshare.12011811.v1
title: Population genomics and evolution of Avian Pathogenic E. coli

description: Chickens are the most common birds on earth and colibacillosis in among the most common diseases affecting them. This major threat to animal welfare and safe sustainable food production is difficult to combat because the etiological agent, avian pathogenic<i> Escherichia coli </i>(APEC), emerges from ubiquitous commensal gut bacteria, with no one virulence gene present in all pathogenic isolates. Here we address the underlying evolutionary mechanisms of extraintestinal spread and systemic infection. Combining population scale comparative genomics and pangenome-wide association studies, we compare <i>E. coli </i>from commensal carriage and systemic infections. We identify phylogroup-specific and species-wide genetic elements that are enriched in APEC, including pathogenicity-associated variation in 143 genes that have diverse predicted functions, including genes involved in metabolism, lipopolysaccharide synthesis, heat shock response, antimicrobial resistance and toxicity. Horizontal gene transfer spreads pathogenicity elements, allowing divergent clones to cause infection. Finally, Random Forest model prediction of disease status (carriage vs. disease) identifies pathogenicity elements in the emergent ST-117 poultry-associated lineage with 73% accuracy, demonstrating the potential for early identification emergent APEC in healthy flocks.
DOI: 10.6084/m9.figshare.7563689.v1
title: Additional file 10: of Analysis of the distribution of assimilation products and the characteristics of transcriptomes in rice by submergence during the ripening stage

description: Table S7. The KEGG pathway enrichment analysis of the differentially expressed genes (DEGs) related to photosynthesis (electron transport and antenna proteins) metabolism. (XLSX 335 kb)
DOI: 10.17632/mpy9jwtg92
title: Banco de dados - Uso do Sistema de Informação de Imunização do Brasil qual a realidade?

description: Trata-se do banco de dados utilizado no artigo "Uso do Sistema de Informação de Imunização do Brasil qual a realidade?", publicado da Revista Cuidarte (https://doi.org/10.15649/cuidarte)
DOI: 10.17632/nwnfh5x5j3
title: SD-ASM dataset and script

description: This repository contains the codes and the script of the work: "Softmax-driven active shape model for segmenting crowded objects in digital pathology images " IEEE Access, 2024

Abstract: 
Background: Automated segmentation of histological structures in microscopy images is a crucial step in computer-aided diagnosis framework. However, this task remains a challenging problem due to issues like overlapping and touching objects, shape variation, and background complexity. 
Methods: To address this challenge, we present a novel and effective approach for instance segmentation through the synergistic combination of two deep learning networks (detection and segmentation models) with active shape models. Our method, called softmax-driven active shape model (SD-ASM), uses information from deep neural networks to initialize and evolve a dynamic deformable model. The detection module of the deep network enables the treatment of individual objects separately, while the semantic segmentation map precisely outlines the boundaries of histological structures.
Results: Our experiments demonstrate that integrating SD-ASMs into deep learning frameworks significantly enhances instance segmentation performance. We conducted extensive tests using various state-of-the-art architectures on two standard datasets for segmenting crowded objects like cell nuclei - MoNuSeg and CoNIC. To emphasize the versatility of our approach, we applied SD-ASMs in two additional clinical cases: steatosis and tubules segmentation. Once again, the integration of SD-ASM consistently outperformed reference methods, highlighting its effectiveness in accurately segmenting touching objects across multiple clinical scenarios. 
Conclusions: The proposed approach is inherently generalizable and can be easily applied to other imaging modalities and crowded object segmentation tasks, including fluorescence cellular imaging.
DOI: 10.6084/m9.figshare.27247611.v1
title: <b><i>Gossypium </i></b><b><i>latifolium</i></b><b> </b><b>genome</b><b> assembly</b>

description: High-quality <i>Gossypium </i><i>latifolium</i> genomes for genomic studies
DOI: 10.6084/m9.figshare.4959824.v1
title: Impervious Surface Data from Big city <i>Bombus</i>: using natural history and land-use history to find significant environmental drivers in bumble-bee declines in urban development

description: Site level data of the proportional coverage of impervious surface around each site used in analysis
DOI: 10.15468/dl.4kcr5u
title: Occurrence Download

description: A dataset containing 701700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Canada, Mexico, United States of America)",
 "EventDate is greater than or equal to 2025-03-05",
 "EventDate is less than or equal to 2025-04-04",
 {
 "not" : {
 "Issue" : [
 "is one of (Basis of record invalid, Coordinate reprojection failed, Coordinate reprojection suspicious, Coordinate precision invalid, Coordinate uncertainty meters invalid, Country mismatch, Country invalid, Geodetic datum invalid, Presumed swapped coordinate, Presumed negated longitude, Presumed negated latitude, Country coordinate mismatch)"
 ]
 }
 }
 ]
}

 The dataset includes 701700 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009190-250426092105405/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.c.3662366_d750.v1
title: Full body CT scan of a Pristiophorus japonicus (RMNH.PISC.4358)

description: This file includes 803 DICOM files of a female Pristiophorus japonicus specimen housed in the spirit collection of Naturalis Biodiversity Center, Leiden, the Netherlands with registrationnumber RMNH.PISC.4358. The specimen is scanned in a medical CT scanner (Toshiba Aquilion 64) at the Leiden University Medical Center, the Netherlands at 100 kV and 150 mAs with a slice thickness of 0.5 mm.
DOI: 10.6084/m9.figshare.14776041.v1
title: FileS1.txt

description: Fasta file containing 248,482 transposable element (TE) sequences that have been used to identify TEs integrated into viral genomes<br>
DOI: 10.15468/dl.p5sxrw
title: Occurrence Download

description: A dataset containing 3658 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Observation, Human Observation, Machine Observation, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Tiliacea aurago (Denis & Schiffermüller), 1775"
 ]
}

 The dataset includes 3658 records from 50 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009198-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/5nmtc3hnpz
title: Data for: Building a landslide climate indicator with machine learning and land surface models

description: This is the model dump file provided by XGBoost. This model has not been validated for use in regions other than the Pacific Northwest of the United States, nor with input data other than NCA-LDAS. This model was created to describe the seasonality of landslides over a broad geographic region, and it is not suitable for site-specific hazard calculations.
DOI: 10.17632/mmtmsmv4wy
title: SDT survey - giving and taking

description: This data is from an artefactual field experiment carried out in South Africa. Participants are young adults (18-24 years of age). Subjects completed a Dictator Game task in giving and taking frames making a separate choice for each of eight social distances (1, 2, 3, 5, 10, 20, 50, 100). It is in stata format and all variables are labelled. The datasets uploaded are in long and wide formats. Three important outcomes are exponential discounting rate, hyperbolic social discounting rate and q-exponential discounting rate.
DOI: 10.6084/m9.figshare.11756697.v1
title: Calligraphic Body, Voice: The Performance Writings of Manoel Ricardo de Lima and Sérgio Medeiros

description: Abstract This article deals with the works of two contemporary Brazilian writers, Manoel Ricardo de Lima and Sérgio Medeiros, seeking to define, through the analysis of their work, what today may be called a “performatic” trace in contemporary literature. The main characteristics of these performatic writings would include the presence of the body in writing, together with the intermingling and indistinction of artistic genres. Paul Zumthor’s concept of “performance” followed by readings of Artaud, Beckett and Hans-Thies Lehman are used to think through Lima and Medeiros’ work in light of a “performatic literature.”
DOI: 10.17632/knh2t2kbrg
title: Cumulative exposure to tacrolimus and malignancy

description: Raw dataset about the study entitled: Cumulative exposure to tacrolimus and incidence of cancer after liver transplantation.
DOI: 10.17632/r9g8jy7gjr
title: Noble gas data: Noble Gas Analysis to Identify Groundwater in Baltic Sea Sediments of the Mecklenburg Bay

description: Dataset accompanying the paper "Using Noble Gas Analysis to Identify Groundwater in Baltic Sea Sediments of the Mecklenburg Bay".
DOI: 10.17632/5gt7cx5sw6
title: Supplemental data for Biomedical Chromatography titled: "Validated HPLC method for the pharmacokinetic study of linezolid in rats"（BMC-24-0927）
DOI: 10.17632/tpjjwppx7h
title: Ag2S 

description: Raw XRD results of Ag2S and Se-doped Ag2S powder. Raw movies were recorded during SEM investigations of the samples.