cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.fqebdq
title: Occurrence Download

description: A dataset containing 128710 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Potentilla erecta (L.) Raeusch.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 128710 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013349-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17866/rd.salford.21220835.v2
title: Facial Expression Image Dataset for Computer Vision Algorithms

description: The dataset for this project is characterised by photos of individual human emotion expression and these photos are taken with the help of both digital camera and a mobile phone camera from different angles, posture, background, light exposure, and distances. This task might look and sound very easy but there were some challenges encountered along the process which are reviewed below:
1) People constraint
One of the major challenges faced during this project is getting people to participate in the image capturing process as school was on vacation, and other individuals gotten around the environment were not willing to let their images be captured for personal and security reasons even after explaining the notion behind the project which is mainly for academic research purposes. Due to this challenge, we resorted to capturing the images of the researcher and just a few other willing individuals.
2) Time constraint
As with all deep learning projects, the more data available the more accuracy and less error the result will produce. At the initial stage of the project, it was agreed to have 10 emotional expression photos each of at least 50 persons and we can increase the number of photos for more accurate results but due to the constraint in time of this project an agreement was later made to just capture the researcher and a few other people that are willing and available. These photos were taken for just two types of human emotion expression that is, “happy” and “sad” faces due to time constraint too. To expand our work further on this project (as future works and recommendations), photos of other facial expression such as anger, contempt, disgust, fright, and surprise can be included if time permits.
3) The approved facial emotions capture.
It was agreed to capture as many angles and posture of just two facial emotions for this project with at least 10 images emotional expression per individual, but due to time and people constraints few persons were captured with as many postures as possible for this project which is stated below:
Ø Happy faces: 65 images
Ø Sad faces: 62 images
There are many other types of facial emotions and again to expand our project in the future, we can include all the other types of the facial emotions if time permits, and people are readily available.
4) Expand Further.
This project can be improved furthermore with so many abilities, again due to the limitation of time given to this project, these improvements can be implemented later as future works. In simple words, this project is to detect/predict real-time human emotion which involves creating a model that can detect the percentage confidence of any happy or sad facial image. The higher the percentage confidence the more accurate the facial fed into the model.
5) Other Questions
Can the model be reproducible? the supposed response to this question should be YES. If and only if the model will be fed with the proper data (images) such as images of other types of emotional expression.
DOI: 10.6084/m9.figshare.17072645.v1
title: [ILM] FFPE VCF file and panel bed

description: Variant calling with the Illumina TruSight Tumor 170 oncopanel
DOI: 10.6084/m9.figshare.22638449.v1
title: Birth weight and bone mineral density at 18–19 years: birth cohort 1997–1998

description: ABSTRACT OBJECTIVE To analyze the association between birth weight and bone mineral density (BMD) in adolescence. METHODS A birth cohort study in São Luís, Maranhão, using data from two moments: at birth and at 18–19 years. Exposure was the birth weight in grams, continuously analyzed. The outcome was BMD, using the Z-score index (whole body) measured by double X-ray densitometry (Dexa). A theoretical model was constructed in acyclic graphs to identify the minimum set of adjustment variables – household income, the mother knowing how to read and write at the time of birth, prenatal care, tobacco use during pregnancy, and parity — to evaluate the association between birth weight and bone mineral density in adolescence. Multiple linear regression was used in Stata 14.0 software. A 5% significance level was adopted. RESULTS From 2,112 adolescents, 8.2% had low birth weight and 2.8% had a low BMD for their age. The mean full-body Z-score was 0.19 (± 1.00). The highest birth weight was directly and linearly associated with BMD values in adolescence (Coef.: 0.10; 95%CI: 0.02–0.18), even after adjustment for the variables household income (Coef.: -0.33; 95%CI: -0.66–0.33) and the mother knowing how to read and write (Coef.: 0.23%; 95%CI: 0.03–0.43). CONCLUSION Although after adjusting the variables the association attenuated, birth weight positively and linearly relates to BMD in adolescence.
DOI: 10.6084/m9.figshare.25669749.v1
title: SWAMPY (Dunedin) magnetometer data for September 2017

description: Format is a Matlab datafile (.mat)The 9 columns of data are: UT (yr, mth, dy, hr, mn, s), X, Y, ZSampling interval is 0.9771 s, magnetic fields are in nT
DOI: 10.6084/m9.figshare.28876010.v1
title: EBBA2 Data Spreadsheet .xlsx

description: A total of 16 bird avian families and 292 species were initially selected for analysis. Families were chosen to represent diverse taxonomic groups, conservation statuses and breeding locations. To ensure data reliability, species classified as having unknown or uncertain population trends were removed, along with invasive species. The final dataset comprised 202 species, of which 112 were ground nesting and 90 were non-ground nesting. <br>
DOI: 10.17608/k6.auckland.24424888.v1
title: 4DFlowNet - high resolution aortic CFD dataset

description: This is the aortic CFD dataset used for 4DFlowNet as published in the original paper<br>https://www.frontiersin.org/articles/10.3389/fphy.2020.00138/fullCode is accessible here: https://github.com/EdwardFerdian/4DFlowNetPlease follow the instructions on github to prepare the low resolution data.<br>
DOI: 10.17632/wf4g3yxvzz
title: Supplemental Materials for Stein Gold et al. Efficacy and Safety of Apremilast in Patients With Mild-to-Moderate Psoriasis Up to 32 Weeks: Results From the Extension Phase of the Randomized, Phase 3 ADVANCE Trial

description: Mendeley Supplemental Figures for Stein Gold et al. Efficacy and Safety of Apremilast in Patients With Mild-to-Moderate Psoriasis Up to 32 Weeks: Results From the Extension Phase of the Randomized, Phase 3 ADVANCE Trial. J Am Acad Dermatol. 2022.
DOI: 10.17632/kdj2zmdfjy
title: Data for: ENVIRONMENTAL LIFE CYCLE ASSESSMENT OF YOGHURT SUPPLY TO CONSUMER IN TURKEY
DOI: 10.6084/m9.figshare.25331824.v1
title: newsclassification.owl

description: The News Classification Ontology (NCO) v1.4.3. It defines the concepts needed to discuss news coverage. These concepts include Entities, Events, Situations, Categorical Topics, Claims and Viewpoints.
DOI: 10.6084/m9.figshare.7865879.v1
title: IMPACT OF THE APPENDICEAL POSITION ON THE DIAGNOSIS AND TREATMENT OF PEDIATRIC APPENDICITIS

description: ABSTRACT Objective: To investigate how symptoms vary according to the appendiceal position in pediatric patients and to demonstrate that the laparoscopic approach is safe and effective in any appendiceal location by comparing each location to another. Methods: The medical records of 1,736 children aged 14 or younger who underwent laparoscopic appendectomy over a period of 14 years were analyzed retrospectively. Patients were divided according to the position of the appendiceal tip into four groups: anterior, pelvic, retrocecal and subhepatic. The Kruskal-Wallis and chi-square tests were used with the Bonferroni correction, with a significant p&lt;0.05. Results: The appendiceal location was anterior in 1,366 cases, retrocecal in 248 cases, pelvic in 66 cases and subhepatic in 56 cases. There were no significant differences between the groups in terms of patient age and gender. Abdominal pain was the only symptom with statistically significant differences between the groups. The rate of perforated appendicitis was higher in the subhepatic and pelvic positions. Intraoperative complications and conversions were not statistically significant. Technical difficulties and operative time were higher in subhepatic position. The rate of postoperative complications was similar between the different locations, except for bowel obstruction, which was higher in pelvic appendicitis. Conclusions: The clinical symptoms of appendicitis hardly ever change with the position of the appendix. The laparoscopic approach is safe and effective, regardless the appendiceal location.
DOI: 10.6084/m9.figshare.13369595.v3
title: tRNA annotation bed file

description: compiled from GtRNAdb 2.0 hg19 versionhttp://gtrnadb.ucsc.edu/genomes/eukaryota/Hsapi19/hg19-tRNAs.tar.gzCHIPSEQ analysis code could be found at https://doi.org/10.6084/m9.figshare.7411835Polypyrimidine tract length (https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10415138/)flankBed -i exon.bed -l 50 -r 0 -g ~/data/hg19.sizes &gt; Polypy.3SS50.bedfastaFromBed -fi ~/data/hg19.fa -bed Polypy.3SS50.bed -fo Polypy.3SS50.fa -s -namepolyApy_score.py -m CU -i Polypy.3SS50.fa -o Polypy.3SS50.tsv
DOI: 10.6084/m9.figshare.24947385.v1
title: Untitled Item

description: 3448 H/M quality MAGs
DOI: 10.17632/xcxspv8c2r
title: Physical layer data acquisition of IRIDIUM satellites broadcast messages

description: This dataset refers to a measurement campaign carried out in two periods, i.e., from Aug. 12th to Sept. 10th, 2020 and Sept. 11th to Oct. 9th, 2020. The dataset includes a total of 3,840,907 entries (IRIDIUM broadcast messages), and the associated 7,628,604,575 IQ samples.
DOI: 10.6084/m9.figshare.14339555.v1
title: Nutrition values raw data

description: This is a collection of data from 3 different SNF regarding daily intake at different meals and meal times. Data was collected from meal cards at each facility. The companies utilized to supply the food were comparable in price and quality. The nutritional value of the meals were calculated based on the USDA food composition database; with reference to the supply company and were compared to national recommendations.
DOI: 10.6084/m9.figshare.25749678.v2
title: DATA

description: Here's all the data used for the article named "The causal exploration of digital transformation and human resource incentives on innovation based on fsQCA"
DOI: 10.6084/m9.figshare.19859197.v1
title: histology

description: PBTA histology file
DOI: 10.6084/m9.figshare.28029086.v1
title: Quantification of sand trucks entering Ouagadougou, Burkina Faso

description: Quantification of loaded sand trucks entering the city of Ouagadougou, Burkina Faso
DOI: 10.6084/m9.figshare.9730244.v1
title: Human gut volume data - J Uy

description: These were used to identify the scaling relationships between the intestines (gut) and the pelvis in recent modern humans. Values were taken from CT scans.
DOI: 10.6084/m9.figshare.28844414.v1
title: 抑制控制有助于缩小知行差距：概率匹配测试中来自高中生的证据

description: 本研究使用概率匹配测试 （PMT） 调查了高中生的认知行为差距，并研究了认知风格、抑制控制和主动控制在弥合这一差距中的作用。
DOI: 10.6084/m9.figshare.7522748.v2
title: Gene expression data

description: Gene expression data
DOI: 10.4121/uuid:18287ce3-5650-41de-a6ca-8c8d97960078
title: Data underlying the paper: Perception and control of low cable operation forces in voluntary closing body-powered upper-limb prostheses

description: The data set contains the underlying data of the PLOS One Publication "Perception and control of low cable operation forces in voluntary closing body-powered upper-limb prostheses" by Mona Hichert et al.
DOI: 10.6084/m9.figshare.25623702.v1
title: Supplementary Material for: Limb-shaking transient ischemic attacks in patients with carotid occlusion or stenosis: a systematic review and individual patient data meta-analysis

description: Background: Limb-shaking transient ischemic attack (LSTIA) is a rare neurological condition which presents with involuntary jerky movements of the arm or leg, often because of carotid stenosis or occlusion. Due to the rarity of the condition, the epidemiology of LSTIA is poorly understood and the disease is frequently misdiagnosed. There is no standard treatment to date. The purpose of this study is to provide an overview of the epidemiology of LSTIA and its current treatment options.
Methods: Embase, MEDLINE, Web of Science, Cochrane Central Register of Controlled Trials for randomized controlled trials and Google Scholar were searched from database inception to 30th of December 2023 for articles containing information on the epidemiology and treatment of LSTIA. An individual patient data meta-analysis (IPD-MA) was performed using data extracted from the included articles. Inclusion criteria were description of both the epidemiology and treatment of LSTIA in patients over the age of eighteen with carotid stenosis/occlusion, confirmed by radiographic imaging. Exclusion criteria were studies focusing on pediatrics, no epidemiological data, internal carotid artery (ICA) stenosis/occlusion not radiologically confirmed, full-text unavailable, full-text not in English or Dutch, and non-original articles.
Results: Of the 8855 articles screened, 55 articles containing 251 patients were included. 50 articles harboring 81 patients were included in the IPD-MA and 7 articles harboring 187 patients were included in the cohort analysis. The results of the IPD-MA showed that LSTIA was caused by unilateral ICA stenosis/occlusion in 29 patients (36%) and most often from bilateral ICA stenosis/occlusion in 52 patients (64%). Limb-shaking was unilateral in 66 patients (83%) and was accompanied by weakness in 27 patients (33%). The intervention with the highest success rate was endovascular intervention (carotid stenting or balloon angioplasty), as all 10 patients remained asymptomatic after treatment. The cohort analysis showed that LSTIA can be caused by both unilateral and bilateral carotid stenosis or occlusion. The prevalence within cohorts of TIA patients of LSTIA varied considerably from 3.5% to 29%. 
Conclusion: A large international clinical registry is warranted to gain a better understanding of the epidemiology of LSTIA. There is insufficient evidence available to suggest a standard treatment.
DOI: 10.6084/m9.figshare.3860250.v1
title: Avoidance_Anxiety_Materials

description: All data, task scripts and materials for:<b><br></b><b>Modelling avoidance in pathologically anxious humans using reinforcement-learning</b> Mkrtchian A, Aylward J, Dayan P, Roiser JP and Robinson OJ<b></b>Extract the .zip file to the same file structure then run 'RecreateFiguresData.m' in matlab to recreate all the figures in the paper as well as summary data sheets. Note that this runs simulations (i.e. a posterior predictive model) so some of the figures will look slightly different to the paper each time they are run. Note also that this omnibus script was created by stitching together multiple scripts so the code is not elegant and there are clear redundancies! It should, however, work. Please let us know if you find problems/bugs (contact OJR).
DOI: 10.17632/w2y772d9ph
title: Supplemental Figure 1 for JAAD Research Letter: "Perioral Hyaluronidase Injection for the Treatment of Microstomia in Systemic Sclerosis Patients: A Retrospective Cohort Study"

description: Representative images from participant 7 (left) and participant 11 (right) before and after hyaluronidase treatment with locations of oral aperture width measurement (blue double-headed arrow) and oral aperture height measurement (black double-headed arrow).
DOI: 10.6084/m9.figshare.21154387.v2
title: Data from Alena et al. "Seed retention times in New Zealand’s largest gecko, <em>Hoplodactylus duvaucelii </em>“northern”, and implications for seed dispersal" in the New Zealand Journal of Ecology

description: Raw data used to calculate seed retention times in Hoplodactylus duvaucelli "northern".
DOI: 10.6084/m9.figshare.28521731.v1
title: Narwhal_Dentine_Stable_Isotope_Data.csv from δ<sup>15</sup>N and δ<sup>13</sup>C cycles in narwhal (<i>Monodon monoceros</i>) embedded teeth reveal seasonal variation in ecology and/or physiology

description: Dataset supporting this article have been uploaded as a part of supplementary material.
DOI: 10.17632/bvzfksk9fc
title: Financial Crises and the Global Supply Network: Evidence from Multinational Enterprises

description: This is a replication package for “Financial Crises and the Global Supply Network: Evidence from Multinational Enterprises” by Sergi Basco, Giulia Felice, Bruno Merlevede, and Marti Mestieri in the Journal of International Economics.
DOI: 10.6084/m9.figshare.25188479.v1
title: CMIP6-pr.rar

description: CMIP6-公关
DOI: 10.15468/dl.nve6vx
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Argentina silus (Ascanius, 1775)",
 "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 ((-1.9734 4.2478,-0.0352 5.0957,-0.0352 10.8496,-9.0352 10.8496,-9.0352 4.4397,-8.4168 4.1049,-7.389 3.8664,-5.7288 4.5489,-4.0108 4.7359,-1.9734 4.2478))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013357-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/ryg899jv6k
title: Supplemental Content for "Development of the Generalized Pustular Psoriasis Clinical Assessment Tool (GPP-CAT)"

description: Supplemental Content for "Development of the Generalized Pustular Psoriasis Clinical Assessment Tool (GPP-CAT)". 

Authors: Amit Garg, MD, Megan H. Noe, MD, MPH, MSCE, Milan J. Anadkat, MD, April Armstrong, MD, MPH, Tina Bhutani, MD, MAS, Aaron Farberg, MD, George Han, MD, PhD, Jason E. Hawkes, MD, MS, Mark Lebwohl, MD, Sergey Rekhtman, MD, Pharm D, MPH, Eingun James Song, MD, Andrew Strunk, MA, Kristina Callis Duffin, MD
DOI: 10.6084/m9.figshare.22333102.v1
title: QML Pipeline Datasets

description: Datasets used in the article <em>Implementation and empirical evaluation of a quantum machine learning pipeline for local classification</em>. The original versions of these datasets, which have undergone a preprocessing procedure (as described in the paper), have been taken from the UCI Machine Learning Repository.
DOI: 10.6084/m9.figshare.22003967.v1
title: Polar cyanobacteria MAGs

description: FASTA files for 37 metagenome-assembled genomes (MAGs) of Cyanobacteria recovered from Arctic and Antarctic microbial mats.
DOI: 10.6084/m9.figshare.26053429.v1
title: <b>OmicScope raw files</b>

description: This zip file presents the data used in the OmicScope manuscript. The "raw_files" folder contains all files used for differential proteomics and enrichment analysis, while the "omics_files.zip" contains the .omics files to be used in the Nebula module.
DOI: 10.6084/m9.figshare.4187295.v1
title: Regionalized Mediterranean SSP population projections

description: You can find spatially explicit population projections for the Mediterranean region for the five Shared Socioeconomic Pathways (SSPs). The raster files are available as GeoTIFF format and have a spatial resolution of 30 arc seconds (~1km at the equator). Data are available in 5-year increments from 2015 to 2100 for each SSP.<br><br>For more information see:<br>Reimann, L, Merkens, J-L, Vafeidis, A T (2018): Regionalized Shared Socioeconomic Pathways: narratives and spatial population projections for the Mediterranean coastal zone. In: Regional Environmental Change 18, 235-245. DOI: 10.1007/s10113-017-1189-2.
DOI: 10.17632/mzp3k6fmtz
title: Ground Cover Change (GCC) model

description: The Ground Cover Change (GGC) model's dataset is a collection of primary input and output data sources to classify regional land cover change maps. These datasets were essential to formulate a simple and automatic label supervision model to secure reliable land cover samples from multisource remote sensing data and predict accurate land cover maps, aiming to evaluate land change interactions prompted by post-disaster resettlement sites. The affected areas after the 2010 Merapi volcano eruptions in Java, Indonesia, were targeted for this research. Steps to perform data processing pipelines consist of: (1) Data collected from open-sourced datasets including the Ice, Cloud, and land Elevation Satellite 2 (ICESat-2) canopy height datasets, a land cover product, Forest Watch Canopy Heigths, and ancillary DEM-derived subsets of data. (2) These datasets were converged to perform a three-dimensional supervision of land cover samples derived from the pre-existent land cover product. (3) Highly-reliable samples were processed to redeem validation and metric sample units for multitemporal and static amplitude metric sets. (4) A filtering code was parsed with a regionally-consistent metric set to classify candidate training samples with levels of reliability based on a three-point scoring system. (5) A Random Forest model was learnt with refined training data to classify 2016-2021 Sentinel-2 satellite images over Java's tropical rainforest. (6) Land change interactions in localized areas of the Cangkringan district, Yogyakarta, Java, Indonesia, were analyzed to quantify land change interactions caused by urban resettlement sites. We found that agricultural development near resettlement sites was trending upwards despite the overall declining tendency. However, we also saw 25% forest loss, 39% built-up growth, and 43% cropland growth as a product of resettlement sites. The GCC model applies structural height vetting filters and converges statistical feature metrics to automatically detect spurious labels and classifies the data by levels of reliability. The training dataset can be nurtured annually with additional high-quality samples providing all the necessary tools (training and reference datasets) to train learning models in real-time. Given the time constraints posed by emergencies, this model becomes a valuable asset to the recovery phases of natural disasters, where our understanding of how to rebuild affected areas is limited to the traditional urban planning schemes of development. By analyzing post-disaster resettlement in the rural periphery of urban areas, resilient communities can be built with the objective of strengthening rural environments and diminishing the overall human footprint on Earth.
DOI: 10.17632/tmzzw3p5b8
title: Dataset: The Impact of e-WOM Sentiment on Sales: An Attribute Level Analysis of Search and Experience Attributes

description: Data, Codes, and Process for the Paper "The Impact of e-WOM Sentiment on Sales: An Attribute Level Analysis of Search and Experience Attributes"

This document outlines the data sources, coding steps, and processing workflow required to replicate the analysis presented in the paper.

Data Sources
Twitter (X) - for e-WOM data
Amazon - for e-WOM data
VGchartz - for sales data