cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.14331785.v3
title: Tidal Wetlands in East Asia

description: Multi-class tidal wetland map for East Asia in 2020 derived using our MTWM-TP classification framework on time series of Sentine-2 imagery. Field 'GRIDCODE' indicates three tidal wetland types: 1—salt marshes; 2—tidal flats; 3—mangroves.Please cite this work as "Zhang, Z., Xu, N., Li, Y.F., Li, Y., 2022. Sub-continental-scale mapping of tidal wetland composition for East Asia: A novel algorithm integrating satellite tide-level and phenological features. Remote Sens. Environ. 269, 112799." for using this data.Please contact Mr. Zhen Zhang (zh.zhang19951120@gmail.com) if you have any questions.<br><br>
DOI: 10.6084/m9.figshare.20081294.v1
title: ecg-polar-h10-set7

description: Single-lead ECG tracings along with heart rate and 3-axis chest actigraphy using a Polar H10 sensor worn with on a Polar Pro chest strap, with data transferred via bluetooth to an Android smartphone (Realme 6i) that serves as a bluetooth receptor unit and data recorder via the Polar Sensor Logger app on Android by Jukka Happonen (Polar developer, this app is unofficial): https://play.google.com/store/apps/details?id=com.j_ware.polarsensorlogger <br> Data was compressed with 7-zip using LZMA2 in Normal compression setting and split into 5GB parts to respect the file size limit of figshare. Total is 16.9 GB compressed, 91.1 GB uncompressed. <br> This dataset covers the period from 2022-03-17 to 2022-06-16. There is no overlap with previous sets, this is the continuation. See other sets for further data. <br> This wearable was worn at all time under all conditions. <br> Each file represents one acquisition session, of variable time up to 140h in one session. The acquisition software also split files when the device is temporarily out of reach, so there several files with very few entries, which means the device was barely reachable or went in and out of bluetooth range. These files can be concatenated to study a longer time period. There are 4 types of files: ECG for the raw ECG at 133Hz sampling rate, HR for the heart-rate computed by the proprietary Polar embedded software in the H10 sensor and also the IBI (inter-beats intervals) to ease calculation of HRV (heart rate variability), ACC for the 3-axis (accelerometer = translation axes) chest actigraphy set at 100Hz sampling rate and 4g sampling resolution, and Marker which are manual markers by the operator to mark special temporal events but they were not used for this study so they are either deleted or empty. For the full technical specification of the Polar H10 device, see: https://github.com/polarofficial/polar-ble-sdk/tree/master/technical_documentation
DOI: 10.6084/m9.figshare.28230053.v1
title: Reaction SMILES <b>CRD</b> 1.37M dataset

description: <pre>Collection of reaction SMILES (reactants, reagents, solvents, products) 1.37M lines total from patent literature (USPTO 1976 - 2024) and from academic literature (2.5% total). Data converted from existing USPTO dataset <sup>1</sup><sup>]</sup> and data generated by parsing by custom design. Data extraction by OSCAR (semantic) or ChatGPT (LLM), molecule identification by OPSIN and custom synonym list. All SMILES are RDKit-safe with duplicate reactions removed. Please note that the data have been collected in an semi-automated process, the dataset is certainly not without errors.More information on https://kmt.vander-lingen.nl.<br><br><sup>1]</sup> Chemical reactions from US patents (1976-Sep2016), Daniel Lowe. Link.</pre>
DOI: 10.6084/m9.figshare.28989221.v1
title: Supplemental Figs. S1-S7

description: Most people with severe asthma have obesity. Metabolic dysfunction, often associated with obesity, is particularly associated with severe asthma. Mechanisms linking metabolic dysfunction with asthma, and whether improving metabolic function can affect asthma, are not known. The endocannabinoid system plays a significant role in metabolism; inhibition of cannabinoid receptor 1 (CB<sub>1</sub>R) induces weight loss and improves serum lipid profiles. We used a CB<sub>1</sub>R inverse agonist, INV-202, in a mouse model of obese asthma and investigated changes in weight, inflammation, airway reactivity, and surfactant lipids. Mice were fed low or high fat diets (LFD, HFD), and house dust mite extract (HDM) was delivered intranasally to induce allergic airway inflammation. Mice received INV-202 by oral gavage. Airway hyperresponsiveness was measured by flexivent and lung tissue cytokines were measured by ELISA. Leukocytes and lipids in the bronchoalveolar lavage fluid (BALF) were analyzed by flow cytometry and mass spectroscopy, respectively. LFD and HFD mice lost an average of 11% and 27% of their body weight, respectively. LFD mice had a 33% decrease in CCL20 in lung tissue and a 55% decrease in neutrophils in BALF. LFD and HFD mice had improvements in airway hyperresponsiveness, particularly as measured by reduced elastance. Phosphatidylglycerol in BALF increased with INV-202, which significantly correlated with compliance in LFD mice. This study supports a significant contribution of metabolic factors related to the endocannabinoid system in lung compliance and airway reactivity, in part through effects on surfactant lipid composition, and demonstrates the potential of CB<sub>1</sub>R inverse agonists to treat obese asthma.
DOI: 10.6084/m9.figshare.6452843.v1
title: Analiza Ekonomiczna - Ćwiczenia i Wykłady

description: Zadania z wykładów i ćwiczeń z Analizy Ekonomicznej - Dawid Świątczak<br>
DOI: 10.6084/m9.figshare.6979925.v1
title: De novo genome assemblies of Neurospora intermedia, N. metzenbergii and N. crassa, based on Illumina HiSeq reads

description: This dataset contains in total 29 de novo genome assemblies of three different species of the fungus <i>Neurospora</i> (21 N. intermedia, 5 <i>N. metzenbergii</i> and 3 <i>N. crassa</i>). All strains are listed using the strain number from the Fungal Genetics Stock Center (www.fgsc.net), where they also can be ordered from.<br><br>These genome assemblies were assembled from paired-end Illumina HiSeq 2500 reads using ABySS 1.3.7 in the following way:<br>abyss k=64 a=2 n=10 s=200 J016 in="read1.fastq.gz read2.fastq.gz" name="assembly_name"<br><br>Raw paired-end reads have been deposited in the Sequence Read Archive (SRA) in BioProjects PRJNA486257 (http://www.ncbi.nlm.nih.gov/bioproject/486257).<br><br>Strain list:<br><br>FGSC # | Species<br>-------+----------------------<br> 1785 | Neurospora intermedia<br> 1786 | Neurospora intermedia<br> 1787 | Neurospora intermedia<br> 1795 | Neurospora intermedia<br> 1832 | Neurospora intermedia<br> 1938 | Neurospora intermedia<br> 2316 | Neurospora intermedia<br> 2365 | Neurospora intermedia<br> 3194 | Neurospora intermedia<br> 5124 | Neurospora intermedia<br> 6249 | Neurospora intermedia<br> 6263 | Neurospora intermedia<br> 6595 | Neurospora intermedia<br> 7402 | Neurospora intermedia<br> 7426 | Neurospora intermedia<br> 7427 | Neurospora intermedia<br> 7429 | Neurospora intermedia<br> 8761 | Neurospora intermedia<br> 8767 | Neurospora intermedia<br> 8769 | Neurospora intermedia<br> 8793 | Neurospora intermedia<br> 5119 | Neurospora metzenbergii<br> 6795 | Neurospora metzenbergii<br> 8853 | Neurospora metzenbergii<br> 10411 | Neurospora metzenbergii<br> P4149 | Neurospora metzenbergii<br> 4723 | Neurospora crassa<br> 4829 | Neurospora crassa<br> 8863 | Neurospora crassa<br><br><br>For further information on the strains and the genome assemblies, please see:<br>Svedberg et al., (2018) "Convergent evolution of complex genomic rearrangements in two fungal meiotic drive elements": https://www.nature.com/articles/s41467-018-06562-x (DOI:10.1038/s41467-018-06562-x)<br>Supplementary Table 11 contains Illumina sequencing statistics.<br>
DOI: 10.6084/m9.figshare.21222527.v1
title: Color Ground-Truth

description: This dataset includes the color ground-truth for the GRIP dataset that consists of 80 copy-move forged images with 768 X 1024 pixels and unrecognizable forgery by human eyes. Color ground-truth masks have been regenerated for all images by filling the forged region with red and its border with green, the source region with white, and its border with blue.
DOI: 10.6084/m9.figshare.25375180.v1
title: <b>Diez-Gracia & Sánchez-García (2025).</b> Sample and chronology on the news gap research

description: This resource compiles the scientific literature available from 2010 to 2023 about the phenomenon of the news gap.This resource is part of the paper "Diez-Gracia & Sánchez-García (2025). “When digital audiences disregard the journalistic agenda: conceptualization and evolution of the news gap”. <i>Communication & Society, 34</i>(1)."
DOI: 10.6084/m9.figshare.27000481.v4
title: Tri-band Vehicle and Vessel Dataset.zip

description: The dataset is a tri-band (visible, shortwave infrared, longwave infrared) vehicle and vessel dataset. The dataset consists of thousands of images captured by tri-band cameras, each set of images detailing date, location, lighting conditions, and weather information. The dataset contains rich background information and is characterized by time synchronization of the tri-band data and consistent field of view.This dataset is available free of charge to any individual or organization. If this dataset helps, we would appreciate it if the users could support our work by sending information about their organization, use of the dataset, and contact information to hwgztd@sdu.edu.cn. Suggestions and co-operations are also welcome.
DOI: 10.6084/m9.figshare.28387040.v1
title: Data on Human Interactions with Greeneries in an Urban Environment: Exploring Determinants of Motivations and Constraints of City Dwellers' Interaction Towards Green Spaces

description: Human Interactions with Greeneries in an Urban Environment: Exploring Determinants of Motivations and Constraints of City Dwellers' Interaction Towards Green Spaces
DOI: 10.6084/m9.figshare.5759688.v1
title: Supplementary Material for: The Safety and Effectiveness of a Novel Annular Keratopigmentation Method: A Case Report

description: <b><i>Background:</i></b> We investigated the safety and effectiveness of a novel aesthetic femtosecond-assisted annular keratopigmentation technique. <b><i>Case Report:</i></b> A 21-year-old female patient in good general and ophthalmological health with the wish to change the colour of her eyes was treated with a femtosecond-assisted annular keratopigmentation technique. Pigment was inserted in a channel in the cornea (external diameter 9.3 mm; internal diameter 5.5 mm) created with a femtosecond laser at a depth of 225 μm. Eight months post-operatively, there were no signs of leakage, diffusion, inflammation or any other detrimental effects on the cornea both objectively and subjectively. <b><i>Conclusion:</i></b> This procedure is a promising safe and effective option for those who want annular keratopigmentation for aesthetic reasons.
DOI: 10.6084/m9.figshare.9905138.v2
title: Analysis of Within-host Evolution of Plasmodium falciparum during treatment with Artemisinin Combination Therapies

description: The supporting information for the study titled "Analysis of withi-host Evolution of Plasmodium falciparum during treatment with Artemisinin Combination Therapies"<br>
DOI: 10.17605/osf.io/avh5s
title: Comparison of Lateral Raise Variations for Enhancing Deltoid Lateralis Muscle Thickness: Dumbbell vs. Cable in Strength-Trained Individuals

description: This study aims to compare the effects of dumbbell versus cable lateral raises on the thickness of the deltoid lateralis muscle in strength-trained individuals. The hypothesis is that training with cables, which provide a descending resistance profile, will result in a larger increase in muscle thickness compared to training with dumbbells, which offer an ascending resistance profile. The study will involve 25 strength-trained men and women aged 18-50 years, each with a minimum of three years of resistance training experience and training at least twice a week. Participants will undergo a 10-week training program with 8 weeks of resistance training, including two supervised sessions per week. Each session will consist of 5 sets per exercise performed to momentary failure. Muscle thickness will be measured using ultrasound at both proximal and distal sites of the deltoid lateralis before and after the intervention. The study design is within-subject, with limbs randomly assigned to either the dumbbell or cable condition. To ensure consistency, participants will not train other shoulder exercises that could influence the results. The study aims to provide insights into the effectiveness of different resistance profiles in hypertrophy training, contributing to optimized training strategies for muscle growth. Data will be shared openly after publication to ensure transparency and reproducibility.
DOI: 10.17632/265wyk8r3f
title: Eukaryotic-like gephyrin and cognate membrane receptor coordinate corynebacterial cell division and polar elongation

description: SUPPORTING DATA:
 
Data from the manuscript of Martinez et al., "Eukaryotic-like gephyrin and cognate membrane receptor coordinate corynebacterial cell division and polar elongation”

- Actinobacteria_species/
	- RAW/
		- *.fasta
		Sequences aligned to reconstruct the phylogeny presented in Figure 5c and Extended Data Figure 7.
		- *.aln
		Alignments used to reconstruct the phylogeny (before trimming).
		- *.trim
		Trimmed alignments used to reconstruct the phylogeny.
	- Actinobacteria_species.fasta: 
	Concatenation alignment used to reconstruct the phylogeny in Figure 5c and Extended Data Figure 7. Corresponds to the concatenation of proteins RNApol subunits β and β' and IF-2.
	- Actinobacteria_species.treefile: 
	Phylogeny presented in Figure 5c and Extended Data Figure 7 in newick format
	- Actinobacteria_species.pdf: 
	Phylogeny presented in Figure 5c and Extended Data Figure 7 in pdf format

- MoeA-like_Actinobacteria/
	- MoeA-like_Actinobacteria.fasta: 
	Sequences aligned to reconstruct the phylogeny presented in Figure 5a.
	- MoeA-like_Actinobacteria.aln: 
	Alignment used to reconstruct the phylogeny (before trimming).
	- MoeA-like_Actinobacteria.trim: 
	Trimmed alignment used to reconstruct the phylogeny.
	- MoeA-like_Actinobacteria.treefile: 
	Phylogeny presented in Figure 5a in newick format.
	- MoeA-like_Actinobacteria.pdf: 
	Phylogeny presented in Figure 5a in pdf format.
	- MoeA-like_Actinobacteria_extended.aln: 
	Extended alignment present in Figure 5b.

- MoeA-like_Bacteria/
	- MoeA-like_Bacteria.fasta: 
	Sequences aligned to reconstruct the phylogeny presented in Extended Data Figure 6a.
	- MoeA-like_Bacteria.aln: 
	Alignment used to reconstruct the phylogeny (before trimming).
	- MoeA-like_Bacteria.trim: 
	Trimmed alignment used to reconstruct the phylogeny.
	- MoeA-like_Bacteria.treefile: 
	Phylogeny presented in Extended Data Figure 6a in newick format.
DOI: 10.17632/4wzz7d9yf6
title: PhIP-Seq Data Analysis - Genetics & Phenotype associations

description: Additional results generated in Andreu-Sanchez et al Immunity 2023
DOI: 10.17632/6943g3jzzy
title: sEMG data

description: RMS of sEMG data for patient with chronic non-specific neck pain when doing resistance exercise in six directions under four conditions.
DOI: 10.17632/8mzdckdy54
title: Data for: Image processing techniques represent innovative tools for comparative analysis of proteins

description: Codes and datasets are being uploaded for other researchers to try them out
DOI: 10.17632/bz664zn5g9
title: Supplementary Tables

description: These tables are supplementary materials for our invited review paper published in the Journal of Dairy Science. The invited review entitled "Characterization of New Probiotics from Dairy and Non-Dairy Products: Insights into Acid Tolerance, Bile Metabolism and Tolerance, and Adhesion Capability."
DOI: 10.17632/njnpy8jvxv
title: Validating Optimal ICD-10 Classification Approaches for Identifying Perioral Dermatitis: A Retrospective Chart Review

description: Supplemental data
DOI: 10.6084/m9.figshare.17162900.v1
title: Additional file 7 of Genome-wide association of single nucleotide polymorphism loci and candidate genes for frogeye leaf spot (Cercospora sojina) resistance in soybean

description: Additional file 7: Table S5. KEGG pathway analysis of genes in the two haplotype blocks
DOI: 10.17632/j3bvsd6bmk
title: crack_growth_rate_cold_spray_6061

description: Final raw data for Mode I cracks in 4 point bend specimens made from cold sprayed 6061 aluminum on a wrought 6061 substrate. BEN-K-Al-007 is for the crack in a wrought 6061 sample, while in the other samples the crack is propagating in the cold spray deposit. Video folder has timelapse videos of cracks propagating through the material.
DOI: 10.6084/m9.figshare.7575101.v1
title: 70P06

description: Row data the subject
DOI: 10.17632/4j2hxyrcf6
title: FTIR spectra of Graphene oxide

description: The spectra show the presence of oxygenated functional groups C-O-C (1040 cm-1), C-O-H (1220 and1420 cm-1), C–C (980 cm-1), C=C (1615 cm-1), and C=O (1720 cm-1).
DOI: 10.17632/959dxmgj8d
title: Classification of Heart Failure Using Machine Learning: A Comparative Study

description: Our research demonstrates that machine learning algorithms can effectively predict heart failure, highlighting high-accuracy models that improve detection and treatment. The Kaggle “Heart Failure” dataset, with 918 instances and 12 key features, was preprocessed to remove outliers and features a distribution of cases with and without heart disease (508 and 410).
Five models were evaluated: the random forest achieved the highest accuracy (92%) and was consolidated as the most effective at classifying cases. Logistic regression and multilayer perceptron were also quite accurate (89%), while decision tree and k-nearest neighbors performed less well, showing that k-neighbors is less suitable for this data.
F1 scores confirmed the random forest as the optimal one, benefiting from preprocessing and hyperparameter tuning. The data analysis revealed that age, blood pressure and cholesterol correlate with disease risk, suggesting that these models may help prioritize patients at risk and improve their preventive management. The research underscores the potential of these models in clinical practice to improve diagnostic accuracy and reduce costs, supporting informed medical decisions and improving health outcomes.
DOI: 10.6084/m9.figshare.13625606.v1
title: SARS-CoV-2 viral loads - French Covid19 cohort

description: Dataset from French Covid Cohort<br>
DOI: 10.6084/m9.figshare.19656558.v1
title: Supplementary Material for: A Genome-wide association study on abdominal adiposity-related traits in adult Korean men

description: Introduction: Although previous genome-wide association studies (GWASs) have identified genetic susceptibility loci for abdominal adiposity, GWASs on Asian samples remain scarce. Therefore, we performed a GWAS for abdominal adipose tissue depots in a Korean population. Methods: A total of 1,937 Korean men were included in the study. Areas of abdominal fat were quantified by computed tomography. We performed a GWAS analysis under an additive model, and a replication study was conducted on 480 additional Korean adult men. Results: In the discovery step, we identified a total of 10 single-nucleotide polymorphisms (SNPs) associated with adiposity indicators (p &lt; 1 × 10–5). The top SNP, rs1028014, for visceral adipose tissue (VAT) was located in the ZMAT4 gene and remained significant after adjustment for body mass index (BMI). Three additional SNPs were also associated with VAT-adj-BMI and located within the SLC26A10, FAM155A, and COL4A1-COL4A2 genes, respectively. In addition, we identified a SNP (rs4668224) of the MYO3B gene for visceral-to-subcutaneous fat ratio. For subcutaneous adipose tissue and total adipose tissue, two (rs6585735 and rs363527) and three SNPs (rs1487892, rs9357565, and rs1985358) were found, respectively. Overall, eight SNPs were used in the replication study; however, none of the SNPs reached our level of significance for replication (p &lt; 0.0063). Nevertheless, rs4773144 of COL4A1-COL4A2 for VAT-adj-BMI was the most interesting SNP identified in previous GWASs for coronary artery disease (based on the same risk allele "G"), along with functional effects. Conclusion: This study suggests for the first time that a SNP (rs4773144) of COL4A1-COL4A2 may contribute to the increase in VAT level, especially in adult Korean men.
DOI: 10.6084/m9.figshare.22672561.v1
title: Coercive control, insecure attachment, emotion dysregulation, and shame

description: Open data for cross-sectional, correlational study exploring insecure attachment styles, emotion dysregulation, and shame as predictors of coercive control in intimate relationships.
DOI: 10.6084/m9.figshare.7352240.v1
title: Comparison of fibrosis depth in a scar after partial nephrectomy using sutures and a hemostatic sponge. Complementary database.

description: This is the dataset containing outcome measurements to the publication: Comparison of fibrosis depth in a scar after partial nephrectomy using sutures and a hemostatic sponge.
DOI: 10.6084/m9.figshare.17145905.v1
title: Random forest results

description: Random forest crosstable and feature results based on digital pathology features. Classifications were conducted between disease (C9-ALS) and control "conditions" overall, divided by marker (CD68/FUS/GFAP/Iba1/TDP43), brain region (BA), matter type (GM/VM), or vascular adjacency (VA). Classifications for subregions are shown as "marker-region", "marker-region-matter" and "all variables". Crosstables show how many images the model correctly classified. <br>"Features" files show which features, when left out, reduced or improved the ability of the model to accurately classify images.<br>"Impairment", "duration" and "ALSFRS" files show the inability of the model to accurately classify between these condition types (as opposed to disease versus control). <br>
DOI: 10.6084/m9.figshare.23734134.v3
title: 20230723_figshare_DIRECT

description: All data required to reproduce the DIRECT sampling results in the manuscript "Robust Training of Machine Learning Interatomic Potentials with Dimensionality Reduction and Stratified Sampling".It contains the below data:Training, validation, and test data as well as model parameters of M3GNet-MS and M3GNet-DIRECT universal potentials.Training and test data as well as model parameters of MTP-AL and MTP-DIRECT for Ti-H.Pre-processed M3GNet structural features of the 1.3 million structures in <i>MPF.2021.2.8.All</i> and the 274,000 M3GNet MD structures of Ti-H.
DOI: 10.6084/m9.figshare.24654093.v1
title: Material Complementario:Supplementary Material

description: Material complementario