cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15131/shef.data.16904806.v1
title: Quantifying the Computational Capability of a Nanomagnetic Reservoir Computing Platform with Emergent Magnetisation Dynamics

description: Data used in the production of the publication 'Quantifying the Computational Capability of a Nanomagnetic Reservoir Computing Platform with Emergent Magnetisation Dynamics'.
DOI: 10.17632/fw86ngty6c
title: Data on synthesis and characterization of new p-nitro stilbene Schiff basesderivatives as an electrochemical DNA potential spacer

description: Data for Figure 1, 2, 4, 6, 8 and 10 for a paper to be submitted in data in brief journal. These data describe the values in spectroscopic analysis which are Fourier transform infra red (FTIR), UV-Vis spectrophotometer, Nuclear magnetic resonance (NMR).
DOI: 10.6084/m9.figshare.25729389.v1
title: Raw Data.xlsx

description: Modified Hybrid Training and Neuromuscular Electrical Stimulation Increase Quadriceps Femoris and Hamstrings Muscle Hypertrophy in Untrained Healthy Subjects
DOI: 10.6084/m9.figshare.27215184.v1
title: Supplementary Material for: Disease progression for histologic diagnosis of metabolic dysfunction-associated steatotic liver disease in the real-world - a nationwide U.S. study

description: Introduction:
We compared clinical characteristics and outcomes in real-world metabolic dysfunction-associated steatotic liver disease (MASLD) patients with or without liver biopsy using a nationwide cohort in United States (US) to fill in gaps in selection of biopsy patients.

Methods:
We conducted a retrospective cohort study of adult MASLD patients using Marketscan® Databases (1/2007-12/2021). Patients were categorized into those with or without liver biopsy during follow-up.

Results:
We analyzed 540,326 MASLD patients: 23,732 with and 516,594 without biopsy. Only 4% of MASLD patients received liver biopsy and biopsy rate decreased in the last 5 years (9.4% to 3.6%). After 1:5 propensity score matching on baseline characteristics including age, sex, and comorbidities, a total of 23,731 patients with biopsy and 118,396 matched patients without biopsy were analyzed. The incidence per 1,000 person-years for hepatocellular carcinoma (HCC) were 0.22 vs. 2.18, cirrhosis 29.75 vs. 90.44 and hepatic decompensation 15.84 vs. 28.25 compared patients with and without biopsy. In multivariable analysis, patients with biopsy had more than 9 times higher risk of developing HCC, 3 times higher risk of cirrhosis, and 78% higher risk of hepatic decompensation. In subgroup analysis, the association remained consistent when stratified by age (&lt;50 and ≥50), sex, and diabetes mellitus. Predictors of having biopsy included age, metabolic disease, and living in North central or Northeast of US.

Conclusion: 

These data can inform clinical patient management that biopsy patients likely represent a selected group at higher risk for disease progression, especially in clinical trials for MASLD therapies.
DOI: 10.6084/m9.figshare.28828217.v1
title: Заперечення як захисний механізм на початку повномасштабного вторгнення

description: Шатілова О. Заперечення як захисний механізм на початку повномасштабного вторгнення. <i>Інновації та науковий потенціал світу</i> : зб. наук. пр. з матеріалами VI Міжнар. наук. конф., м. Рівне, 18 квіт. 2025 р. С. 268–269. URL: https://doi.org/10.6084/m9.figshare.28828217
DOI: 10.6084/m9.figshare.22561042.v1
title: data&code

description: This item contain rawdata for analysis and plot.
DOI: 10.6084/m9.figshare.23260094.v1
title: Supplementary Material for: Acquired Perforating Dermatosis as a Paraneoplastic Feature: A Case Report, Literature Review, and Novel Association

description: Kyrle’s disease is an uncommon form of acquired transepidermal elimination dermatosis frequently associated with diabetes mellitus and chronic kidney disease. An association with malignancy has been sporadically reported in the literature. Here, we describe the clinical course of a diabetic patient with end-stage renal disease who developed this disorder as a herald to a regionally advanced renal cell carcinoma. We provide a focused literature review and rationale for the definitive categorization of acquired perforating dermatosis as a potential paraneoplastic manifestation of systemic malignancies. Clinicopathological correlation and prompt communication among clinicians for occult malignancies are always warranted. Furthermore, we describe a novel association of one of the subtypes of acquired perforating dermatosis with such malignancies.
DOI: 10.6084/m9.figshare.21187672.v3
title: Ecosystem carbon turnover database

description: Note: The data is part of the paper: <br> Global apparent temperature sensitivity of terrestrial carbon turnover modulated by hydrometeorological factors. Fan et al. 2022. <br> NAME Ecosystem carbon turnover times database <br> FORMAT NetCDF <br> SPATIAL CHARACTERISTICS 0.5 degree regular global grid <br> TEMPORAL CHARACTERISTICS Static <br> DIMENSION DESCRIPTION The data is provided as a matrix form with 6 dimensions: 1, latitude 280x1 2, longitude 720x1 3, data source of carbon flux 4x1, which are GPP_RS, GPP_RM, TER_RS, TER_RM 4, data source of vegetation estimates 4x1, which are described in the paper. 5, data source of soil estimates 3x1, which are described in the paper. 6, soil depth, which are 1 meter, 2 meter and full depth (see details in the paper). <br> VERSION HISTORY Version 1.0 : data as used for Nature geoscience paper <br> DESCRIPTION For a full description see Terms derived as documented in Fan et al. (2022) (Method Section) <br> CONDITIONS OF USE These data are free for any use under Creative Commons Attribution 4.0 License <br> CITATION Data reference: <br> Fan. N, Reichstein. M, Koirala. S, Ahrens. B, Mahecha. M, Carvalhais. N. Global apparent temperature sensitivity of terrestrial carbon turnover modulated by hydrometeorological factors. Nature Geoscience, 2022 doi: 10.1038/s41561-022-01074-2 <br> CUSTODIAN Naixin Fan, Max Plank Institute of Biogeochemistry nfan@bgc-jena.mpg.de <br>
DOI: 10.6084/m9.figshare.28720835.v1
title: Basin comparison of water availabiltiy seasonality

description: Comparison between P-ET and runoff seasonality.
DOI: 10.15468/dl.bzetzf
title: Occurrence Download

description: A dataset containing 152 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 Elegia similella Zincken, 1818"
 ]
}

 The dataset includes 152 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009409-250426092105405/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.5311408.v1
title: 2841716.mp4

description: Spatio-temporal diagram and phase dynamics of the experimental data, as reported also in Fig. 3.
DOI: 10.6084/m9.figshare.12045243.v62
title: Data on the COVID-19 outbreak in Romania

description: This dataset includes various metrics on the COVID-2019 outbreak in Romania. For a full description see the GitHub project at https://github.com/adrianp/covid19romania.<br>Main data source is the press office of the Ministry of Internal Affairs, which currently provides a daily report on most metrics. Data points are also sourced from the Romanian Ministry of Health and the Romanian National Institute of Public Health and occasionally from news outlets. The purpose is to provide a historic overview of the various figures in a machine readable format, and not live information on the pandemic.<br>A visualisation is provided, only for demonstration purposes, at https://covid19ro.com.<br>Data is updated at least once every week; please use GitHub issues to report any problems or suggest improvements.
DOI: 10.6084/m9.figshare.3563892.v1
title: Supplement 1. R scripts and species lists for plants and pollinators.

description: File List R_function.txt (MD5: 3fc8d9510f355a5569ed1adf92c0f9c6) Second_R_function.txt (MD5: 15a475fa05e1bfa615bbb674166a39f8) Pollinator_species_list.csv (MD5: 791e68b4b9ff6ccf79b0831a1695bd89) Plant_species_list.csv (MD5: a958fc22ec3eca1d4d6384dbcda06bc4) Description <b>R_function.txt</b><b>: </b>R function modified from Poisot et al. (2012) used to calculate partitions of interaction turnover according to Novotny (2009). <b>Second_R_function.txt</b><b>:</b> Second R function modified from Poisot et al. (2012), used for comparing more than two matrices <b>Pollinator_species_list.csv</b><b>:</b> Pollinator species list by site. Numbers represent the weeks (1-9) during which the pollinator was present at the site <b>Plant_species_list.csv</b><b>: </b>Plant species list by site, and results for sampling completeness. Numbers represent the weeks (1–9) during which the species was present at the site. S<sub>Obs</sub> is the visiting pollinator richness for each plant species, and S<sub>Est</sub> is the estimated visiting pollinator richness as calculated by the Chao estimator.
DOI: 10.6084/m9.figshare.5405236.v1
title: Great Ormond Street Hospital for Children NHS Foundation Trust

description: Response to our Freedom of Information Act request received from this NHS Trust.
DOI: 10.17632/brrpng6gzy
title: Living in the country but dining in the city: Fruit bats exploit urban environments to diversify their diet

description: This data support the findings of the research "Living in the country but dining in the city: Fruit bats exploit urban environments to diversify their diet".
DOI: 10.6084/m9.figshare.11911134.v2
title: OCIM2_KiLOW_noHe.bson

description: See AIBECS.jl<br>
DOI: 10.6084/m9.figshare.16847815.v1
title: Dependence of Nonlinear Effects on Whistler-Mode Wave Bandwidth and Amplitude: A Perspective from Diffusion Coefficients

description: This data set contains the data used for the figures of the paper 'Dependence of Nonlinear Effects on Whistler-Mode Wave Bandwidth and Amplitude: A Perspective from Diffusion Coefficients'<br>
DOI: 10.6084/m9.figshare.6134795.v1
title: regression analysis

description: data for linear regression analysis
DOI: 10.11583/dtu.13134731
title: Synthetic Instances for Large Offshore Wind Farm Layout

description: 10 layout instances have been generated and used in the tests of the paper "Variable Neighborhood Search for Large Offshore Wind Farm Layout Optimization" by Davide Cazzaro and David Pisinger.<br>We make available this set of data with the purpose to foster research on realistic layouts, which are seldomly used in literature, because the real data are often highly confidential. We call an instance the data that describe a wind farm layout, in which we want to place a certain number of turbines to maximize its power production and minimize the wake effects. We call these instances "synthetic" because they try to be realistic cases. If a technique can solve these instances close to optimality, the same technique will be ready to optimize real wind farms.<br>For a complete description of the data and data format, see README file included in the dataset.
DOI: 10.6084/m9.figshare.25345972.v2
title: DEGs and DEG-derived data from RNA-Seq data from pearl millet

description: Lists of differentially expressed genes (DEGs) detected in leaves and roots of pearl millet plants treated with drought, NaCl, polyethylene glycol (PEG) or abscisic acid (ABA) are provided here. Results of analyses of motifs enriched in the promoters of these DEGs are also provided. Results of analyses of gene ontology (GO) terms enriched in those DEGs are also provided. Matrices of the read counts and transcripts per million (TPMs) derived from the ABA-treated samples are also provided. Matrices of those from the drought-, NaCl- and PEG-stressed samples are provided in https://doi.org/10.6084/m9.figshare.24902100.
DOI: 10.6084/m9.figshare.25941511.v2
title: Supplementary Material for: The two fundamental shapes of sleep heart rate dynamics and their connection to mental health in college students

description: Introduction. Wearable devices are rapidly improving our ability to observe health-related processes for extended durations in an unintrusive manner. In this study, we use wearable devices to understand how the shape of the heart rate curve during sleep relates to mental health.

Methods. As part of the Lived Experiences Measured Using Rings Study (LEMURS), we collected heart rate measurements using the Oura ring (Gen3) for over 25,000 sleep periods and self-reported mental health indicators from roughly 600 first-year university students in the United States during the fall semester of 2022. Using clustering techniques, we find that the sleeping heart rate curves can be broadly separated into two categories that are mainly differentiated by how far along the sleep period the lowest heart rate is reached.

Results. Sleep periods characterized by reaching the lowest heart rate later during sleep are also associated with shorter deep and REM sleep and longer light sleep, but not a difference in total sleep duration. Aggregating sleep periods at the individual level, we find that consistently reaching the lowest heart rate later during sleep is a significant predictor of (1) self-reported impairment due to anxiety or depression, (2) a prior mental health diagnosis, and (3) firsthand experience in traumatic events. This association is more pronounced among females.

Conclusion. Our results show that the shape of the sleeping heart rate curve, which is only weakly correlated with descriptive statistics such as the average or the minimum heart rate, is a viable but mostly overlooked metric that can help quantify the relationship between sleep and mental health.
DOI: 10.17632/653snv8sbn
title: Supplemental 1 – Table 2a, 2b. Status of N, P and K nutrients on several islands in Indonesia.

description: The average N nutrient content identified across the provinces of Java, Sulawesi, East Nusa Tenggara, and West Nusa Tenggara was classified as low, while it was medium in Sumatra and high in Kalimantan. A similar minimum N content of 0.05% was observed across different locations starting with East and West Nusa Tenggara, followed by Sulawesi and Java. The nutrient status of P and K was generally classified as high to medium, where fields with low P levels were only 12% and low K was observed in 21%.
DOI: 10.17632/6jvm267jw5
title: Data for: Separating Air Traffic Flows around Airports with Application to Probabilistic Risk Assessment

description: The trajectories are provided as a gzipped csv text file. The first line describes each column of the file: icao24 is a unique identifier for the aircraft; callsign refers to the route flown by the aircraft on that day; timestamp/lat/lon/alt are 4-dimension coordinates for each trajectory
DOI: 10.17632/824949cm92
title: Data for: Examining the Effect of Combat Excitement & Diminished Civilian Solidarity on Life Satisfaction for American Veterans

description: The attached data is the result of our factor analysis.
DOI: 10.6084/m9.figshare.19499435.v1
title: patches and local annotations, slide 143, zoom 248x248 um2

description: patches and local annotations: data for slide with ID of the last 3 characters of the file name: local annotations in csv format and a folder with patches at zoom level indicated at the 6th character of the file name
DOI: 10.6084/m9.figshare.25858090.v1
title: Supplementary Material for: Olfactory dysfunction and long-term trajectories of sleep disorders among early Parkinson’s disease: findings from a longitudinal cohort

description: Background: Previous studies have suggested a connection between impaired olfactory function and an increased risk of rapid eye movement sleep behavior disorder (RBD) in individuals diagnosed with Parkinson’s disease (PD). However, there is a gap in knowledge regarding the potential impact of olfactory dysfunction on the long-term patterns of sleep disorders among early PD patients.
Methods: Data from the Parkinson’s Progression Markers Initiative program included 589 participants with assessments of sleep disorders using the Epworth Sleepiness Scale (ESS) and RBD Screening Questionnaire (RBDSQ). Olfactory dysfunction at baseline was measured using the University of Pennsylvania Smell Identification Test. Trajectories of sleep disorders over a 5-year follow-up were identified using group-based trajectory modeling, and the relationship between olfactory dysfunction and sleep disorder trajectories was examined through binomial logistic regression.
Results: Two distinct trajectories of sleep disorders over the 5-year follow-up period were identified, characterized by maintaining a low or high ESS score and a low or high RBDSQ score. An inversion association was observed between olfactory function measures and trajectories of excessive daytime sleepiness (EDS) (odds ratio [OR]=0.97, 95% confidence interval [CI] 0.95, 1.00, P=0.038), after controlling for potential covariates. Similarly, olfactory function showed a significant association with lower trajectories of probable RBD (pRBD) (OR=0.96, 95% CI 0.94, 0.98, P=0.001) among early PD individuals. Consistent findings were replicated across alternative analytical models. 
Conclusions: Our findings indicated that olfactory dysfunction was associated with unfavorable long-term trajectories of sleep disorders among early Parkinson’s disease.
DOI: 10.6084/m9.figshare.27132159.v1
title: <b>PPG Signals & Cholesterol Data Subject Files (Format: .txt)</b>

description: Dataset AssociationThis dataset belongs to the project "PPG Signals and Cholesterol Data: Repository for the Validation of Total Blood Cholesterol Estimation Methods" where different PPG signals are presented together with cholesterol information of the subjects. This is done with the objective of validating tools or methods for estimating the total blood cholesterol level from the PPG signal.Dataset DescriptionThis dataset contains files in .txt (text file) format corresponding to the PPG signal of 46 subjects, in addition to information such as age, sex and cholesterol of the person. Other data such as weight, height and whether the subject is on medication can be found in the excel document included in the project.Dataset format.txt (Text file)Other formats available in the project:.json (JavaScript Object Notation).csv (Comma-separated values).mat (MATLAB file)
DOI: 10.6084/m9.figshare.7379930.v2
title: Phyloseq data products

description: Included here are the sequence and taxonomy tables as well as the fasta file before mitochondria and chloroplast ASVs were removed (12,479 ASVs). Also included are data for the three samples that were not part of the original analysis.--The taxonomy table (full_tax_table.txt) contains the complete SILVA lineage.--The sequence table (full_seq_table.txt) contains the raw read count for each ASV by sample.--The fasta file (full_ASV.fasta) contains all ASV sequences.Also included here are the same files after removing mitochondria and chloroplast ASVs (trim_tax_table.txt, trim_seq_table.txt, trim_ASV.fasta). <br>
DOI: 10.6084/m9.figshare.13603076.v1
title: Supplementary Material for: Neonatal Uterine Bleedings: An Ignored Sign but a Possible Cause of Early-Onset Endometriosis – A Systematic Review

description: <b><i>Objective:</i></b> Based on the hypothesis that neonatal uterine bleedings (NUB), occurring mostly in the first week after birth, could represent a pathogenetic mechanism for early-onset endometriosis, this systematic review (SR) was undertaken to evaluate the prevalence and screening strategies used to assess and quantify NUB. <b><i>Design:</i></b> Both a SR and a sample literature search in PubMed and Embase were conducted to gather information on NUB prevalence and screening techniques. This was performed by an information specialist. Only full-text articles regarding the assessment of NUB in neonates in the first 2 weeks after birth were included. No limit on language or publication data was used. <b><i>Materials and Methods:</i></b> The SR was registered in PROSPERO (CRD42019138121). Data was first assessed for eligibility on title and abstract by 2 blinded review authors. Any disagreements were discussed with a third reviewer if necessary. Subsequently, full-text articles were read and assessed for quality using the Cochrane Collaboration Handbook. <b><i>Results:</i></b> Out of 1,988 articles in the systematic search, 10 relevant articles were selected, of which 8 were identified through the systematic search and 2 were found through other sources. The sample search of 4,445 articles did not bring up relevant articles. Results were not comparable due to the heterogeneity of screening techniques, although data showed consensus. The prevalence of visible bleeding ranged from 3.3 to 53.8% and the prevalence of occult bleeding from 25.4 to 96.7%. The occurrence was the highest between the 3rd and 7th day postpartum (PP) and the bleeding lasted for 3–4 days on average. Various screening techniques for detecting NUB were found in the literature, including the use of hemoglobin detection devices (such as Hemastix) in the vaginal vestibulum, comparison of diapers with stains of known volume, colposcopy, and ultrasonography. <b><i>Conclusion:</i></b> The reported prevalence of NUB varies considerably, with a consistent occurrence between the 3rd and the 7th day PP. Literature to assess NUB is dated. The techniques are poorly described and heterogeneous. Future research should focus on prospective cohort studies in order to attempt to correlate NUB cases to (early-onset) endometriosis.
DOI: 10.6084/m9.figshare.17129382.v2
title: Grammar-based compression and its use in symbolic music analysis

description: We apply Context-free Grammars (CFG) to measure the structural information content of a symbolic music string. CFGs are appropriate to this domain because they highlight hierarchical patterns, and their dictionary of rules can be used for compression. We adapt this approach to estimate the conditional Kolmogorov complexity of a string with a concise CFG of another string. Thus, a related string may be compressed with the production rules for the first string. We then define an information distance between two symbolic music strings, and show that this measure can separate genres, composers and musical styles. Next, we adapt our approach to a model-selection problem, expressing the model as a CFG with restricted size, generated from a set of representative strings. We show that a well-generated CFG for a composer identifies characteristic patterns that can significantly compress other pieces from the same composer, while not being useful on pieces from different composers. We identify further opportunities of this approach, including using CFGs for generating new music in the style of a composer.
DOI: 10.6084/m9.figshare.24785247.v1
title: Data : HRV Polo horses (4 Positions)

description: Heart rate variability during polo match play in polo disciplines