cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/x5nmsprjc9
title: Echocardiogram dataset for survival analysis

description: Dataset Documentation: Extended UCI Echocardiogram Dataset
1. Overview
The Extended UCI Echocardiogram Dataset is a synthetic dataset based on the original UCI Echocardiogram dataset. It comprises 100,000 samples and 17 variables, representing patients who either survived or died within one year after a heart attack. The dataset was expanded using statistical techniques to maintain realistic variability while preserving the integrity of the original dataset's patterns. It is designed for survival analysis, predictive modelling, and clinical decision-making research.

2. Dataset Purpose
The dataset is intended for:

Survival Analysis: Predicting the likelihood of survival post-heart attack.

Feature Importance Analysis: Identifying key clinical predictors of survival.

Machine Learning Model Development: Training and evaluating predictive models for survival outcomes.

Clinical Research: Exploring relationships between clinical variables and patient outcomes.

3. Variables
The dataset contains 17 variables, including 16 features and one target variable. Below is a detailed description of each variable:

Features
Survival:

Type: Float



5. Dataset Statistics
Number of Rows: 100,000

Number of Columns: 17

Target Variable Distribution:

Survived (alive_at_one = 1): ~30.32%

Deceased (alive_at_one = 0): ~69.68%
DOI: 10.17632/7kps2hnj6g
title: On the Use of Neural Networks for Full Waveform Inversion [Software]

description: This is the representative code used in the following publication:

Herrmann, L., Bürchner, T., Dietrich, F., Kollmannsberger, S., On the Use Neural Networks for Full Waveform Inversion, Computer Methods in Applied Mechanics and Engineering, DOI:
10.1016/j.cma.2023.116278, October 2023

The driver files are specifically associated with the following sections in the publication:
- 4.1.1. Physics-Informed Neural Networks: PINN2D.py
- 4.1.2. Physics-Informed Neural Networks with non-trainable Forward Operator: AutomaticDifferentiation2D.py
- 4.1.3. Adjoint Method: Adjoint2D.py
- 4.1.4. Hybrid Method: Hybrid2D.py
- 4.2. Three-Dimensional Case: Adjoint3D.py
- 4.2. Three-Dimensional Case: Hybrid3D.py

Remark: Despite the manual seed in PyTorch, results are not reproducible across machines. Different initializations are expected in the model input and the initial neural network parameters. Although slight differences in the inversion are expected, the observed tendencies will prevail. To reproduce the results as in the paper, the code can be run on google collab and should lead to exactly the same results.
DOI: 10.6084/m9.figshare.27317217.v2
title: The Dataset for meta-analysis

description: This study confirmed through meta-analysis that eCO<sub>2</sub> enhanced N<sub>2</sub>O emission from wheat seasons while having no effect on rice seasons. Changes in ΔCO<sub>2</sub> concentration, soil pH, and crop type were major factors affecting N<sub>2</sub>O emissions in this analysis and suggest that the knowledge of these simple-to-measure factors can help in the prediction of future global warming potential scenarios.
DOI: 10.17632/c7864674gz
title: Pengaruh Keadilan Organisasi Dan Kepuasan Kerja Terhadap Kinerja Pegawai Bps Dengan Komitmen Organisasi Sebagai Intervening

description: Tujuan penelitian ini adalah mengetahui pengaruh keadilan organisasi dan kepuasan kerja
terhadap kinerja pegawai Badan Pusat Statistik Provinsi Aceh melalui komitmen organisasi. Sampel
penelitian ini sebanyak 140 responden yang diambil dengan menggunakan teknik proportionate
stratified random sampling. Metode analisis data yang digunakan adalah Structural Equation Modeling
(SEM) menggunakan AMOS. Hasil penelitian menunjukkan bahwa keadilan organisasi dan kepuasan
kerja berpengaruh signifikan terhadap komitmen organisasi dan kinerja pegawai. Variabel komitmen
organisasi juga berpengaruh signifikan terhadap kinerja pegawai. Kemudian variabel komitmen
organisasi memediasi secara penuh (full mediation) pengaruh keadilan organisasi terhadap kinerja dan
memediasi secara parsial (partial mediation) pengaruh kepuasan kerja terhadap kinerja pegawai pada
Badan Pusat Statistik kabupaten/kota se-Provinsi Aceh. Bagaimanapun, komitmen organisasi sangat
penting dalam meningkatkan kinerja pegawai.
DOI: 10.17632/fwppz4jpk2
title: MEASUREMENTS OF EQUINE FOOT PARAMETERS SHOW LIMITED AGREEMENT BETWEEN RADIOGRAPHS AND LOW-FIELD MRI

description: Raw data, means and measurement ratios for all parameters and imaging modalities.
DOI: 10.17632/fyyw6yyyxz
title: Experimental data of The role of the curved southern Asian margin between the Tarim and Tajik cratons during the evolution of the Pamir, insights from sandbox modeling

description: This is Experimental data of “The role of the curved southern Asian margin between the Tarim and Tajik cratons during the evolution of the Pamir, insights from sandbox modeling ”that will be submitted toTectonics.
This data includes top-view photographs of three experiments and movies of the experimental process. These movies were created by taking a photo every 0.5 cm of the shortening process during the experiment. The structure features explanation is showed at shortening amounts of 35 mm, 60 mm, 90 mm, 119 mm, 127 mm, and 150 mm in each experiment.
DOI: 10.6084/m9.figshare.14368958.v1
title: Data repository: Effects of Historical Co-infection on Host Shift Abilities of Exploitative and Competitive Viruses (revised)

description: Raw data and R analysis scripts for revised version of paper "Effects of Historical Co-infection on Host Shift Abilities of Exploitative and Competitive Viruses." <br><br>Includes OD<sub>600</sub> readings taken on each host, data processing pipeline, and statistical analyses.<br>
DOI: 10.6084/m9.figshare.24637044.v1
title: Pre-processed data for benchmarking

description: Pre-processed data for benchmarking
DOI: 10.6084/m9.figshare.28648799.v1
title: Impact of hepatic impairment and renal failure on the pharmacokinetics of linezolid and its metabolites: contribution of hepatic metabolism and renal excretion

description: Linezolid, an oxazolidinone antibiotic, is used in patients with liver or kidney disease. However, the effects and mechanisms of hepatic impairment or renal failure on the pharmacokinetics of linezolid and its metabolites (PNU-142586 and PNU-142300) remain unclear. We used carbon tetrachloride-induced impaired hepatic function and 5/6 nephrectomy-induced renal failure rat models to investigate linezolid and metabolites pharmacokinetics. Isolated primary rat hepatocytes were used to evaluate the impact of hepatic impairment or renal failure on linezolid metabolism. Uptake and efflux transport studies were also conducted. The influence of hepatic impairment or renal failure on the pharmacokinetics of linezolid and two metabolites did not differ between intragastric gavage and intravenous administration in rats. Linezolid did not accumulate in the brain, heart, lung, liver, kidney, and small intestinal tissues of the hepatic impairment or renal failure rats. And PNU-142300 did not accumulate in the liver or kidney tissue. Compared to the isolated normal rat hepatocytes, the <i>in vitro</i> hepatic clearance of linezolid in hepatic impairment and renal failure rat hepatocytes were decreased by 61.3% and 44.1%, respectively. Organic anion transporting polypeptide (OATP)1B1, OATP1B3, OATP2B1, Na+-taurocholate co-transporting polypeptide (NTCP), organic anion transporter (OAT)1, OAT3, multidrug resistance-associated protein 2 (MRP2), or multidrug resistance proteins 1 (MDR) did not mediated linezolid transport. Hepatic impairment primarily increases linezolid exposure through reduced hepatic metabolism, whereas renal failure increases both linezolid and two metabolites exposure through reduced hepatic metabolism and renal glomerular filtration. These findings provide guideance for adjusting the dose of linezolid in patients with hepatic and renal insufficiency.
DOI: 10.6084/m9.figshare.808624.v1
title: AT&A Bell Labs 7 m 12CO data: Galactic center

description: GC 12CO l-V data cube and peak temperature. L-V positive b
DOI: 10.17632/8yttztgyf8
title: Customer Knowledge Management on H&M Indonesia

description: Raw Data, Analysis and Author Contribution
DOI: 10.4121/21316950.v2
title: A curated data set of P-space representations for 51 metro networks worldwide

description: A curated data set of P-space representations in .json format for 51 metro networks worldwide. The creation of this data set was part of the MSc thesis referenced below. The goal for the data was to create a set of topological representations based on GTFS data that is curated and verified. Each file is a graph, containing a set of nodes and edges for each network along with some additional information. The information on the number of vehicles is based on a representative day for the period of 05:00 until 23:59. The representative day chosen for each network along with information about the processing can be found in metadata.xlsx
DOI: 10.6084/m9.figshare.25837063.v1
title: SOnaData.xlsx

description: dataset capturing data sourced from SM.
DOI: 10.6084/m9.figshare.28201538.v2
title: <b>Knowledge, attitude, and practice of medical students and interns about climate change and its impact on human health: a cross-sectional questionnaire-based study in a medical college in Lalitpur, Nepal</b>

description: This dataset describes the knowledge, attitude, and practice toward climate change and its health effects among undergraduate, intern, and postgraduate medical students in a medical school in Lalitpur, Nepal. Respondents' opinions about other items related to climate change and climate change education are also described. The questions have been numbered in the Excel sheet using the numbering in the PDF file. The grouping of items for analysis is also described in the PDF file.
DOI: 10.17632/2ynzpgxckn
title: Macromolecular Materials and Engineering: Role of Draw Rate and Molecular Weight when Electrospun Nanofibers are Post Drawn with Residual Solvent

description: Selected data from https://doi.org/10.1002/mame.202200475
DOI: 10.6084/m9.figshare.25133369.v1
title: topsis修改版.xlsx

description: topsis
DOI: 10.6084/m9.figshare.28856084.v1
title: Comparing the efficacy of topical interventions for pain management in oral lichen planus

description: <b>Background:</b>The evaluation of short-term pain relief provided by newly developed drugs for the treatment of oral lichen planus is currently limited. The primary aim of this study was to establish a clinically relevant hierarchy among different treatments in terms of their effectiveness for short-term pain control.<b>Methods:</b><b> </b>EMBASE, Scopus, PubMed, WanFang database, and Cochrane databases were searched up to January 2025. A Bayesian network meta-analysis (NMA) was conducted using Stata/SE 15.1 software. The primary outcome was the reduction in pain severity, and the secondary outcome was the improvement in clinical sign scores. The Cochrane Risk of Bias Tool was used to assess the risk of bias, and confidence in network meta-analysis(CINeMA) was employed to evaluate the confidence in evidence. NMA was performed in Stata within a frequentist framework, and heterogeneity and inconsistency were assessed. Heterogeneity, inconsistency, and sensitivity were analyzed, with comprehensive efficacy rankings derived from surface under the cumulative ranking curve (SUCRA) values.<b>Results:</b> Sixty-four randomized trials (2,839 participants) evaluating 24 interventions were included. Corticosteroids and immunosuppressants demonstrated significant efficacy in pain control and sign score improvement. Topical laser therapy and plant-based agents (e.g. Chamomile) emerged as effective alternatives, particularly for early-to-mid stage symptom management.<b>Conclusions:</b> Based on the evidence, highly effective topical corticosteroids are preferred, and immunosuppressants can be used when corticosteroids are ineffective or cause adverse effects, both in terms of pain control and sign score reduction. Phototherapy and botanicals offer favorable safety profiles for sustained use. Future research should focus on exploring more effective administration methods and combination therapies with fewer side effects.<b>Clinical Significance：</b>This NMA provides a time-dependent therapeutic hierarchy for oral lichen planus management, addressing gaps in comparative effectiveness evidence. While limitations exist in long-term outcome data, findings support personalized treatment sequences based on symptom severity and treatment phase.
DOI: 10.6084/m9.figshare.21679835.v2
title: Audio recordings

description: Chinese language learners
DOI: 10.6084/m9.figshare.27993506.v4
title: Catalog of stool metagenome-assembled genomes from patients with different cancer types

description: A non-redundant catalog of 3,816 genomes with at least 75% completeness and no more than 15% contamination assembled from metagenomes. Samples of 976 metagenomes were obtained from patients receiving immunotherapy for the treatment of different types of cancers.
DOI: 10.6084/m9.figshare.3567525.v1
title: Appendix A. Additional methodological details about the statistical model.

description: Additional methodological details about the statistical model.
DOI: 10.17632/vd2jj477f7
title: Ambroggi R. Carte géologique d’Agadir (1/50000); feuille NH-29-XV-1d: Rabat: Office National des irrigations (Institut Géographique National); 1955.

description: Note that the map does not cover the N'toughza valley or the area to the east of this valley, as no geological map has been drawn up to the east of the Agadir geological map up to the time of writing.
DOI: 10.6084/m9.figshare.20383071.v1
title: USA_cars_dataset.csv

description: cars
DOI: 10.6084/m9.figshare.28930295.v1
title: DS-sustainability

description: DS, Sustainability, dynamic capabilities and CVs
DOI: 10.6084/m9.figshare.3806892.v1
title: Thin film AFM images of platinahelicene in OXD-7:PVK 1:1

description: Thin film AFM images of platinahelicene in OXD-7:PVK 1:1
DOI: 10.6084/m9.figshare.20217635.v2
title: Genome Data of Chinese pepper

description: The genome assembly and annotation data of two polyploid Chinese pepper (<em>Zanthoxylum armatum</em> and <em>Zanthoxylum bungeanum</em>)
DOI: 10.6084/m9.figshare.21440895.v1
title: Dissertation (Dr. med.) - Genotyp-Phänotyp-Untersuchung an einer Münchner Kohorte von Patienten mit krankheitsursächlichen Varianten in COL4A3 und COL4A4 assoziiert mit dem Alport-Syndrom und der Nephropathie vom Typ der dünnen Basalmembran - Supplementäre Tabelle 2: Aus der Studienkohorte ausgeschlossene Patienten.

description: Supplementäre Tabelle der Dissertation (Dr. med.) „Genotyp-Phänotyp-Untersuchung an einer Münchner Kohorte von Patienten mit krankheitsursächlichen Varianten in <em>COL4A3</em> und <em>COL4A4</em> assoziiert mit dem Alport-Syndrom und der Nephropathie vom Typ der dünnen Basalmembran" von Hannes Bastian Simmendinger, Institut für Humangenetik, Klinikum rechts der Isar, Technische Universität München (TUM), München, Deutschland. <br> Das Ziel dieser Doktorarbeit ist es, eine mögliche Genotyp-Phänotyp-Korrelation bzgl. (wahrscheinlich) pathogener Varianten in <em>COL4A3</em>/<em>COL4A4</em> und klinischer Daten wie Prävalenz und Alter bei Erstmanifestation von Symptomen aus dem Formenkreis des ARAS bzw. der TBMN bei einer Münchner Patientenkohorte zu untersuchen. Zukünftig könnte so bereits mittels einer Sequenzanalyse neben dem Erbgang eine Prognose zum Verlauf des ARAS bzw. der TBMN gestellt und eine eventuell notwendige Therapie frühzeitig und in adäquater Dosierung eingeleitet werden. <br> Die supplementäre Tabelle enthält umfassende phänotypische und genotypische Informationen der 22 aus der Studienkohorte ausgeschlossenen Patienten, die aus der größeren Kohorte des Nephrogen-Projekts des Instituts für Humangenetik, Klinikum rechts der Isar, Technische Universität München (TUM), München, Deutschland rekrutiert wurden.
DOI: 10.6084/m9.figshare.25780374.v1
title: Humber Estuary Oceanographic Data April 2024

description: Water quality data for the Humber Estuary collected between 19th April and 25th April 2024.This data is freely available for scientific use under (CC BY 4.0), with acknowledgement to the following persons:Rodney Forster, Enora Lecordier, Ben Whitcombe, Magnus Johnson, Sue Hull<br>Correspondence: Prof. Rodney Forster, Hull Marine Laboratory. r.forster@hull.ac.uk<br>Name SurnameAMELIA AKHTAR HALEYMAE AUNGKIERAN AYREKATIE BAGSHAWGABRIEL BALMESARAH BARKERCHARLIE BARONALICE BASTENSAMUEL BYWATERNADINE CHYEROME COOKLEANNE COOPERJOSHUA CULLIMORESOPHIE DAWSONISABELLA DEANSMOLLIE-JANE DEXTEROLIVER DOUGLASMICHAEL EVERTONCHLOE FAWCETTROBYN FINDLAYJIM FONGTAYLOR GAYTONPEYUSH GURUNGDAVEY HOODDYLAN HOWKINSBENJAMIN HUDSONBENJAMIN JACKSONHENRY JAMESISABELLE KEYHANNAH KNOWLESCHARLOTTE MATHEWSANNIE MCVEIGHBETHANY MCTEAREJOSHUA MILBURNTAYLOR MILLERGABRIELLA NAGYJENNIFER NELSONMATHILDA NEWBROOKCAITLIN O'HARAZOE OSLERCAILEAN PHILLIPSSAMANTHA PINCHERSJOSHUA RASENJASMINE RICHARDSABIGAIL RIGBYALFIE ROGERSDAWID ROPELACASSIDY SCHOFIELDOSCAR STOCKTONCHARLES STUBBINSSAMUEL STUDHOLMEMADISON TAYLORGRACE TAYLORALICE TITHERLUCY TURNERJAMES WAREHANNAH WHITEEADIE WHITFIELDSTEPHANIE WIFFENCATHERINE WILLIAMSSUMMER WOOD
DOI: 10.17632/rrjmjsdvb2
title: Data for: Dough rheology and loaf quality of wheat-cassava bread made using different cassava varieties and wheat substitution levels

description: The dataset covers cassava flour particle size distribution, proximate composition and amylose content of flours, and quality characteristics of bread baked from composite flours of wheat and cassava.
DOI: 10.6084/m9.figshare.23560221.v1
title: tRNA models fitted with cryoEM maps

description: Structures of tRNA models dynamically fitted to map obtained from the cryo-electron microscope experiments.
DOI: 10.6084/m9.figshare.27003172.v1
title: <b>Lipopeptide antibiotics disrupt interactions of undecaprenyl phosphate with UptA</b>

description: Native mass spectrometry files for the data published in the related material (see below).
DOI: 10.6084/m9.figshare.28690142.v1
title: 2018年4-8月宁都黄公鸡体尺、睾丸重数据--1(16周)zy查实给徐文婷.xlsx

description: <b>Background:</b>Ningdu Sanhuang chicken is a small-breed local breed with early maturity, excellent meat quality, stable production performance and hereditary performance. <b>Objectives:</b>High-order spectra, as the main analysis tool for analyzing non-Gaussian stochastic processes, are used in this paper to analyze the growth status of Ningdu Sanhuang chicken in an attempt to find some patterns. <b>Methodology:</b>By analyzing the meat quality data of 16-week-old Ningdu Sanhuang roosters collected in the experiment using a bispectral tool.<b>Results:</b>the results show that the growth of these Ningdu Sanhuang chickens presents some regular phenomena. When the Ningdu Sanhuang chickens were born, the weight differences were relatively large. As time went by, their weights showed a consistent trend. The same was true for the shin circumference. There were significant differences when the chickens were born, and the tibias tended to be consistent by the 8th week. <b>Discussion:</b>This paper creatively applies the bispectrum signal analysis method to the analysis of the growth process of organisms and proves its effectiveness through experiments.
DOI: 10.17632/p36t7k4k73
title: Civil Propeller Aircraft Data 2018

description: Marinus, B. G. / Quodbach, L. 
Data and Design Models for Civil Turbopropeller Aircraft 
Journal of Aircraft , Vol. 57, No. 6 
American Institute of Aeronautics and Astronautics (AIAA) 
p. 1252-1267, doi: 10.2514/1.C035271
DOI: 10.6084/m9.figshare.26539714.v2
title: Supplementary Data 1-4

description: <b>Supplementary Data 1:</b> Country technical groupings for determining emission factors of Hg. WEurope - Western Europe. ECEurope - Eastern and Central Europe. U.S.&CA - United States and Canada. RON - the rest of the Global North. SSA - Sub-Saharan Africa. NAME - Northern Africa and the Middle East. LATIN - Latin America. ROS - the rest of the Global South.<b>Supplementary Data 2:</b> The parameters of the abatement factor of sigmoid curves. PP - power plant combustion. IND - industry combustion. DR - commercial/residential/ transportation/agriculture combustion.<b>Supplementary Data 3:</b> Base year ASM population and data qualities by countries. ASM - artisanal and small-scale mining. ASGM - artisanal and small-scale gold mining.<b>Supplementary Data 4:</b> Gridded global Hg emission data for 1960 and 2021 (0.1°×0.1°). The NetCDF file Supplementary_Data_4.nc contains gridded data representing global Hg emissions for the years 1960 and 2021. It includes dimensions for latitude (1800 points, 90°N to 90°S), longitude (3600 points, 180°W to 180°E) and year (2 points, 1960 and 2021). The variables are latitude (values in degrees north), longitude (values in degrees east), year (1960 and 2021), and emissions (Hg emissions data in units of Mg per grid cell).
DOI: 10.6084/m9.figshare.7125533.v2
title: Identification of key genes and functional coexpression modules in ulcerative colitis by gene datasets analysis

description: <b><i>Background/Aims</i></b><b><i>:</i></b>Ulcerative colitis is a type of inflammatory bowel disease posing a great threat to the public health worldwide.Previously, gene expression studies of mucosal colonic biopsies have provided some insight into the pathophysiological mechanisms in ulcerative colitis; however, the exact pathogenesis is unclear. This study aimed to identify key genes and pathways associated with ulcerative colitis by bioinformatics analysis.<b><i>Methods</i></b><b><i>:</i></b>Genome-wide gene expression datasets involving ulcerative colitis patients were collected from gene expression omnibus database. To identify key genes, an integrated analysis of gene expression signature was performed by employing robust rank aggregation method. We used weighted gene coexpression network analysis to explore the functional modules involved in ulcerative colitis pathogenesis. Besides, biological process and pathways analysis of co-expression modules were figured out by gene ontology enrichment analysis using metascape.<b><i>Results</i></b><i>:</i>328 ulcerative colitis patients and 138 healthy controls were from fourtreen datasets. MMP1 and AQP8 were two key genes screened from the differentially genes. Seven main functional modules were identified, of which the blue modules included 1718 genes and mainly enriched in extracellular matrix organization, lymphocyte activation, blood vessel morphogenesis, leukocyte migration and inflammatory response,and the salmon module enriched in interferon signaling,defense response to virus and herpes simplex infection. There were also several other meaningful functional modules which were involved in many biological processes.<b><i>Conclusions</i></b><i>:</i>The present study identifies a number of key genes and pathways involved in the progress of ulcerative colitis,which deepens the understanding of the molecular mechanism and provides theoretical foundation for molecular target therapy.<i></i><sub></sub><sup></sup><br>