cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21942/uva.5660617.v1
title: Rijksmuseum Challenge 2014

description: The Rijksmuseum Challenge 2014 dataset is introduced in our ICMR 2014 paper "The Rijksmuseum Challenge: Museum-Centered Visual Recognition", T. Mensink and J. van Gemert (see details below). The challenge is to apply computer vision techniques on art objects (paintings, sculptures, drawings etc) from the Rijksmuseum (in Amsterdam, the Netherlands).<br>The dataset contains 4 files:- rijksxml.tgz: raw xml files of about 100K objects (paintings, sculptures, drawings)- rijksimg.tar: images belonging to the 100K objects- rijksFV16.mat: Matlab file with Fisher Vectors (as used in our ICMR paper)- rijksgt.mat: Matlab ground-truth file for the 4 challenges<br><b>Baseline classifiers/results</b>The Matlab code for running the four challenges, including our baseline classifiers based on the provided Fisher Vectors can be found at:https://github.com/tmensink/rijkschallenge<br><b>Citation</b>When using this dataset please cite the following paper<br><b>The Rijksmuseum Challenge: Museum-Centered Visual Recognition</b>, Thomas Mensink and Jan van Gemert, <i>ACM International Conference on Multimedia Retrieval (ICMR)</i>, 2014<br><br>@INPROCEEDINGS{mensink14icmr,author = {Thomas Mensink and Jan van Gemert},title = {The Rijksmuseum Challenge: Museum-Centered Visual Recognition},booktitle = {ACM International Conference on Multimedia Retrieval (ICMR)},year = {2014}}<br>See also the link to the pdf file (in the references)<br><b>License and copyright of the images:</b>The images are downloaded using the Public API of the Rijksmuseum. According to their conditions: "All data and all images made available through the API are either in the public domain or are subject to a CC0 license. The data and images are royalty-free and may be copied, distributed, modified and used without the permission of the Rijksmuseum."<br><i>More info on this copyright</i>: https://www.rijksmuseum.nl/en/api/terms-and-conditions-of-use<br><b>Retention Period</b>The retention of the dataset has been set to 10 years after publications (april 2024)
DOI: 10.23645/epacomptox.14531388.v2
title: INVITRODB Mapping

description: ToxCast assay endpoint names (aenm) may have changed between the previous release of the CompTox Chemicals Dashboard (released August 2018) and the March 2019 release because updates have been made to the ToxCast assay data source, invitrodb. The ToxCast assay annotation data in invitrodb version 3.1 (https://epa.figshare.com/articles/dataset/ToxCast_Database_invitroDB_/6062623/3), as viewed in the CompTox Chemicals Dashboard, may have been updated, resulting in aenm changes. The numeric assay endpoint identifier (aeid) is intended to remain static between invitrodb releases. To enable easier mapping between aenm in the previous data from invitrodb_v2 (https://epa.figshare.com/articles/dataset/ToxCast_Database_invitroDB_/6062623/1) and the latest release version (invitrodbv3.1), a mapping file is provided for reference.
DOI: 10.6084/m9.figshare.24421261.v1
title: County-level intensity of carbon emissions from crop farming in China during 2000-2019

description: Here, we selected the county-level administrative district as the basic geographical unit and then generated a county-level dataset on the intensity of carbon emissions from crop farming in China during 2000-2019, using random forest regression with multi-source data.
DOI: 10.6084/m9.figshare.7200632.v1
title: Supplementary Material for: Clinical Impact of a Restrictive Labor Induction Approval Process

description: <b><i>Background/Aims:</i></b> The aim of this study was to evaluate the impact of a restrictive labor induction approval process on induction and primary cesarean delivery rates. <b><i>Methods:</i></b> A retrospective cohort study was conducted at a tertiary care academic center from 2006 through 2012. The cohort of deliveries before (pre-intervention) and after (post-intervention) the process included term, singleton pregnancies with no contraindication to vaginal delivery. The primary outcome was induction of labor rates, subgrouped on the basis of whether it was medically or nonmedically indicated. Secondary outcomes included the primary cesarean rate and other maternal and neonatal outcomes. <b><i>Results:</i></b> Of 13,753 deliveries, 6,746 met study inclusion criteria. There was a significant decrease in induction rates comparing the pre- and post-intervention periods (21.0 vs. 18.5%, <i>p</i> = 0.01). Nonmedically indicated induction rates also decreased significantly (2.9 vs. 0.6%, <i>p</i> &lt; 0.001). No difference was observed in medically indicated induction (18.1 vs. 17.9%, <i>p</i> = 0.84), the primary cesarean rate (14.4 vs. 15.8%, <i>p</i> = 0.12), or any of the measured neonatal outcomes (<i>p</i> &gt; 0.05). <b><i>Conclusions:</i></b> Implementation of a labor induction approval process was associated with a significant reduction in overall and non-indicated induction rates but did not affect the primary cesarean rate or neonatal outcomes.
DOI: 10.17632/p52tcc45tz
title: Data for: Acute and chronic health impacts of PM2.5 in China and the influence of interannual meteorological variability

description: Here is the main data that I used in the current study, including two binary format files, two Grads data descriptor files and two text files. 1, 5-year_annual _mean_pm25.grd is a binary file, which contains 5-year annual mean PM2.5 concentration across China from 2013 to 2017, the corresponding Grads data descriptor file is 5-year_annual_mean_pm25.ctl. 2, total_deaths is also a binary file, which contains total premature deaths attributable to 5-year annual mean PM2.5 concentration across China, the corresponding Grads data descriptor file is total_death.ctl. 3, provincial acute total deaths is a text file, which is the acute total deaths attributable to 5-year daily mean PM2.5 concentration on a provincial level. 4, provincial chronic deaths is also a text file, which is the chronic premature deaths attributable to 5-year annual mean PM2.5 concentration for 5 different health endpoints on a provincial level.
DOI: 10.6084/m9.figshare.12820451.v1
title: 2.3.1 Selection of ANN Hyperparameters

description: All the datasets needed for section 2.3.1
DOI: 10.6084/m9.figshare.19210287.v1
title: Dataset - Fingerprinting Complex Atomic Environments: Learning Local Segregation Energy Behavior at Grain Boundaries

description: Dataset for reference with article "Fingerprinting Complex Atomic Environments: Learning Local Segregation Energy Behavior at Grain Boundaries". Dataset contains files for ML training and evaluation of Ni-P segregation energy from bicrystalline, amorphous, and polycrystalline simulations as outlined in the article.
DOI: 10.6084/m9.figshare.25118819.v1
title: Genome assembly and annotation for Sonneratia alba

description: Genome assembly and annotation for Sonneratia alba
DOI: 10.6084/m9.figshare.5405281.v2
title: combine_MMnGM.R

description: R script that combines the data in MM_processed_files.zip and GM_processed_files.zip to make the merged MMnGM_processed_files.zip file.<br>Requires the qtl2convert package, https://github.com/rqtl/qtl2convert
DOI: 10.6084/m9.figshare.9958181.v2
title: Human list of RNA-seq data counts and average of ChIP-seq MACS2 value (HIF1A and EPAS1) from meta-analysis of the public NGS database

description: The number of experiments in which gene was up/down regulated in RNA-seq data and the average of ChIP-seq MACS2 values of HIF1A and EPAS1(HIF2A) in ChIP-Atlas database.Both were calculated from public NGS database (SRA).For up/donw regulated gene selection, 2 fold threshold was adopted.<br>
DOI: 10.17632/z4m93zsb2s
title: ReEntrant_ML_DataSets_

description: MAT files with dataset generated for Regression Analysis by Machine Learning. 
Each dataset contains 1000 entries generated using 2D finite elements simulations.
Dataset tdata_Big_miu_2p has two input parameters, L and H, and the response.
Dataset tdata_Big_miu_2p1 has three input parameters: L, H, theta, and the response.
Dataset tdata_Big_miu_3p has three input parameters: L, H, h, and the response.
Dataset tdata_Big_miu_5p has five input parameters: L, H, h, tL, tH and the response.
DOI: 10.4121/14166539.v2
title: Gridded rainfall maps retrieved from commercial microwave link (CML) data from Sri Lanka

description: Gridded dataset of rainfall intensities (mm/h) covering Sri Lanka over the period 12 September 2019 through 31 December 2019. Commercial microwave link (CML) data were used to estimate path-average rainfall between telephone towers. These were interpolated to 15-min rainfall maps on a 0.02 degree grid (approximately 4 km).
DOI: 10.6084/m9.figshare.28233803.v1
title: Water and sediment.xlsx

description: 黄河源区的月径流和沉积物通量数据。
DOI: 10.17632/ff92x2hhs5
title: Analysis how competition law has regulated intellectual property rights.

description: It is acknowledged that once an intellectual property right is utilised through a license or similar consensual agreement, its impact on trade falls under the jurisdiction of competition law. Within the European Union, this holds true whether the issue concerns an agreement or concerted practice (Article 101) or involves the acquisition and exercise of market power (Article 102). This general principle is also recognised at both national and international levels.

Considering this, analyse how competition law has regulated intellectual property rights. 

This examines how competition law regulates intellectual property rights (IPRs), focusing on the European Union's legal framework under Article 101 and Article 102 of the Treaty on the Functioning of the European Union (TFEU), and will provide insights into the general principles at the national and international levels.

This will provide an overview of intellectual property rights and their significance in fostering innovation and economic growth.

Introduce the purpose of competition law - maintaining market fairness, preventing monopolies, and ensuring consumer welfare.

EU Framework 
Article 101 TFEU 
Explanation of Article 101, which prohibits agreements and concerted practices that may restrict competition. 

Application of Article 101 to IPRs 
Explain how licensing agreements and other IPR-related arrangements are scrutinised under Article 101. This should be accompanied by examples of EU cases where Article 101 was applied to IPR-related agreements.

Article 102 TFEU 
Explanation of Article 102, which prohibits the abuse of a dominant market position. Examine how the acquisition and exercise of market power through IPRs are regulated under Article 102. It would be beneficial to provide examples of EU cases where Article 102 was applied to dominant firms leveraging their IPRs.

National level regulations
Summarise how different EU member states implement and enforce competition law concerning IPRs. There needs to be a 
discussion on the consistency and variations between national laws and EU directives/regulations. It would be helpful to provide specific national cases illustrating the application of competition law to IPRs.

International level regulations
Provide an overview of international agreements and organizations (e.g., WTO, TRIPS) that influence the regulation of IPRs and competition law. 

Examine how international trade and multinational corporations are affected by differing competition laws related to IPRs.



Challenges & criticisms:
Analyse the challenges in ensuring that IPR protection does not stifle competition in terms of balancing innovation and competition. 

Provide relevant criticisms from legal scholars and economists on the current regulatory frameworks.
DOI: 10.25386/genetics.11343704.v1
title: Supplemental Material for Osmond, Otto, and Martin, 2020

description: File S1 contains Supplementary Figures S1-S6. File S2 is a Mathematica notebook which derives all analytical results and creates all figures. Files S3-S9 are Python scripts used to run all individual-based simulations.
DOI: 10.6084/m9.figshare.26412718.v1
title: Latitudinal, elevational, and phenological shifts for North American birds

description: Data and code supporting Neate-Clegg et al., Advances in breeding phenology outpace latitudinal and elevational shifts for North American birds tracking temperature.
DOI: 10.17632/dm5n5dzrp2
title: The GEMMA speech database: VCV and VCCV words for the acoustic analysis of consonants and lexical gemination in Italian

description: The GEMMA database consists in recordings of disyllabic words: vowel–consonant–vowel (VCV) for nongeminate cases and vowel–consonant–consonant–vowel (VCCV) for geminate cases. The consonants in the  words are stops,  affricates,  fricatives, nasals and liquids.  Six native adult speakers of Standard Italian, three female and three male, were recorded. The database also includes recordings for glides (/j/,/w/).  The vowels in the words are /a, i, u/; words are symmetric with respect to vowel. The dataset also includes measurements of duration parameters for all of those consonants that can be either singletons or geminates, used in the research papers:

M.-G. Di Benedetto and L. De Nardis, "Consonant gemination in Italian: The affricate and fricative case"  Speech Communication,  Volume 134, November 2021, pp. 86-108. DOI: 10.1016/j.specom.2021.07.005.

M.-G. Di Benedetto and L. De Nardis, "Consonant gemination in Italian: The nasal and liquid case"  Speech Communication,  Volume 133, October 2021, pp. 62-80. DOI: 10.1016/j.specom.2021.07.006.

A. Esposito and M.-G. Di Benedetto, Acoustic and perceptual study of gemination in Italian stops, The Journal of the Acoustical Society of America, ASA, Vol. 106, n.4, pt. 1, October 1999, pp. 2051-2026. DOI: 10.1121/1.428056,
DOI: 10.17632/yjs9889ytf
title: Wolfram Mathematica and MATLAB scripts for solving the Orr-Sommerfeld equation for a Carreau-Yasuda fluid over an inclined plane.

description: This data presents a Wolfram Mathematica and MATLAB scripts that reproduce the solutions and figures obtained in the article "An analytical comprehensive solution for the superficial waves appearing in gravity-driven flows of liquid films".
DOI: 10.6084/m9.figshare.19146611.v4
title: Long-term ice phenology records for 78 lakes in the Northern Hemisphere

description: Lake ice is an important resource supporting water quality, local biodiversity, arctic transportation, and regional economies. Long-term surveys of lake ice collected in situ are the gold standard for monitoring in environmental science., Here, we present ice phenology records for 78 lakes in the Northern Hemisphere spanning up to 578 years. These surveys include 12 different countries across North America and Eurasia collected by researchers, community scientists, priests, and digital observations. This database includes information about ice phenology (ice-on dates, ice-off dates, ice cover duration), lake characteristics (e.g., size, location, names), and meta-data about each data source (e.g., how the data was collected). Our intention is that this database may be used to understand factors driving lake ice patterns and the biological or socio-economic consequences.
DOI: 10.6084/m9.figshare.25425820.v1
title: Maximum entropy determination of mammalian proteome dynamics: supplementary data and analysis files

description: Supplemental datasets and analysis files for publication "Maximum entropy determination of mammalian proteome dynamics"
DOI: 10.6084/m9.figshare.26496208.v1
title: Table S2

description: Effect of ketone ester (KE) vs placebo (CON) ingestion on blood pressure.
DOI: 10.6084/m9.figshare.27266412.v3
title: UAV altimeter Flight data

description: GNSS-R and LiDAR data togeter with GNSS buoy data, used in the paper "Sea Surface Height measurements by UAV altimeters using Nadir LiDAR and low-cost GNSS Reflectometry".Fn.csv (n=1,2,3) is for Flight n, which includes Time, H_U, d_L, d_G, H_B columns described in the paper.Fns.zip (n=1,23) is zipped files for Flight n, that includes results of different GNSS system sets.Fn.E10degQC.csv (n=1,2,3) is the same as Fn.csv, but for the results with the minimum elevation angle 10-deg and stronger QC.Tide.csv is long-term SSH record by the bottom pressure gauge.
DOI: 10.6084/m9.figshare.8832329.v1
title: Supplementary Material for: Transcapillary Refilling Rate and Its Determinants during Haemodialysis with Standard and High Ultrafiltration Rates

description: <b><i>Background:</i></b> Achieving euvolaemia using ultrafiltration (UF) during haemodialysis (HD) without inducing haemodynamic instability presents a major clinical challenge. Transcapillary refill is a key factor in sustaining the circulating blood volume (BV) during UF, which is in turn predicted by the rate of refilling. However, absolute plasma refilling rate (PRR), its determinants and variability with UF rate (UFR), have not been reported in the literature. <b><i>Method:</i></b> We studied paired HD sessions (<i>n</i> = 48) in 24 patients over 2 consecutive mid-week HD treatments. Plasma refilling was measured using real-time, minute-by-minute relative BV changes obtained from the integrated BV monitoring device during UF. A fixed bolus dilution approach at the start of HD was used to calculate absolute BV. The first control HD session was undertaken with a standard UFR required to achieve the prescribed target weight, while during the second study session, a fixed (high) UFR (1 L/h) was applied, either in the first (<i>n</i> = 12 patients) or in the final hour (n = 12 patients) of the HD session. Participants’ had their hydration status measured pre- and post-HD using multifrequency bioimpedance (BIS). Blood pressure was measured at 15-min intervals and blood samples were collected at 7 intervals during HD sessions. <b><i>Results:</i></b> The mean PRR during a standard 4-hr HD session was 4.3 ± 2.0 mL/kg/h and varied between 2 and 6 mL/kg/h. There was a mean time delay of 22 min (range 13.3–35.0 min) for onset of plasma refilling after the application of UF irrespective of standard or high UFRs. The maximum refilling occurred during the second hour of HD (mean max PRR 6.8 mL/kg/h). UFR (beta = 0.60, <i>p</i> &lt; 0.01) and BIS derived pre-HD overhydration index (beta = 0.44, <i>p</i> = 0.01) were consistent, independent predictors of the mean PRR (<i>R</i><sup>2</sup> = 0.49) in all HD sessions. At high UFRs, PRR exceeded 10 mL/kg/h. The total overall plasma refill contribution to UF volume was not significantly different between standard and high UF. During interventions no significant haemodynamic instability was observed in the study. <b><i>Conclusion:</i></b>We describe absolute transcapillary refilling rate and its profile during HD with UF. The findings provide the basis for the development of UF strategies to match varying PRRs during HD. An approach to fluid removal, which is tailored to patients’ refilling rates and capacity, provides an opportunity for more precision in the practice of UF.
DOI: 10.17632/ngkkjk9t74
title: BovineLaminitisProtocol_rawData_mzXMLfiles

description: HS/GC-MS raw files  (.mzXML extension) and MZmine project referent to the protocol for a volatile cerumenomic application in bovines using a laminitis data set as an example
DOI: 10.17632/zh2vj85h8r
title: An Index of Latin American Populism

description: Dataset used in paper "An Index of Latin American Populism"
DOI: 10.6084/m9.figshare.19229106.v1
title: Clay minerals data from the upper 274 cm of IODP Site U1456..xlsx

description: Clay minerals data from the upper 274 cm of IODP Site U1456.
DOI: 10.6084/m9.figshare.24328870.v1
title: Machine learning results and code

description: Results for all the Four MLP-NN, RF, XGBR, and RF algorithms for each of geophysical array`s and machine learning python code is provided.
DOI: 10.6084/m9.figshare.24535306.v1
title: Data generated by the simulations (file resultados.csv) and bash + pythons scripts to process this data

description: NetLogo Iterated Prisoner's Dilemma dataset generated for the manuscript New memory-one strategies of the Iterated Prisoner’s Dilemma: a new framework to programmed human-AI interaction
DOI: 10.17632/r9smfpn6df
title: Data collected for A review on EEG-based music datasets

description: This narrative review has gathered and contrasted the distinct attributes of the openly accessible EEG datasets they are commonly used to develop (affective) Brain-computer Music related algorithms. We explored the strengths and drawbacks inherent in the attributes of the EEG datasets. Drawing from our investigation, we pinpointed 19 characteristics that make the music-based EEG datasets unique. We also briefly looked into how specific characteristics of the datasets that are openly accessible impact the performance and results of a study and influence the selection of machine learning techniques and preprocessing steps required to develop methods to build Brain-computer music interface algorithms. In conclusion, this study provides a guideline for choosing publicly available music-based EEG datasets for musicians and scientists working to develop reproducible, generalizable, and effective brain-computer music algorithms.
DOI: 10.6084/m9.figshare.14569200.v1
title: Simplified list of lakes in Minnesota showing area and shore length

description: This is a simple spreadsheet showing a list of all of the lakes in Minnesota. It was extracted from GIS data from https://gisdata.mn.gov/dataset/water-dnr-hydrography<br>It was used to write a column for the Minnesota Sea Grant website on the size and abundance of lakes in the state of Minnesota.
DOI: 10.6084/m9.figshare.26840044.v1
title: Supplementary Material for: Impact of an exercise-based cardiac rehabilitation program on cardiopulmonary test parameters.

description: Introduction: The exercise-based cardiac rehabilitation program (CRP) represent a multidisciplinary therapeutic approach tailored to improving cardiorespiratory fitness and overall health-related quality of life, while reducing cardiovascular hospitalizations and mortality. Our aim is to determine changes in exercise capacity and cardiac events according to the left ventricular ejection fraction (LVEF) following a CRP. 
Methods: This single-center cohort study of 131 patients who completed a center-based CRP from 2015 to 2022. Cardiopulmonary exercise testing (CPET), transthoracic echocardiography, and laboratory analysis were conducted before and after program completion. 
Results: Of 232 enrolled patients, 131 were included in our cohort analysis, with 36.6% having a reduced LVEF. These patients exhibited higher rates of atrial fibrillation (p=0.019) and NT-proBNP values (p&lt;0.001). Patients with reduced LVEF had lower peak VO2 (p=0.046), ppVO2 (p&lt;0.001) and VO2 at anaerobic threshold (p=0.015) during baseline CPET. Completion of the CRP lead to comparable improvements in exercise performance between groups, assessed through Δ pVO2 (p=0.990), Δ ppVO2 (p=0.610), and Δ VE/VCO2 slope (p=0.200). 
In the study population, male gender and hypertension independently predicted variation in VE/VCO2 slope (p=0.017) and oxygen uptake efficiency slope (p=0.048), respectively, post-CRP. During follow-up, 9.2% of all patients had hospital admissions for cardiac events, and 3.8% died, with no group differences.
Conclusion: Patients with reduced LVEF admitted to our CRP showed lower functional status based on specific CPET parameters. After CRP, both reduced and preserved LVEF groups experienced similar functional improvements. Therefore, strategies to increase participation of patients with reduced LVEF in such programs are warranted.