cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.21227/czt0-nj13
title: Multi-task Learning Dataset for Automatic Modulation Classification and DOA Estimation

description: A synthetic signal dataset of 12 differentmodulations (including PSK, QPSK, 8PSK, QFSK, 8FSK,16APSK, 16QAM, 64QAM, 4PAM, LFM, DSB-SC, and SSBSC) with different DOAs (discrete angles ranging from -60°to 60°with the step size of 1°) is generated using MATLAB2021a. Regarding the signal model configuration for the datageneration, we specify a uniform linear antenna array of M = 5 elements to acquire incoming signals having N = 1024envelope complex samples, thus conducting an I/Q data arrayof size 1024 × 2 × 5. To model real-world phenomena inwireless communication, various impairments are considered:the Gaussian noise in the range [-10, 20] dB (step size of 1dB), the multi-path propagation with a random number of NLOSsignals in the range of [1, 10], the propagation attenuation αpand delay τp randomly distributed in the range [-50, -1] dBand [1, 3000] ns, respectively. The dataset contains 450120signals covering 121 DOA classes, 12 modulation classes at 31SNR levels, where each signal has 1024 samples to form intoan input data array with the size of 1024x2x5.
DOI: 10.5519/qd.rz5debuq
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (24528 records)
DOI: 10.25345/c5q85p
title: MassIVE MSV000088241 - GNPS-impact of a wild vs lab microbiome - liver run 2
title: Liver samples from lab, wildling and wildR mice fed standard chow or HFCDD diet. Two-step extraction with 50% methanol and then 3:1 dichloromethane:methanol. C8 LC.
DOI: 10.6084/m9.figshare.16823299.v1
title: 2WW CR raw data.xlsx

description: Data collected from a single trust to Audit the colorectal cancer two week wait cancer pathway.
DOI: 10.6084/m9.figshare.16823299
title: 2WW CR raw data.xlsx

description: Data collected from a single trust to Audit the colorectal cancer two week wait cancer pathway.
DOI: 10.6084/m9.figshare.16802503.v1
title: Lévy-noise versus Gaussian-noise-induced Transitions in the Ghil-Sellers Energy Balance Model

description: We provide here the majority of the dataset used for the figures of the paper:<br><br>"Lévy-noise versus Gaussian-noise-induced Transitions in the Ghil-Sellers Energy Balance Model" by Serdukova L, Lucarini V., and Margazoglou G. (2021)<br><br>Some datafiles are sufficient to reproduce directly the figures, while others are the raw data one needs to reproduce the figures using the methodologies described in the paper.<br><br>For more information or any question, or access to the particular scripts <br>we implemented to produce the plots, please contact:<br><br>Larissa Serdukova at l.i.serdukova@reading.ac.uk or<br>Georgios Margazoglou at g.margazoglou@reading.ac.uk or<br>Valerio Lucarini at v.lucarini@reading.ac.uk<br><br>Thank you!<br><br>
DOI: 10.6084/m9.figshare.13079489.v6
title: Data and Supplementary Material for the paper: Dynamical landscape and multistability of a climate model

description: We provide here the Supplementary Material and majority of the dataset used for the figures of the paper:<br><br>"Dynamical landscape and multistability of a climate model" by Margazoglou G, Grafke T, Laio A, Lucarini V., (2021), Proc. R. Soc. A, 20210019. https://doi.org/10.1098/rspa.2021.0019<br><br>Some datafiles are sufficient to reproduce directly the figures, while others are the raw data one needs to reproduce the figures using the methodologies described in the paper.<br>We compliment our data with illustrative animations portraying noise induced transitions. They can be found here:https://www.youtube.com/channel/UCKKqEXmMeTUvsmCM1094x8wFor example: https://www.youtube.com/watch?v=w8wBDhlNJc4<br><br>For more information or any question, please contact:<br>Georgios Margazoglou at g.margazoglou@reading.ac.uk or<br>Valerio Lucarini at v.lucarini@reading.ac.uk<br><br>Thank you!<br><br>
DOI: 10.6084/m9.figshare.13079489
title: Data and Supplementary Material for the paper: Dynamical landscape and multistability of a climate model

description: We provide here the Supplementary Material and majority of the dataset used for the figures of the paper:<br><br>"Dynamical landscape and multistability of a climate model" by Margazoglou G, Grafke T, Laio A, Lucarini V., (2021), Proc. R. Soc. A, 20210019. https://doi.org/10.1098/rspa.2021.0019<br><br>Some datafiles are sufficient to reproduce directly the figures, while others are the raw data one needs to reproduce the figures using the methodologies described in the paper.<br>We compliment our data with illustrative animations portraying noise induced transitions. They can be found here:https://www.youtube.com/channel/UCKKqEXmMeTUvsmCM1094x8wFor example: https://www.youtube.com/watch?v=w8wBDhlNJc4<br><br>For more information or any question, please contact:<br>Georgios Margazoglou at g.margazoglou@reading.ac.uk or<br>Valerio Lucarini at v.lucarini@reading.ac.uk<br><br>Thank you!<br><br>
DOI: 10.6084/m9.figshare.12990742
title: Late Palaeozoic magmatism of Northern Taimyr: new insights into the tectonic evolution of the Russian High Arctic

description: We report new results of a comprehensive study into Carboniferous – Early Permian granite magmatism of the northern Taimyr Peninsula, Russia (southern part of the Kara Terrane). U-Pb zircon ages (SHRIMP and LA–ICP–MS) represent the crystallization ages of these intrusions and range from ca. 344.5 to 288.4 Ma, defining the onset of granite magmatism during the Early Carboniferous (Visean; ca. 344 Ma) and its termination in the Early Permian (Artinskian; ca. 288 Ma). Ar-Ar dating of micas and amphiboles indicates that Late Palaeozoic tectonic activity in northern Taimyr ceased during the Middle Permian (Roadian; ca. 272 Ma). Rb/Sr and Sm/Nd isotopic data from the same intrusions, show initial (<sup>87</sup>Sr/<sup>86</sup>Sr)i ratios of between 0.70288 and 0.71027, with εNd(t) values range between −3.3 and +3.1. The combined geochemical and isotopic compositions of the granites describe an affinity to peraluminous I-type granites, probably formed in an Andean-type active continental margin setting. Our new geochemical, isotopic, and geochronological data indicate the existence of a long-lived (ca. 56 Myr) Andean-type active continental margin along the southern edge of the Kara Terrane during the Late Palaeozoic. Furthermore, our study reveals a causal relationship between Late Palaeozoic magmatism across northern Taimyr and closure of the Uralian Ocean.
DOI: 10.6084/m9.figshare.12990742.v2
title: Late Palaeozoic magmatism of Northern Taimyr: new insights into the tectonic evolution of the Russian High Arctic

description: We report new results of a comprehensive study into Carboniferous – Early Permian granite magmatism of the northern Taimyr Peninsula, Russia (southern part of the Kara Terrane). U-Pb zircon ages (SHRIMP and LA–ICP–MS) represent the crystallization ages of these intrusions and range from ca. 344.5 to 288.4 Ma, defining the onset of granite magmatism during the Early Carboniferous (Visean; ca. 344 Ma) and its termination in the Early Permian (Artinskian; ca. 288 Ma). Ar-Ar dating of micas and amphiboles indicates that Late Palaeozoic tectonic activity in northern Taimyr ceased during the Middle Permian (Roadian; ca. 272 Ma). Rb/Sr and Sm/Nd isotopic data from the same intrusions, show initial (<sup>87</sup>Sr/<sup>86</sup>Sr)i ratios of between 0.70288 and 0.71027, with εNd(t) values range between −3.3 and +3.1. The combined geochemical and isotopic compositions of the granites describe an affinity to peraluminous I-type granites, probably formed in an Andean-type active continental margin setting. Our new geochemical, isotopic, and geochronological data indicate the existence of a long-lived (ca. 56 Myr) Andean-type active continental margin along the southern edge of the Kara Terrane during the Late Palaeozoic. Furthermore, our study reveals a causal relationship between Late Palaeozoic magmatism across northern Taimyr and closure of the Uralian Ocean.
DOI: 10.6084/m9.figshare.12990742.v1
title: Late Palaeozoic magmatism of Northern Taimyr: new insights into the tectonic evolution of the Russian High Arctic

description: We report new results of a comprehensive study into Carboniferous – Early Permian granite magmatism of the northern Taimyr Peninsula, Russia (southern part of the Kara Terrane). U-Pb zircon ages (SHRIMP and LA–ICP–MS) represent the crystallization ages of these intrusions and range from ca. 344.5 to 288.4 Ma, defining the onset of granite magmatism during the Early Carboniferous (Visean; ca. 344 Ma) and its termination in the Early Permian (Artinskian; ca. 288 Ma). Ar-Ar dating of micas and amphiboles indicates that Late Palaeozoic tectonic activity in northern Taimyr ceased during the Middle Permian (Roadian; ca. 272 Ma). Rb/Sr and Sm/Nd isotopic data from the same intrusions, show initial (<sup>87</sup>Sr/<sup>86</sup>Sr)i ratios of between 0.70288 and 0.71027, with εNd(t) values range between −3.3 and +3.1. The combined geochemical and isotopic compositions of the granites describe an affinity to peraluminous I-type granites, probably formed in an Andean-type active continental margin setting. Our new geochemical, isotopic, and geochronological data indicate the existence of a long-lived (ca. 56 Myr) Andean-type active continental margin along the southern edge of the Kara Terrane during the Late Palaeozoic. Furthermore, our study reveals a causal relationship between Late Palaeozoic magmatism across northern Taimyr and closure of the Uralian Ocean.
DOI: 10.6084/m9.figshare.16823326
title: Table 1.docx

description: Distribution of study population and patient Satisfaction and denture hygiene practices of the study participants
DOI: 10.6084/m9.figshare.16823326.v1
title: Table 1.docx

description: Distribution of study population and patient Satisfaction and denture hygiene practices of the study participants
DOI: 10.6084/m9.figshare.16823329
title: Table 2.docx

description: Satisfaction in terms of chewing capacity, speech, esthetics and duration of treatment
DOI: 10.6084/m9.figshare.16823329.v1
title: Table 2.docx

description: Satisfaction in terms of chewing capacity, speech, esthetics and duration of treatment
DOI: 10.6084/m9.figshare.16823332
title: Table 3.docx

description: Patient<b>s’ </b>perceptions of various aspects and oral hygiene practices
DOI: 10.6084/m9.figshare.16823332.v1
title: Table 3.docx

description: Patient<b>s’ </b>perceptions of various aspects and oral hygiene practices
DOI: 10.5281/zenodo.5574543
title: User Stories made by Users Workshop Analysis Results

description: In order to enable members of a socio-technical evolutionary-teal organization to design their technical component, we conducted a workshop that structures the collaboration between technical trained participants and non-trained participants. The workshop aims to transform "vague needs" into technical descriptions in the form of user stories. The workshop is the second part of series of workshops all limited to two hours. It uses the methods of <em>Design Thinking</em> and <em>Participatory Design</em>. The workshop has been recorded in video and the resulting data set has been published on Zenodo: Sell, Johann, & John, Elias. (2020). User Stories made by Users Workshop Data Set (1.0.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.3898358 A qualitative analyzes has been conducted covering four iterations of coding. This data set shows the results of last iteration and the resulting insights are referenced by a research paper that is currently under review. We hope that the material can be used to (a) comprehend the interpretation used in our qualitative research, and to (b) investigate other interesting research questions.
description: {"references": ["Sell, Johann, & John, Elias. (2020). User Stories made by Users Workshop Data Set (1.0.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.3898358"]}
DOI: 10.5281/zenodo.5574542
title: User Stories made by Users Workshop Analysis Results

description: In order to enable members of a socio-technical evolutionary-teal organization to design their technical component, we conducted a workshop that structures the collaboration between technical trained participants and non-trained participants. The workshop aims to transform "vague needs" into technical descriptions in the form of user stories. The workshop is the second part of series of workshops all limited to two hours. It uses the methods of <em>Design Thinking</em> and <em>Participatory Design</em>. The workshop has been recorded in video and the resulting data set has been published on Zenodo: Sell, Johann, & John, Elias. (2020). User Stories made by Users Workshop Data Set (1.0.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.3898358 A qualitative analyzes has been conducted covering four iterations of coding. This data set shows the results of last iteration and the resulting insights are referenced by a research paper that is currently under review. We hope that the material can be used to (a) comprehend the interpretation used in our qualitative research, and to (b) investigate other interesting research questions.
description: {"references": ["Sell, Johann, & John, Elias. (2020). User Stories made by Users Workshop Data Set (1.0.0) [Data set]. Zenodo. https://doi.org/10.5281/zenodo.3898358"]}
DOI: 10.5281/zenodo.5574233
title: Low-resolution infrared thermal dataset and potential privacy-preserving applications

description: A low-resolution infrared thermal dataset of people and thermal objects, such as a working laptop, in indoor environments. The dataset was collected by a far infrared thermal camera (32 by 24 pixels), which can capture the position and shape information of thermal objects without privacy issues that enable trustworthy computer vision applications. The dataset consists of 1770 thermal images with high-quality annotation collected from an indoor room with around 15 degrees.
DOI: 10.5281/zenodo.5574232
title: Low-resolution infrared thermal dataset and potential privacy-preserving applications

description: A low-resolution infrared thermal dataset of people and thermal objects, such as a working laptop, in indoor environments. The dataset was collected by a far infrared thermal camera (32 by 24 pixels), which can capture the position and shape information of thermal objects without privacy issues that enable trustworthy computer vision applications. The dataset consists of 1770 thermal images with high-quality annotation collected from an indoor room with around 15 degrees.
DOI: 10.6084/m9.figshare.15183383.v1
title: An excited state coupled-cluster study on indigo dyes

description: In the present study, the domain-based pair natural orbital implementation of the similarity-transformed equation of motion method is employed to reproduce the vibrationally resolved absorption spectra of indigo dyes. After an initial investigation of multireference, basis set and implicit solvent effects, our calculated 0–0 transition energies are compared to a benchmark set of experimental absorption band maxima. It is established that the agreement between our method and experimental results is well below the desired 0.1 eV threshold in virtually all cases and that the shift in excitation energies upon chemical substitution is also well reproduced. Finally, the entire spectra of some of the main components of the Tyrian purple dye mixture are reproduced and it is found that our computed spectra match the experimental ones without an empirical shift.
DOI: 10.12751/g-node.2j01af
title: Population receptive fields in non-human primates from whole-brain fMRI and large-scale neurophysiology in visual cortex.

description: This data-set contains all data and code for the paper 'Population receptive fields in non-human primates from whole-brain fMRI and large-scale neurophysiology in visual cortex.'
description: IsSupplementTo: Direct comparison of population receptive fields from fMRI and large-scale neurophysiological recordings in awake non-human primates. (2020) P. Christiaan Klink, Xing Chen, Wim Vanduffel, Pieter R. Roelfsema; bioRxiv 2020.09.05.284133; doi: https://doi.org/10.1101/2020.09.05.284133. (https://doi.org/10.1101/2020.09.05.284133)
DOI: 10.5281/zenodo.5574559
title: Activos intangibles reportados en estados financieros

description: Cuentas relacionadas con los activos intangibles de empresas colombianas entre los años 2011 y 2015, según reporte ante la Superintendencia de Sociedades,
DOI: 10.5281/zenodo.5574558
title: Activos intangibles reportados en estados financieros

description: Cuentas relacionadas con los activos intangibles de empresas colombianas entre los años 2011 y 2015, según reporte ante la Superintendencia de Sociedades,
DOI: 10.6084/m9.figshare.16822915
title: Hepatocellular Carcinoma TCGA-LIHC Mutation and Clinical Data Combined (TCGA_LIHC.csv)

description: <b><i>Background:</i></b> While the acquired risk factors of liver cancer in Asia are relatively well understood, the underlying genetic background of liver cancer in Asians has not been well established or correlated with clinical outcomes. <b><i>Objective:</i></b> To identify gene mutations linked with worse outcomes in Asian patients with hepatocellular carcinoma (HCC). <b><i>Methods:</i></b> A total of 347 Asian and Non-Asian patients with HCC were analyzed in this study. TCGA patient mutation and clinical data were downloaded through TCGAbiolinksGUI and analyzed using the Python NumPy, Matplotlib, seaborn, and SciPy libraries. Statistical significance was determined by Welch’s t-test (unequal variances t-test), with P-values &lt; 0.05 considered to be statistically significant. <b><i>Results:</i></b> Mutations in five genes (<i>TP53, TTN, OBSCN, MUC5B, CSMD1</i>) were statistically linked with increased mortality in Asians compared to non-Asians, four of which (<i>TTN, OBSCN, MUC5B, CSMD1</i>) were also more prevalent in the Asian population. Within the Asian cohort, two gene mutations (<i>TTN, HMCN1</i>) were statistically linked with worse outcomes. The <i>TP53</i> mutation predicts worse outcomes within the non-Asian cohort, but not within the Asian cohort. <b><i>Conclusions:</i></b> This study identified multiple genetic biomarkers that can aid in the recognition, surveillance, prognosis, and gene therapy of HCC.
DOI: 10.6084/m9.figshare.16822915.v1
title: Hepatocellular Carcinoma TCGA_LIHC Mutation and Clinical Data Combined (TCGA_LIHC.csv)

description: Background: While the acquired risk factors of liver cancer in Asia are relatively well understood, the underlying genetic background of liver cancer in Asians has not been well established or correlated with clinical outcomes. Objective: To identify gene mutations linked with worse outcomes in Asian patients with hepatocellular carcinoma (HCC). Methods: A total of 347 Asian and Non-Asian patients with HCC were analyzed in this study. TCGA patient mutation and clinical data were downloaded through TCGAbiolinksGUI and analyzed using the Python NumPy, Matplotlib, seaborn, and SciPy libraries. Statistical significance was determined by Welch’s t-test (unequal variances t-test), with P-values &lt; 0.05 considered to be statistically significant. Results: Mutations in five genes (TP53, TTN, OBSCN, MUC5B, CSMD1) were statistically linked with increased mortality in Asians compared to non-Asians, four of which (TTN, OBSCN, MUC5B, CSMD1) were also more prevalent in the Asian population. Within the Asian cohort, two gene mutations (TTN, HMCN1) were statistically linked with worse outcomes. The TP53 mutation predicts worse outcomes within the non-Asian cohort, but not within the Asian cohort. <b><i>Conclusions:</i></b> This study identified multiple genetic biomarkers that can aid in the recognition, surveillance, prognosis, and gene therapy of HCC.
DOI: 10.6084/m9.figshare.16822900
title: Hepatocellular Carcinoma TCGA-LIHC Mutation Information CSV (TCGA_LIHC_Mutation_Input.csv)

description: <b><i>Background:</i></b> While the acquired risk factors of liver cancer in Asia are relatively well understood, the underlying genetic background of liver cancer in Asians has not been well established or correlated with clinical outcomes. <b><i>Objective:</i></b> To identify gene mutations linked with worse outcomes in Asian patients with hepatocellular carcinoma (HCC). <b><i>Methods:</i></b> A total of 347 Asian and Non-Asian patients with HCC were analyzed in this study. TCGA patient mutation and clinical data were downloaded through TCGAbiolinksGUI and analyzed using the Python NumPy, Matplotlib, seaborn, and SciPy libraries. Statistical significance was determined by Welch’s t-test (unequal variances t-test), with P-values &lt; 0.05 considered to be statistically significant. <b><i>Results:</i></b> Mutations in five genes (<i>TP53, TTN, OBSCN, MUC5B, CSMD1</i>) were statistically linked with increased mortality in Asians compared to non-Asians, four of which (<i>TTN, OBSCN, MUC5B, CSMD1</i>) were also more prevalent in the Asian population. Within the Asian cohort, two gene mutations (<i>TTN, HMCN1</i>) were statistically linked with worse outcomes. The <i>TP53</i> mutation predicts worse outcomes within the non-Asian cohort, but not within the Asian cohort. <b><i>Conclusions:</i></b> This study identified multiple genetic biomarkers that can aid in the recognition, surveillance, prognosis, and gene therapy of HCC.
DOI: 10.6084/m9.figshare.16822903
title: Hepatocellular Carcinoma TCGA-LIHC Clinical Information CSV (TCGA_LIHC_Clinical_Input.csv)

description: <b><i>Background:</i></b> While the acquired risk factors of liver cancer in Asia are relatively well understood, the underlying genetic background of liver cancer in Asians has not been well established or correlated with clinical outcomes. <b><i>Objective:</i></b> To identify gene mutations linked with worse outcomes in Asian patients with hepatocellular carcinoma (HCC). <b><i>Methods:</i></b> A total of 347 Asian and Non-Asian patients with HCC were analyzed in this study. TCGA patient mutation and clinical data were downloaded through TCGAbiolinksGUI and analyzed using the Python NumPy, Matplotlib, seaborn, and SciPy libraries. Statistical significance was determined by Welch’s t-test (unequal variances t-test), with P-values &lt; 0.05 considered to be statistically significant. <b><i>Results:</i></b> Mutations in five genes (<i>TP53, TTN, OBSCN, MUC5B, CSMD1</i>) were statistically linked with increased mortality in Asians compared to non-Asians, four of which (<i>TTN, OBSCN, MUC5B, CSMD1</i>) were also more prevalent in the Asian population. Within the Asian cohort, two gene mutations (<i>TTN, HMCN1</i>) were statistically linked with worse outcomes. The <i>TP53</i> mutation predicts worse outcomes within the non-Asian cohort, but not within the Asian cohort. <b><i>Conclusions:</i></b> This study identified multiple genetic biomarkers that can aid in the recognition, surveillance, prognosis, and gene therapy of HCC.