cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24105291.v1
title: <b>Extended data for ‘Safety of remimazolam in comparison with midazolam for colonoscopy: A systematic review and meta-analysis’</b>

description: Supplementary file 1: Includes the relevant search string(s) and the databases used.Supplementary file 3: Includes the quality assessment tool and articles included.Supplementary file 4: Includes the 3 Randomized Control Trials and a table showing their characteristics and findings.Supplementary file 5: Includes the relevant forest plot comparing Remimazolam and Midazolam with specific p-values. Treatment emergent adverse effects are focused in this study, with further subcategories of adverse effects being discussed.Purpose: Compare the safety profile between Remimazolam and Midazolam by screening for Treatment emergent adverse effectsMethodology: Two individual researchers used PubMed/MEDLINE and the Cochrane Library and searched for relevant randomized control trials up to July 17<sup>th</sup>, 2023. MedRxiv and BioRxiv were also searched for preprints and other related articles. All significant studies were included using the relevant medical subject headings (Mesh terms). The used search strategy was: ((Remimazolam) OR (ONO 2745)) OR (ONO-2745)) OR ((CNS7056)) OR ((methyl 3-(8-bromo-1-methyl-6-(2-pyridinyl)-4H-imidazo(1,2-a)(1,4)benzodiazepin-4-yl)propanoate)) AND ((Midazolam) OR (Midazolam Maleate)) OR ((Maleate, Midazolam)) OR (Dormicum)) OR (Versed)) OR (Midazolam Hydrochloride)) OR (Hydrochloride, Midazolam)) OR (Ro 21-3981)) AND ((Colonoscopy) OR (Colonoscopic Surgical Procedures)).<br>
DOI: 10.5281/zenodo.8308235
title: Effect of hyperparameters on variable selection in random forests

description: These are data used to generate the results presented in simulation studies conducted in Fouodo et al. 2023. Each dataset is an R object in RDS format with 100 lists. For each element of the list, parameters used to generate the data are presented, followed by the simulated data. Here is the git repository of the R code used to conduct simulations in the manuscript. The files 01-data-only.R and 02-data-only.R contain the functions and more details about how the data have been simulated for studies 1 and 2.
DOI: 10.5281/zenodo.8308234
title: Effect of hyperparameters on variable selection in random forests

description: These are data used to generate the results presented in simulation studies conducted in Fouodo et al. 2023. Each dataset is an R object in RDS format with 100 lists. For each element of the list, parameters used to generate the data are presented, followed by the simulated data. Here is the git repository of the R code used to conduct simulations in the manuscript. The files 01-data-only.R and 02-data-only.R contain the functions and more details about how the data have been simulated for studies 1 and 2.
DOI: 10.6084/m9.figshare.24105447
title: Untitled Item

description: The CODEV results for some of the systems used in the paper.
DOI: 10.6084/m9.figshare.24105447.v1
title: Untitled Item

description: The CODEV results for some of the systems used in the paper.
DOI: 10.5281/zenodo.8327966
title: CEH_mock_bamfiles

description: Bam files from two samples run with MetaScope!
DOI: 10.5281/zenodo.8327965
title: CEH_mock_bamfiles

description: Bam files from two samples run with MetaScope!
DOI: 10.5285/4d4bd383-f6bb-4476-9058-d883b7706b26
title: Terminus Positions and Flowlines of Vincennes Bay Outlet Glaciers, East Antarctica, 1963-2022

description: The dataset contains terminus positions and flowlines of the Vincennes Bay Outlet Glaciers, for the years 1963-2022. These are provided as shapefiles, associated with a paper submitted to The Cryosphere entitled Extensive and anomalous grounding line retreat at Vanderford Glacier, Vincennes Bay, Wilkes Land, East Antarctica (Picton et al., 2023). The dataset is divided into three separate folders: (i) flowlines, (ii) sampling boxes, and (iii) terminus positions. The flowlines and sampling boxes, shown in Figure 1B (Picton et al., 2023), were used to facilitate data collection. The terminus positions represent annual terminus positions manually digitised from satellite imagery. Flowlines, sampling boxes and terminus positions are provided for each of the Vincennes Bay outlet glaciers: Vanderford, Adams, Anzac, Bond East, Bond West, and Underwood. Chris Stokes and Stewart Jamieson acknowledge funding from the UK Natural Environment Research Council grant NE/R000824/1.
description: All shapefiles were manually digitised within QGIS. Terminus positions were manually digitised from KH-5 ARGON (Kim et al., 2007), Landsat-1, Landsat-4, Landsat-5, Landsat-7, Landsat-8, Sentinel 2A and Sentinel-2B imagery (1963-2022). Picton et al. (2022) provide details of each satellite scene ID used within the supplementary material. Picton et al. (2022) uses grounding-line positions from Vincennes Bay derived using differential synthetic aperture radar interferometry (DInSAR). This dataset can be found at the ENVEO cryoportal (cryoportal.enveo.at), entitled GLL, Vincennes Bay, Antarctica, 1996 - 2020. Vincennes Bay is defined as the shelf region situated on the Wilkes Land coast between 104° E and 111° E (Ribeiro et al., 2021). Vincennes Bay overlies the Aurora Subglacial Basin and is drained by several marine-terminating outlet glaciers: Vanderford, Adams, Anzac, Bond, and Underwood.
description: QGIS (Version 3.22.6-Bialowieza).
description: The manually digitised terminus positions are estimated to have an associated error between 15 and 210 m. For the calculation of these errors, please consult Picton et al. (2022).
DOI: 10.6084/m9.figshare.23735772.v1
title: Supplementary Material for: Children’s use of evaluative devices in response to the Global TALES protocol

description: Introduction: It has been well established that the function of sharing personal narratives is to inform the listener about what the event meant to the narrator, for example by using a range of evaluative devices. The use of these evaluative devices may reflect a person’s understanding of the differences between one’s own mind and others, by expressing their beliefs, emotions, thoughts, and desires. This paper investigates children’s use of evaluative devices when producing personal narratives in response to the six emotion-based prompts contained in the Global TALES protocol (excited, worried, annoyed, proud, problem situation, something important). It addresses three research questions: 1) What types and proportions of evaluative devices do 10-year-old English-speaking children use in response to the six prompts contained in the Global TALES protocol and are there differences in performance between boys and girls? 2) What are the correlations between the different types of evaluative devices? 3) Does children’s use of evaluative devices differ depending on the type of prompt used? Methods: Eighty-two native English-speaking ten-year-old children from three English-speaking countries (Australia, New Zealand, and the US) participated. None of the children had been identified with language- and/or learning difficulties. Children’s personal narratives were transcribed and analyzed for the use of 12 evaluative devices: compulsion, internal emotional states, evaluative words, intensifiers, mental states, causal explanations, hypotheses, objective judgements, subjective judgements, intent, negatives, and repetition. Results: Results showed that children use a high number of evaluative devices, with ‘intensifiers’ and ‘evaluative words’ used most frequently. There were few effects for sex, apart from girls using a wider range of evaluative devices than boys. We found moderate to large correlations between most devices, with factor analysis revealing three factors, we labeled as ‘causality’, ‘hypothesis’, and ‘judgement’. Although there were significant overall effects for prompt type on the use of evaluative devices, there was no clear pattern when inspecting responses to individual prompts. Conclusion: The results from this study shed light on children’s use of evaluative devices to convey the meaning of their personal narratives in response to six different prompts tapping into different emotions. Moving beyond appraising children’s structural language skills when narrating their personal experiences may enhance understanding of interpersonal and intrapersonal aspects of theory of mind, which may inform clinical practices, such as individualized goal setting and intervention choices.
DOI: 10.15468/nwt6bh
title: Catalogue of Life China: 2022 Annual Checklist

description: Organized by the Biodiversity Committee of Chinese Academy of Sciences (BC-CAS), Catalogue of Life China 2022 Annual Checklist edition has been compiled by Species 2000 China Node. It is sponsored by the Strategic Priority Research Program of the Chinese Academy of Sciences (CAS) （XDA19050202）, Biological Resources Programme of CAS and the 14th Five-year Network Security and Informatization Plan of CAS (WX145-CAS-WX2021PY-0202). This project is implemented by the Institute of Zoology, CAS, cooperating with the Institute of Botany, Institute of Microbiology, Institute of Oceanology, Chengdu Institute of Biology et al. Species 2000 China Node is a regional hub of the Species 2000 program launched in October 2006. The goal of Species 2000 China Node project is to provide a validated checklist of all species distributed in China. Since 2008, the project has compiled and published an electronic version of the annual checklist of the Catalogue of Life China. There are 138293 species & infraspecific taxa in 2022 Annual Checklist of Catalogue of Life China, including 125034 species and 13259 infraspecific taxa.
DOI: 10.34740/kaggle/ds/3713082
title: NAMC-SPOC
DOI: 10.5281/zenodo.7979160
title: Seasonal and Vertical Tidal Variability in the Southeastern Mediterranean Sea

description: The datasets and code base of the paper: Seasonal and Vertical Tidal Variability in the Southeastern Mediterranean Sea Dataset and code used to analyze long-term measurements of velocity and pressure that enable seasonal and depth analysis of tides in the Eastern Levantine Basin as well as velocity from drifters and moored datasets were compared and used to assess different time criteria for tidal and spectral analysis.
DOI: 10.5281/zenodo.7979159
title: Seasonal and Vertical Tidal Variability in the Southeastern Mediterranean Sea

description: The datasets and code base of the paper: Seasonal and Vertical Tidal Variability in the Southeastern Mediterranean Sea Dataset and code used to analyze long-term measurements of velocity and pressure that enable seasonal and depth analysis of tides in the Eastern Levantine Basin as well as velocity from drifters and moored datasets were compared and used to assess different time criteria for tidal and spectral analysis.
DOI: 10.5281/zenodo.8328153
title: Heliusvirales

description: Collection of Ca. Heliusvirales phages with 100% completeness score according to Checkv
DOI: 10.5281/zenodo.8328152
title: Heliusvirales

description: Collection of Ca. Heliusvirales phages with 100% completeness score according to Checkv
DOI: 10.17632/z8crmzmz7t.1
title: Sustainability Assessment and Reporting Frameworks Matrix

description: The data provided on the 'Matrix' tab of this excel workbook is the data used for analyses conducted in the whitepaper 'Demystifying sustainability assessment and reporting frameworks. An analysis of six of the most popular frameworks used by higher education institutions (HEIs) and a step-by-step guide to help HEIs get started' (2023). The whitepaper aims to provide a comprehensive and objective analysis of six of the most popular sustainability frameworks used by HEIs. Our hope is that whitepaper will demystify sustainability assessment frameworks and help institutional leaders identify which of them is best placed to help their organizations drive action and achieve sustainable outcomes. We also hope the guide will prove a valuable resource for sustainability practitioners and students with an interest in this topic. The matrix is a searchable database of indicators that can be analysed. Please note that the frameworks vary considerably in their methods and this needs to be taken into consideration when conducting analyses with the matrix.
DOI: 10.17632/z8crmzmz7t.2
title: Sustainability Assessment and Reporting Frameworks Matrix

description: The data provided on the 'Matrix' tab of this excel workbook is the data used for analyses conducted in the whitepaper 'Demystifying sustainability assessment and reporting frameworks https://assets.ctfassets.net/o78em1y1w4i4/vsnNF0bJcJgdMSWUJuHL0/5abac6ecfc7268caacc7d83aac4b2fbf/Elsevier_Sustainability_Frameworks_Whitepaper.pdf. An analysis of six of the most popular frameworks used by higher education institutions (HEIs) and a step-by-step guide to help HEIs get started' (2023). The whitepaper aims to provide a comprehensive and objective analysis of six of the most popular sustainability frameworks used by HEIs. Our hope is that whitepaper will demystify sustainability assessment frameworks and help institutional leaders identify which of them is best placed to help their organizations drive action and achieve sustainable outcomes. We also hope the guide will prove a valuable resource for sustainability practitioners and students with an interest in this topic. The matrix is a searchable database of indicators that can be analysed. Please note that the frameworks vary considerably in their methods and this needs to be taken into consideration when conducting analyses with the matrix.  
Use our infographic to understand what each sustainability and reporting framework measures https://assets.ctfassets.net/o78em1y1w4i4/57Fu7d8NByerd7UEoSn2fv/eae1d30f2bd3e75ba9350d8a30e97b63/Elsevier_SDG-GRI-Infographic-.pdf
DOI: 10.5281/zenodo.8324835
title: Rotating Features for Object Discovery

description: This repository contains the 4Shapes datasets from the paper "Rotating Features for Object Discovery" (link) by Sindy Löwe, Phillip Lippe, Francesco Locatello and Max Welling. The <strong>4Shapes dataset</strong> comprises grayscale images of dimensions 32 x 32, each containing four distinct white shapes (square, up/downward facing triangle, circle) on a black background. The dataset consists of 50,000 images in the train set, and 10,000 images for the validation and test sets, respectively. All pixel values fall within the range [0,1]. The <strong>4Shapes RGB(-D)</strong> datasets follow the same general setup, but randomly samples the color of each shape. To achieve this, we create sets of potential colors with varying sizes. Each set is generated by uniformly sampling an offset value within the range [0,1], and subsequently producing different colors by evenly dividing the hue space, starting from this offset value. The saturation and value are set to one for all colors, and the resulting HSV color representations are converted to RGB. To create the RGB-D variant, we incorporate a depth channel to each image and assign a unique depth value within the range [0,1] to every object, maintaining equal distances between them. For more details on how to use these datasets, see our GitHub repository.
DOI: 10.5281/zenodo.8321799
title: Rotating Features for Object Discovery

description: This repository contains the 4Shapes datasets from the paper "Rotating Features for Object Discovery" (link) by Sindy Löwe, Phillip Lippe, Francesco Locatello and Max Welling. The <strong>4Shapes dataset</strong> comprises grayscale images of dimensions 32 x 32, each containing four distinct white shapes (square, up/downward facing triangle, circle) on a black background. The dataset consists of 50,000 images in the train set, and 10,000 images for the validation and test sets, respectively. All pixel values fall within the range [0,1]. The <strong>4Shapes RGB(-D)</strong> datasets follow the same general setup, but randomly samples the color of each shape. To achieve this, we create sets of potential colors with varying sizes. Each set is generated by uniformly sampling an offset value within the range [0,1], and subsequently producing different colors by evenly dividing the hue space, starting from this offset value. The saturation and value are set to one for all colors, and the resulting HSV color representations are converted to RGB. To create the RGB-D variant, we incorporate a depth channel to each image and assign a unique depth value within the range [0,1] to every object, maintaining equal distances between them. For more details on how to use these datasets, see our GitHub repository.
DOI: 10.5281/zenodo.8328046
title: Dataset Crucifixion by Giovanni Baronzio Non-invasive analysis

description: This dataset contains raw and processed data on five analytical techniques - X-Ray Fluorescence spectroscopy, Fiber-Optic Reflectance Spectroscopy, Digital microscopy, Multispectral imaging and Fourier-Transform Infrared spectroscopy. The data was collected, processed and analysed by Dr. Svetlana Gasanova, The Cyprus Institute.
DOI: 10.5281/zenodo.8328045
title: Dataset Crucifixion by Giovanni Baronzio Non-invasive analysis

description: This dataset contains raw and processed data on five analytical techniques - X-Ray Fluorescence spectroscopy, Fiber-Optic Reflectance Spectroscopy, Digital microscopy, Multispectral imaging and Fourier-Transform Infrared spectroscopy. The data was collected, processed and analysed by Dr. Svetlana Gasanova, The Cyprus Institute.
DOI: 10.4121/21944249.v1
title: Data underlying the publication: Forecasting estuarine salt intrusion in the Rhine-Meuse delta using an LSTM model

description: Raw and processed data used to build an LSTM model for salt intrusion at Krimpen aan den IJssel in the Rhine-Meuse delta.<br>Raw water data names are in all capitals and are formatted as VARIABLE_LOCATION_FIRSTYEAR_LASTYEAR_IDENTIFIER.csv<br>Variables used are:chloride concentration (CONCTTE)discharge (Q)water level (WATHTE)<br>Locations used are:Krimpen aan den IJssel (KRIMPADIJSL)Lekhaven(LEKHVRTOVER)Hagestein(HAGSBVN)Lobith(LOBH)Tiel(TIELWL)Dordrecht(DORDT)Hoek van Holland (HOEKVHLD)Vlaardingen(VLAARDGN)<br>All these data can also be downloaded from https://waterinfo.rws.nl/#!/nav/expert/. This can be done efficiently with the ddlpy software: https://github.com/openearth/ddlpy.<br>The file etmgeg_344.txt contains meteorological data mesured in Rotterdam by KNMI (https://www.knmi.nl/nederland-nu/klimatologie/daggegevens)<br>Features.csv contains daily minimum, mean and maximum values of the water data from Rijkswaterstaat and the wind data from KNMI.<br><br>
DOI: 10.4121/a7bea874-4fd6-4a32-bfd6-d5d6658d0983
title: Data underlying the research of Enhancing Electrodialysis using Spacer Electrokinetic Effects: The Influence of Bivalent Ions on Spacer Performance

description: Concentration polarization in electrodialysis (ED) stacks can significantly reduce the process efficiency in the separation of ions. We previously investigated an innovative way of reducing the concentration polarization by inducing electro-osmotic mixing through the use of surface-modified spacers and tested this approach using single monovalent salt streams. Typically, more complex mixtures containing multivalent ionic species occur in practical settings which may lead to divalent ion adsorption on spacers and a reduction in electro-osmotic mixing, therefore reducing the improvement in efficiency observed for the monovalent-only case. To further test the effectiveness of using surface-modified spacers for enhancing electrodialytic transport, we have studied the influence of bivalent cations on the resulting ED process using polyelectrolyte-coated spacers. For this, we compared the monovalent feed solutions with feeds containing either bivalent ions or a mixture of monovalent and bivalent salts. The results showed that when using surface-modified spacers in ED with a mixture of bivalent and monovalent salts (MgCl$_2$ + NaCl) in the feed, a similar enhancement to the monovalent ion only case was obtained whereas when using a feed consisting of only a bivalent salt (MgCl$_2$) there was a negligible difference between the performance of surface-modified and conventional spacers. We show that the loss in performance of surface-modified spacers can be plausibly attributed to a reduction in the zeta potential (surface charge) in the presence of divalent cations leading to a reduction in the electro-osmotic remixing of the boundary layer, obtaining the behaviour of an ED process using uncoated spacers. Our findings also indicate that this performance loss in using surface-coated spacers can be mitigated or avoided if there is an additional monovalent cation in the mixture at similar concentrations. This work highlights that the use of surface-modified spacers can be a viable option for enhancing electrodialysis for realistic feed sources consisting of mixtures of mono and higher valence ions.
DOI: 10.4121/a7bea874-4fd6-4a32-bfd6-d5d6658d0983.v1
title: Data underlying the research of Enhancing Electrodialysis using Spacer Electrokinetic Effects: The Influence of Bivalent Ions on Spacer Performance

description: Concentration polarization in electrodialysis (ED) stacks can significantly reduce the process efficiency in the separation of ions. We previously investigated an innovative way of reducing the concentration polarization by inducing electro-osmotic mixing through the use of surface-modified spacers and tested this approach using single monovalent salt streams. Typically, more complex mixtures containing multivalent ionic species occur in practical settings which may lead to divalent ion adsorption on spacers and a reduction in electro-osmotic mixing, therefore reducing the improvement in efficiency observed for the monovalent-only case. To further test the effectiveness of using surface-modified spacers for enhancing electrodialytic transport, we have studied the influence of bivalent cations on the resulting ED process using polyelectrolyte-coated spacers. For this, we compared the monovalent feed solutions with feeds containing either bivalent ions or a mixture of monovalent and bivalent salts. The results showed that when using surface-modified spacers in ED with a mixture of bivalent and monovalent salts (MgCl$_2$ + NaCl) in the feed, a similar enhancement to the monovalent ion only case was obtained whereas when using a feed consisting of only a bivalent salt (MgCl$_2$) there was a negligible difference between the performance of surface-modified and conventional spacers. We show that the loss in performance of surface-modified spacers can be plausibly attributed to a reduction in the zeta potential (surface charge) in the presence of divalent cations leading to a reduction in the electro-osmotic remixing of the boundary layer, obtaining the behaviour of an ED process using uncoated spacers. Our findings also indicate that this performance loss in using surface-coated spacers can be mitigated or avoided if there is an additional monovalent cation in the mixture at similar concentrations. This work highlights that the use of surface-modified spacers can be a viable option for enhancing electrodialysis for realistic feed sources consisting of mixtures of mono and higher valence ions.
DOI: 10.12770/73605489-bf2b-4136-993f-99ddd23c5f31
title: MORBLEU Metabarcoding 16s-18s biote moule et eau

description: Projet de recherche MORBLEU, action DPMA-IFREMER 2015-2019. Dans le contexte de surmortalité de moules sur la côte atlantique depuis l'hiver 2014, mise en place d'une étude visant à identifier et caractériser les facteurs favorisant les mortalités de moules bleues Mytilus edulis. Une approche de métabarcoding a été réalisée pour caractériser les fluctuations des populations microbiennes procaryotes 16s et eucaryotes 18s dans l'environnement (eau) et les moules (biote).