Find research datasets worth reusing

Landslide Susceptibility Mapping using Machine Learning: Details of articles published in 2009-2021

To understand the trend of landslide susceptibility mapping using machine learning, we prepared a detailed list of 140 recently published articles. The Harzing desktop application was used to get the published articles by searching for "landslide susceptibility machine learning" keywords in the "Title" field of the application and searched using Google Scholar within the Harzing application. The search returned a total of 172 articles published from 2009 to 2021, and after eliminating papers that could not be accessed, we had 140 useable published articles. The articles also included some recently published articles which are pre-print and not peer-reviewed.

Data and scripts for the article on 'Affectedness and Differential Object Marking in Turkish and Uzbek', published in Linguistics

Data and scripts for the article on 'Affectedness and Differential Object Marking in Turkish and Uzbek', published in Linguistics; see the publication for details

bbbbq_article_issue_157

Data for the article 'Transmembrane helices are an over-presented and evolutionarily conserved source of major histocompatibility complex class I and II epitopes' by Richèl J.C. Bilderbeek, Maksim V. Baranov, Geert van den Bogaart and Frans Bianchi. Link to article: [https://github.com/richelbilderbeek/bbbq_article](https://github.com/richelbilderbeek/bbbq_article)

Combined Article Tables & Figures

This spreadsheet includes all the tables and figures presented in the paper: "Selected ‘Starter kit’ energy system modelling data for selected countries in Africa, East Asia, and South America (#CCG, 2021)"

Data for article "Synthesis of Four-Membered BN3 Heterocycles by the Borylation of Triazenes"

This upload contains raw data (NMR, X-Ray, Elemental Analysis, Fluorescence) files for the article:  A. A. Suleymanov, R. Scopelliti, K. Severin,  "Synthesis of Four-Membered BN3 Heterocycles by the Borylation of Triazenes" Inorg. Chem. 2022, DOI: 10.1021/acs.inorgchem.1c03309

Data for article on "Selectives ("topic markers") on subordinate clauses", published in Linguistics

Dataset for study on "Selectives (“topic markers”) on subordinate clauses" (Appendix F)

simulation results - article "The advantage of sex: reinserting fluctuating selection in the pluralist approach"

Results of the simulations of sexual vs asexual fluctuating selection associated with Red Queen like effect (frequency dependent selection and fitness reduction due to mutations in asexuals.  Two excell sheets labeled figure 1 and figure 2.  Figure 1 : 18 groups of  5 columns with 18 corresponding graphs.  Columns :  SD_env: Generation wise Standard Deviation of the randomly fluctuating environmental conditions. m: inverse of the strength of the frequency dependent selection. The strength of selection is 1/m. rho: autocorrelation of the randomly fluctuating environmental conditions. Either 0 or 0.6. proba_sex: observed frequency of fixed sexual forms for a given Standard Deviation of randomly fluctuating environmental conditions n: number of runs Figure 2 : 25 groups of  5 columns with 25 corresponding graphs.  Effect of a reduction of the twofold advantage of asexuals on the fluctuating selection. SD_env, proba_sex, n: same significance as in figure 1. mult_asex: reduction coefficient of the two fold advantage of asexuals due either to deleterious mutations accumulations or to intraspecific competition. If mult_asex=1 the advantage of asexuals over sexuals is 2. So the advantage of asexuals over sexuals is mult_asex*2

opencc-zeroDec 2020View details →

Inputs and results of "A qualitative and quantitative analysis of open citations to retracted articles: the Wakefield 1998 et al.'s case"

This repository contains the datasets and visualizations generated in our work: "A qualitative and quantitative analysis of open citations to retracted articles: the Wakefield 1998 et al.’s case". Note: the data are all contained inside the data.zip file. You need to unzip the container to get access to all the files and directories listed below. The data (citations) gathered accompanied by their annotated characteristics are stored in data/: <ul> <li>"cits_features.csv": a dataset containing all the entities (rows in the CSV) which have cited the Wakefield et al. retracted article, and a set of features characterizing each citing entity (columns in the CSV). The features included are: DOI ("doi"), year of publication ("year"), the title ("title"), the venue identifier ("source_id"), the title of the venue ("source_title"), yes/no value in case the entity is retracted as well ("retracted"), the subject area ("area"), the subject category ("category"), the sections of the in-text citations ("intext_citation.section"), the value of the reference pointer ("intext_citation.pointer"), the in-text citation function ("intext_citation.intent"), the in-text citation perceived sentiment ("intext_citation.sentiment"), and a yes/no value to denote whether the in-text citation context mentions the retraction of the cited entity    ("intext_citation.section.ret_mention"). Note: this dataset is licensed under a <a href="https://creativecommons.org/publicdomain/zero/1.0/legalcode">Creative Commons public domain dedication (CC0)</a>.</li> <li>"cits_text.csv": this dataset stores the abstract ("abstract") and the in-text citations context ("intext_citation.context") for each citing entity identified using the DOI value ("doi"). Note: the data keep their original license (the one provided by their publisher). This dataset is provided in order to favor the reproducibility of the results obtained in our work.</li> </ul> Topic modeling We run a topic modeling analysis on the textual features gathered (i.e. abstracts and citation contexts). The results are stored inside the topic_modeling/ directory. The topic modeling has been done using MITAO, a tool for mashing up automatic text analysis tools and creating a completely customizable visual workflow [1]. The topic modeling results for each textual feature are separated into two different folders, abstract/ for the abstracts, and intext_cit/ for the in-text citation contexts. Both the directories contain the datasets and visualizations generated using MITAO.    References [1] Ferri, P., Heibi, I., Pareschi, L., & Peroni, S. (2020). MITAO: A User Friendly and Modular Software for Topic Modelling [JD]. PuntOorg International Journal, 5(2), 135–149. <a href="https://doi.org/10.19245/25.05.pij.5.2.3">https://doi.org/10.19245/25.05.pij.5.2.3</a>

Dataset related to article "Amnion epithelial cells are an effective source of factor H and prevent kidney complement deposition in factor H deficient mice"

File excel with raw data of parameters (column) for any single animal (line) of each experimental group

Data for the article entitled "ENVIRONMENTAL AND SOCIAL CORRELATES, AND ENERGETIC CONSEQUENCES OF FITNESS MAXIMISATION ON DIFFERENT MIGRATORY BEHAVIOURS IN A LONG-LIVED SCAVENGER"

Data used in the statistical analyses of the article entitled "ENVIRONMENTAL AND SOCIAL CORRELATES, AND ENERGETIC CONSEQUENCES OF FITNESS MAXIMISATION ON DIFFERENT MIGRATORY BEHAVIOURS IN A LONG-LIVED SCAVENGER"

The prediction data analyzed in the article: "An improved regional coupled modeling system for Arctic sea ice simulation and prediction: a case study for 2018"

The outputs of seasonal predictions with the Coupled Arctic Prediction System version 1 analyzed in the article, "An improved regional coupled modeling system for Arctic sea ice simulation and prediction: a case study for 2018", including: Sea ice concentration (SIC) Sea ice thickness (SIT) Sea surface temperature (SST) Ice mass budget diagnostics Accumulated downward shortwave radiation at the surface (ASWDN) Accumulated downward longwave radiation at the surface (ALWDN) Near surface air temperature (T2)  Temperature and salinity profile of the upper ocean under sea ice

opencc-zeroJan 2022View details →

dryad36/100

Dataset used in the article: Evaluation of goal recognition systems on unreliable data and uninspectable agents

Goal or intent recognition, where one agent recognizes the goals or intentions of another, can be a powerful tool for effective teamwork and improving interaction between agents. Such reasoning can be challenging to perform, however, because observations of an agent can be unreliable and, often, an agent does not have access to the reasoning processes and mental models of the other agent. Despite this difficulty, recent work has made great strides in addressing these challenges. In particular, two Artificial Intelligence (AI)-based approaches to goal recognition have recently been shown to perform well: goal recognition as planning, which reduces a goal recognition problem to the problem of plan generation; and Combinatory Categorical Grammars (CCGs), which treat goal recognition as a parsing problem. Additionally, new advances in cognitive science with respect to Theory of Mind reasoning have yielded an approach to goal recognition that leverages analogy in its decision making. However, there is still much unknown about the potential and limitations of these approaches, especially with respect to one another. Here, we explore this space and compare three state-of-the-art approaches to goal recognition along two different axes: reliability of observations and inspectability of the other agent's mental model. Overall, we show that no approach dominates across all cases and discuss the relative strengths and weaknesses of these approaches. Scientists interested in goal recognition problems can use this knowledge as a guide to select the correct starting point for their specific domains and tasks. Research Topic: Advances in Goal, Plan and Activity Recognition

Data associated to the article "Effects of fluoride salt addition to the physico-chemical properties of the MgCl2-NaCl-KCl heat transfer fluid : a molecular dynamics study"

Contains input file and data used to generate the figures of the article: Effects of fluoride salt addition to the physico-chemical properties of the MgCl2-NaCl-KCl heat transfer fluid : a molecular dynamics study Weiguang Zhou, Yanping Zhang, Mathieu Salanne https://chemrxiv.org/engage/chemrxiv/article-details/618e903a2bf8a950c7d98e5d The files data.inpt and runtime.inpt are used to simulate the system using the software MetalWalls The files MgNaKCl.txt, MgNaKClF01.txt, MgNaKClF05.txt, MgNaKClF10.txt, MgNaKClF20.txt contain the computed densities, viscosities and thermal conductivities at various temperatures for several compositions (provided in the header of the files)

Supplementary materials for article: Ambient Intelligence System Enabling People With Blindness to Develop Electrotechnical Components and Their Drivers

Supplementary materials (Appendix E) for the article: Ambient Intelligence System Enabling People With Blindness to Develop Electrotechnical Components and Their Drivers Abstract: Along with the development of new assistive technologies, including ambient intelligence (AmI) environments, new job opportunities are created for people with blindness or visual impairment. Whereas research on software development for people with blindness has been conducted since the 1960s, the design and development of electrotechnical equipment still lacks any way to compensate for the disability which would enable people with blindness to perform even the activities pertaining to this field. This article aims to introduce these new technological procedures enabling the compensation of the disability of people with blindness when designing and developing electrotechnical components (or prototypes) and their drivers by using the AmI system RUDO modules and other tools. This includes the modules enabling measuring electrotechnical quantities, tracing of oscilloscope curves, and ensuring a unified user interface for programming and operation of the devices connected. Other approaches are introduced herein that focused on the production of mechanical components for device construction. This article also contains an illustrative video of practical use of these technological procedures by a person with blindness. To assess the usability of the designed technological procedures to the work of a designer with blindness and one without visual impairment, the cognitive walkthrough method was used. The main contribution of this article is to broaden the knowledge base by the principles of involving people with blindness in the development and construction of electrotechnical components (or prototypes). These new possibilities can be used practically, for instance, in computer education, which can offer new curricula for visually impaired students and focused on more practical issues where hardware and software approaches meet. Hudec, M., & Smutny, Z. (2022). Ambient Intelligence System Enabling People With Blindness to Develop Electrotechnical Components and Their Drivers. IEEE Access, 10, 8539-8565. <a href="https://doi.org/10.1109/ACCESS.2022.3144109">https://doi.org/10.1109/ACCESS.2022.3144109</a>   Appendix E - Description of the illustrative video The video is divided into two parts. Part 1: The way of connecting electrical circuits by a person with blindness without the need of assistance. The example includes the connection of a DC/DC converter to a miniature screw terminal block and testing its functionality in a designed device. DC/DC converter is connected into miniature screw terminal block, commonly available in electrotechnical equipment stores. The DC/DC converter has six contacts, which means that in two cases two contacts are connected at the same time to one socket. After connecting the DC/DC converter, the laboratory power supply is switched on to keep the device energized. Person with blindness measures the voltage at the input and also at the output of the DC/DC converter. This will ensure that it works correctly in the given connection. A power switcher is connected to the constructed device. In our case, the power switcher should switch the power supply of the appliances to either photovoltaics or the mains. The device with DC / DC converter is connected to the LAN and via the second wire is connected to the power switcher, i.e.: <ul> <li>the software on the home server will control this device with a DC/DC converter via LAN,</li> <li>a device with a DC/DC converter will command the power switcher to switch the power current.</li> </ul> The power switcher is turned on and the person with blindness goes to the computer, where he runs a test program to test the entire connection. The test program taps the relay three times and waits a while. The test program repeats this sequence until it is interrupted. In the end, the contacts of the power relay were measured with an audible short-circuit meter, which always started to emit a whistling tone when the state was switched on. This debugged the functionality of the hardware and its data connection to the home server. Part 2: Preparation of mechanical components for device construction. The example includes cutting a board made of pertinax material on miter saw and its further modification. This modification involves grinding the edge of the cut board and drilling holes for further assembly of the board using a steel stencil and a meter marked in Braille. Finally, two miniature screw terminal blocks can be glued to the board prepared in this way.

Dataset related to article "Intracranial Sonodynamic Therapy With 5-Aminolevulinic Acid and Sodium Fluorescein Safety Study in a Porcine Model"

pigs treatments

DATASET RELATED TO ARTICLE "Brain Tumor Resection in Elderly Patients Potential Factors of Postoperative Worsening in a Predictive Outcome Model"

clinical database including information on patients included in the study at title

opencc-by-4.0Jul 2021View details →

Dataset supporting the article "Megapixel camera arrays for high-resolution animal tracking in multiwell plates"

IB and LF contributed equally.   This deposition contains the supporting dataset for the article: Megapixel camera arrays for high-resolution animal tracking in multiwell plates Ida Barlow, Luigi Feriani, Eleni Minga, Adam McDermott-Rouse, Thomas J O'Brien, Ziwei Liu, Maximilian Hofbauer, John R Stowers, Erik C Andersen, Siyu S Ding, André EX Brown     Acknowledgements: This project has received funding from the European Research Council (ERC) under the European Union’s Horizon 2020 research and innovation programme (Grant agreement No. 714853) and was supported by the Medical Research Council through grant MC-A658-5TY30. This work was supported by a Research Grant from HFSP (Ref.-No: RGP0001/2019). AMR was supported by a BBSRC CASE studentship part-funded by Syngenta.

Coded data and R scripts for the article-Toward a dynamic behavioral profile of the Mandarin Chinese temperature term re

These are the coded dataset and R scripts for the article "Towards a dynamic behavioral profile of Mandarin Chinese temperature term re: A diachronic semasiological approach".

Raw data for the article "Asymmetric Cyclopropanation and Epoxidation via a Catalytically Formed Chiral Auxiliary"

Raw NMR, HPLC, IR and MS  data for the article "Asymmetric Cyclopropanation and Epoxidation via a Catalytically Formed Chiral Auxiliary" published in Angewandte Chemie, International Edition, DOI:  <a href="https://doi.org/10.1002/anie.202113925 ">https://doi.org/10.1002/anie.202113925 </a>   The number of the folders correspond to compounds numbers in the article. All details concerning conditions and equipment for measurements can be found in the supporting information of the article.