Find research datasets worth reusing

opencc-by-4.0May 2023View details →

Supplementary file 1 from: Moliner Cachazo L, Makati K, Chadwick MA, Catford JA, Price BW, Mackay AW, Guiry MD, Murray-Hudson M, Murray-Hudson F (2023) A review of the freshwater diversity in the Okavango Delta and Lake Ngami (Botswana): taxonomic composition, ecology, comparison with similar systems and conservation status. Aquatic Sciences

Dataset with 2,204 freshwater species from the Okavango Delta and Lake Ngami (Botswana), with additional 355 species found in other areas of Botswana that are likely to be present in the study region. The dataset covers the following groups: amphibians, birds, fishes, macroinvertebrates, macrophytes, mammals, reptiles, phytoplankton, and zooplankton. The following information is given for each species: status in the Okavango Delta and Lake Ngami (present/potentially present); conservation status globally, Phylum, Class, Order, Family, Genus, species name, cited synonyms, common name, habitat, presence in high water, presence in low water, ecology, distribution in continental Africa, confirmed locations in the Okavango Delta, site coordinates, references, notes.

opencc-zeroAug 2023View details →

D2.2 IPSP Dataset_under EC review

This dataset is part of the DIAMAS project deliverable 'IPSP Database'. The dataset contains a section of the DIAMAS survey where respondents authorised the DIAMAS project to include that information. After data cleaning and manual checking, this dataset contains data for 651 IPSPs. Data from Turkey will be added at a later stage. IPSP names are rendered in various languages. All IPSP URLs were tested with a Google Apps script, resulting in changes to 149 URLs, and the removal of three that did not resolve. IPSPs were further subdivided into ERA regions: Eastern Europe, Northern Europe, Southern Europe, Western Europe, Northern Africa, and Southwest Asia. IPSP responses from outside the ERA are out of scope for the report but included in the dataset in the region 'rest of the world'. The dataset provides the groundwork for the IPSP Registry, due to be delivered in June 2025 as part of DIAMAS Work Package 4: Building capacity through knowledge-sharing. All data are available for reuse under a CC0 license.

opencc-by-4.0Aug 2023View details →

Data Extraction table summarizing studies in the scoping review on co-creation of patient education materials

Data extraction table for scoping review on best practices for co-creating patient-facing educational materials

opencc-by-4.0Sep 2023View details →

Mapping literature reviews on coral health: A review map, critical appraisal, and bibliometric analysis - Data and Code

Data, code, and supplementary materials for "Mapping literature reviews on coral health: A review map, critical appraisal, and bibliometric analysis" by Burke et al., published in Ecological Solutions and Evidence.

Cognition in Social Engineering Empirical Research: a Systematic Literature Review

# Description of contents This repository contains the codebook, dataset and analysis scripts in R used for the following publication: Pavlo Burda, Luca Allodi, Nicola Zannone. "Cognition in Social Engineering Empirical Research: a Systematic Literature Review". ACM Transactions on Computer-Human Interaction (TOCHI). The repository consists of the following files: ## dataset_and_codebook.xlsx contains the dataset, the codebook and a detailed description of contents. ## scripts/ contains the R scripts used for the analysis ## readme.txt contains this readme # Dataset and codebook The dataset_and_codebook.xlsx contains the following sheets: ## Codebook Contains a detailed description of the dataset (tables, columns, fields, etc.). The codebook describes the concepts and variables that are present in the dataset. This includes explanations on meaning, numerical values, classification schemes and labels. ## Hypotheses table         Contains the hypotheses for all analyzed papers and is used in the results of the paper.      Each row is a hypothesis of an included paper, cells contain one or more values (e.g., value1,value2,...) with or without sub values (e.g., value1,value2(sub-value1, ...)). Any content that is in square brackets [] is ignored in the analysis. Empty cells mean that there is no applicable value for that column. ## Papers table Contains the analyzed papers and is used in the results of the paper. It is also used in the overview table (Table 6) in Appendix C. Each row is an included paper, cells contain up to two values (e.g., value1, value2) or the word 'multiple' in case of more than two values. Empty cells mean that there is no applicable value for that column. ## Values table         Contains the description of cell values of 'Hypotheses' and 'Papers' and sub-values (specific variables in a study) that belong to a value.      It has a hierarchical structure from left to right where each field on the right column falls under the first non-empty field on the immediate left-top. # Reproducing results with scripts/ (generate figures) To run the R scripts included in the 'scripts' directory it is sufficient to follow the instructions in and run the 'RUN_ALL_SCRIPTS.R' in 'scripts' directory. The scripts use the TSV (Tab Separated Values) format of the dataset, which is the exact copy of the 'Papers' and 'Hypotheses' tables in the 'dataset_and_codebook.xlsx' file. The resulting figures are stored in the 'scripts/results' directory.

Machine Learning Applications in Marketing: Literature Review and Research Agenda

Currently, machine learning applications in marketing allow to optimize strategies, personalize experiences and improve decision making. However, there are still several research gaps, so the objective is to examine the research trends in the use of machine learning in marketing. A bibliometric analysis is proposed to assess the current scientific activity, following the parameters established by PRISMA-2020. Machine learning applications in marketing have experienced steady growth and increased attention in the academic community. Key references, such as Miklosik and Evans, and prominent journals, such as IEEE Access and Journal of Business Research, have been identified. A thematic evolution towards big data and digital marketing is observed, and thematic clusters such as "digital marketing", "interpretation", "prediction", and "healthcare" stand out. These findings demonstrate the continued importance and research potential of this evolving field.

Bibliographic data for the systematic review on tilting table tests of masonry assemblies

This database contains all the bibliographic information about the records found after applying the Search Strategy used for the Systematic Review on Tilting Table Tests of Masonry Assemblies. The search was conducted in Scopus, Web of Science, IEEE Explore, Engineering Village, and Wiley Online Library databases. It was performed on 13/09/2023. The bibliographic data of the records found in the different databases is presented in .ris, .bib, and .csv format.

Review of documents about Open Science

In a review exercise of a sample of 46 documents about Open Science governance, from institutions and regulatory actors, we identified opportunities to strengthen Open Science practices related to integrity, traceability, and preservation. Variables to be considered: Document name, file type, institution – country, PDF/A, have DOI, have other PID, recognized by Zotero, recognized by Mendeley, metadata in PDF properties.

openCC (other)Apr 2022View details →

edi44/100

Identifying the drivers and responses of abrupt changes across spatial and temporal scales in ecology: a review

Recently, the theoretical basis for understanding abrupt changes in ecosystems relative to regime shifts has emerged (Ratajczak et al. 2018). Abrupt changes are defined as, “substantial changes in the mean or variability of a system that occur in a short period of time relative to typical rates of change” (Ratajczak et al. 2018). Despite a driver-response framework to guide the environmental conditions under which abrupt changes are likely to occur coupled with many examples of unexpected changes from long-term ecological research, our theoretical basis of understanding of abrupt changes doesn’t include long-term scales, variability in drivers and responses, changes in the magnitude or direction of drivers, or the interactions among multiple drivers across spatiotemporal scales (sensu Ratajczak et al. 2018). Further, a critical review of the literature is lacking and essential to further understanding how common abrupt changes are detected and reported, as well as patterns and scales of drivers and responses of abrupt change in ecosystems. To address this knowledge gap, we searched the existing ecological literature for evidence and commonalities of abrupt change across ecosystems to identify commonalities and differences of abrupt change drivers and responses across terrestrial, freshwater, and marine ecosystems. We specifically asked the following questions: (1) How common are abrupt changes reported in the ecological literature? (2) How do driver and response temporal and spatial scales of abrupt changes compare and vary across terrestrial, freshwater, and marine ecosystem types? (3) Is there relative congruence between the temporal and spatial scale of drivers and responses? (3) What are common types of drivers and responses to abrupt changes, and how do they vary across ecosystem types? (4) What terms are most associated with drivers and responses of abrupt changes among ecosystem types?

opencc-ncDec 2019View details →

Supplementary Files for RIDE Review of Juxta Web Service, LERA, and Variance Viewer

Test datasets and result files for review on web based collation tools <a href="http://www.juxtacommons.org/">Juxta Web Service</a>, <a href="https://lera.uzi.uni-halle.de/">LERA</a>, and <a href="http://variance-viewer.informatik.uni-wuerzburg.de/Variance-Viewer/">Variance Viewer</a> (see <a href="https://ride.i-d-e.de">RIDE</a> issue on Tools and Environments for Digital Scholarly Editing). The first dataset (lorem-*) are constructed dummy texts in TEI, based on filler texts. They cover some basic cases of textual variance. The second dataset (hamlet-*) is based on a TEI encoded version of Shakespeare's Hamlet, taken from <a href="http://quartos.org">The Shakespeare Quartos Archive</a> (CC BY-NC 2.0), with a simplified baseline encoding. The result files (result-*) were produced with the web based collation tools mentioned above. The LERA results are available in PDF, while the other two tools provided TEI-XML. There is an extra configuration file for Variance Viewer.

opencc-by-4.0Jan 2020View details →

Data from Comparative effectiveness of common therapies for Wilson disease: A systematic review and meta‐analysis of controlled studies

This dataset contains three text files in RIS format. They represent the screening process during study selection for "Comparative effectiveness of common therapies for Wilson disease: A systematic review and meta‐analysis of controlled studies" (<a href="https://doi.org/10.1111/liv.14179">https://doi.org/10.1111/liv.14179</a>). The file DOKU_All TiAb-Screening_20200116_cap contains all 3453 records (merged from original and update search) that were subjected to title-abstract screening. The file DOKU_All FT-Screening_20200116_cap contains all 174 records that were subjected to full-text screening. The file DOKU_All Included_20200116_cap contains all 26 records that were included into the final review. In addition, a PRISMA flow diagram (Fig. 1 in the paper) is available in TIF format.

Figs. 68–71 in Review of Thoreyella Spinola with the description of two new species from Brazil (Heteroptera, Pentatomidae)

Figs. 68–71. Ectodermal ducts and laterotergites, gonocoxites and gonapophyses of the female ninth segment. 68, Thoreyella cornuta; 69, T. maracaja sp. nov.; 70, T. brasiliensis; 71, T. trinotata. aaf, anterior annular flange; apva, anterior portion of vesicular area; cons, constriction; cs, capsula seminalis; csp, capsula seminalis process; dr, ductus receptaculi; la8, laterotergite 8; la9, laterotergite 9; paf, posteriorannular flange; pi, pars intermedialis; va, vesicular area of ductus seminis. Scale = 1 mm.

Figs. 50–61 in Review of Thoreyella Spinola with the description of two new species from Brazil (Heteroptera, Pentatomidae)

Figs. 50–61. Phallus, lateral, dorsal and ventral views. 50–52, Thoreyella cornuta; 53–55, T. maracaja sp. nov.; 56–58, T. brasiliensis; 59–61, T. trinotata. c, conjunctiva; ph, phallotheca; pp, processus phallothecae; sg, secondary gonopore; v, vesica. Scale = 0.5 mm.

Figs. 34–49 in Review of Thoreyella Spinola with the description of two new species from Brazil (Heteroptera, Pentatomidae)

Figs. 34–49. Parameres, lateral, medial, dorsal, and ventral views. 34–37, Thoreyella cornuta; 38–41, T. maracaja sp. nov.; 42–45, T. brasiliensis; 46–49, T. trinotata. ap, apical portion; bp, basal portion. Scale = 0.5 mm.

Figs. 24–33. Pygophore. 24–28 in Review of Thoreyella Spinola with the description of two new species from Brazil (Heteroptera, Pentatomidae)

Figs. 24–33. Pygophore. 24–28. Posterior view: 24, Thoreyella paraiba sp. nov.; 25, T. cornuta; 26, T. maracaja sp. nov.; 27, T. brasiliensis; 28, T. trinotata; 29–33. Lateral view: 29, Thoreyella paraiba sp. nov.; 30, T. cornuta; 31, T. maracaja sp. nov.; 32, T. brasiliensis; 33, T. trinotata; (dr = dorsalrim; vr = ventral rim; vrp = ventral rim process; X = tenth segment) (Scale = 1 mm).

Figs. 62–67. Female genital plates, ventral view. 62 in Review of Thoreyella Spinola with the description of two new species from Brazil (Heteroptera, Pentatomidae)

Figs. 62–67. Female genital plates, ventral view. 62, Thoreyella paraiba sp. nov; 63, T. cornuta; 64, T. taurus; 65, T. maracaja sp. nov.; 66, T. brasiliensis; 67, T. trinotata. gc8, gonocoxites 8; g8, gonapophyses 8; la8, laterotergites 8; la9, laterotergites 9; s, spiracle; VII, seventh abdominal segment; X, tenth segment. Scale = 1 mm.

Figs. 14–18 in Review of Thoreyella Spinola with the description of two new species from Brazil (Heteroptera, Pentatomidae)

Figs. 14–18. Pygophore, dorsal view: 14, Thoreyella paraiba sp. nov.; 15, T. cornuta; 16, T. maracaja sp. nov.; 17, T. brasiliensis; 18, T. trinotata; dr, dorsal rim; dw, dorsal wall; par, paramere; pla, postero-lateral angle; spgc, superior process of genital cup; vrp, ventral rim process; X, tenth segment. Scale = 1 mm.

Figs. 8–13. 8 in Review of Thoreyella Spinola with the description of two new species from Brazil (Heteroptera, Pentatomidae)

Figs. 8–13. 8, Thoreyella cornuta: head and pronotum; 9, T. brasiliensis: scutellum, hemelythrum and abdomen; 10 and 11, T. maracaja sp. nov.: 10, spine of apex of femur; 11, lateral view of body; 12, T. paraiba sp. nov.: head, dorsal view; 13, T. maracaja sp. nov.: head, dorsal view. amp, antero-lateral margin of pronotum; as, abdominal spine; cs, claval suture; ha, humeral angle; s, scutellum; VI, sixth abdominal segment. Scale: 8–9, 11–13 = 1 mm, 10 = 0.5 mm.

Figs. 19–23 in Review of Thoreyella Spinola with the description of two new species from Brazil (Heteroptera, Pentatomidae)

Figs. 19–23. Pygophore, ventralview: 19, Thoreyella paraiba sp. nov.; 20, T. cornuta; 21, T. maracaja sp. nov.; 22, T. brasiliensis; 23, T. trinotata. vr, ventral rim; ivr, infolding of ventral rim; vw, ventral wall. Scale = 1 mm.