Find research datasets worth reusing

Fig. 15 in Cosmopolitan abyssal lineages? A systematic study of East Pacific deep-sea squat lobsters (Decapoda: Galatheoidea: Munidopsidae)

Fig. 15. Line diagrams of Munidopsis margarita Faxon, 1893, 1 F broken 8.9 mm (SIO-BIC C13957), Costa Rica. (a) Carapace and abdomen, dorsal view. (b) Carapace and abdomen, lateral view. (c) Sternal plastron. (d) Telson. (e) Cephalic region, showing antennular and antennal peduncles, ventral view. (f) Left Mxp3, lateral view. (g) Right P1, dorsal view. (h) Right P2, lateral view. (i) Right P3, lateral view. (j) Right P4, lateral view. (k) Right P4 dactyli, lateral view. Scale bars: 1 mm.

Fig. 17. Munidopsis piipa Marin, 2020 in Cosmopolitan abyssal lineages? A systematic study of East Pacific deep-sea squat lobsters (Decapoda: Galatheoidea: Munidopsidae)

Fig. 17. Munidopsis piipa Marin, 2020, California (CASIZ 190356). (a) Carapace and abdomen, dorsal view. (b) Sternal plastron. (c) Carapace and abdomen, lateral view. (d) Anterior carapace and rostrum, dorsal view.

Fig. 18. Munidopsis similis Smith, 1885 in Cosmopolitan abyssal lineages? A systematic study of East Pacific deep-sea squat lobsters (Decapoda: Galatheoidea: Munidopsidae)

Fig. 18. Munidopsis similis Smith, 1885. (a, d) Holotype, Nantucket Shoals, Northwest Atlantic (USNM 8255). (b, e) Gay Head–Bermuda transect, Northwest Atlantic (MCZ IZ-81478). (c, f) California, East Pacific (MCZ IZ-162084). Scale bars: a, b, 2 mm; c–f, 1 mm.

Fig. 7. Munidopsis townsendi Benedict, 1902 in Cosmopolitan abyssal lineages? A systematic study of East Pacific deep-sea squat lobsters (Decapoda: Galatheoidea: Munidopsidae)

Fig. 7. Munidopsis townsendi Benedict, 1902, Galapagos, holotype (USNM 26167). (a) Carapace and abdomen, dorsal view. (b) Anterior carapace and rostrum, dorsal view. (c) Telson. (d) Sternal plastron. (e) Unattached leg dactyli. Scale bars: 1 mm.

REFERENCES DATASET: A SYSTEMATIC REVIEW OF THE EDUCATIONAL USE OF MOBILE PHONES IN TIMES OF COVID-19

The article "A systematic review of the educational use of mobile phones in times of COVID-19"  aims to review what research has delved into the educational use of mobile phones during the COVID-19 pandemic. To do this, 38 papers indexed in the Journal Citation Reports database between 2020 and 2021 were analyzed. These works were categorized into the following categories: the mobile phone as part of educational innovation, improvement of results and academic performance, positive attitude towards mobile phone use in education, and risks and/or barriers to mobile phone use. The conclusions show that most teaching innovation experiences focus more on the device than on the student. Beyond its innovative nature, the mobile phone became a tool to allow access and continuity of training during the pandemic, especially in post-compulsory and higher education. This data set is composed of the table with the references used for the review.

openmit-licenseFeb 2023View details →

WhereWulff: A semi-autonomous workflow for systematic catalyst surface reactivity under reaction conditions

This repository houses electronic structure data and metadata generated as part of a computational chemistry case study, enabling full analysis of the paper "WhereWulff: A semi-autonomous workflow for systematic catalyst surface reactivity under reaction conditions" by Rohan Yuri Sanspeur, Javier Heras-Domingo, John R. Kitchin and Zachary Ulissi.

98 selected publications analysed in-depth in the context of a systematic literature review on Computational Thinking in compulsory education

This is the list of the 98 publications from between 2016 and 2021 analysed in-depth through a review matrix in the context of the "<a href="https://publications.jrc.ec.europa.eu/repository/handle/JRC128347">Reviewing Computational Thinking in Compulsory Education: State of Play and</a> <a href="https://publications.jrc.ec.europa.eu/repository/handle/JRC128347"> Practices from the Field</a>" research study. The <a href="https://computhink2study.eu/">study</a> was designed, funded, and followed by the European Commission’s Joint Research Centre (JRC) to investigate how Computational Thinking (CT) is currently positioned within compulsory school education in Europe’s various Member States, as well as outside the EU. The study was carried out from April to December 2021 by the Institute for Educational Technology of the Italian National Research Council (CNR-ITD), together with European Schoolnet (EUN) and Vilnius University (VU). Bocconi, S., Chioccariello, A., Kampylis, P., Dagienė, V., Wastiau, P., Engelhardt, K., Earp, J., Horvath, M.A., Jasutė, E., Malagoli, C., Masiulionytė-Dagienė, V., & Stupurienė, G. (2022). Reviewing Computational Thinking in Compulsory Education. Publications Office of the European Union. <a href="https://doi.org/10.2760/126955">https://doi.org/10.2760/126955</a>

opencc-by-4.0Sep 2015View details →

Fig. 5 in Collections-based systematics: Opportunities and outlook for 2050

Fig. 5. Workflow of modern plant monography utilizing integrative systematic data and various portals for data dissemination and e-monograph production.

opencc-by-4.0Sep 2015View details →

Fig. 4 in Collections-based systematics: Opportunities and outlook for 2050

Fig. 4. Vision of the Biodiversity CyberBank, an ambitious global community-wide cyberinfrastructure.

opencc-by-4.0Sep 2015View details →

Fig. 3 in Collections-based systematics: Opportunities and outlook for 2050

Fig. 3. Workflow for rapid digitization of herbarium specimens, as shown by the digitization in the herbarium in Leiden (L), the Netherlands. A, Overview of the digitization pipeline "Herbarium digistreet." B, Labeling the herbarium sheets with a barcode. C, Herbarium sheet placed on the "Herbarium digistreet." D, Close-up of a herbarium sheet with a barcode. E, Pictures of scanned herbarium sheets that are automatically cropped and color-corrected. F, Metadata being added to a database from scanned herbarium labels (photos by Picturae with permission to use in this paper).

FIG. 4 in Cypsela micro-macromorphological characteristics of selected taxa of Centaurea L. from Turkey and their systematic importance

FIG. 4. — The UPGMA dendrogram shows dissimilarity distance of the examined Centaurea L. taxa according to combined data of cypsela and pappus morphology.

FIG. 3 in Cypsela micro-macromorphological characteristics of selected taxa of Centaurea L. from Turkey and their systematic importance

FIG. 3. — SEM micrographs of cypselas of C. spicata Boiss. (A), C. solstitialis L. (B), C. behen L. (C), C. rigida Banks & Sol. (D), C. antitauri Hayek (E). A1, B1, C1, D1, E1, general morphology of cypselas by LM; A2, A3, B2, B3, C2, C3, D2, D3, E2, E3, cypsela surfaces by SEM. Scaler bars: A1-E1, 1 mm; A2-C2, E2, 100 µm; D2, 200 µm; A3-E3, 10 µm.

FIG. 2 in Cypsela micro-macromorphological characteristics of selected taxa of Centaurea L. from Turkey and their systematic importance

FIG. 2. — SEM micrographs of cypselas of C. cataonica Boiss. & Hausskn. in Boiss. (A), C. haradjiannii Wagenitz (B), C. haussknechtii Boiss. (C), C. regia Boiss. var. regia (D), C. sclerolepis Boiss. (E). A1, B1, C1, D1, E1, general morphology of cypselas by LM; A2, A3, B2, B3, C2, C3, D2, D3, E2, E3, cypsela surfaces by SEM. Scale bars: A1-E1, 1 mm; A2, C2, D2, 20 µm; B2, E2, 200 µm; A3-E3, 10 µm.

FIG. 1 in Cypsela micro-macromorphological characteristics of selected taxa of Centaurea L. from Turkey and their systematic importance

FIG. 1. — SEM micrographs of cypselas of C. goksivriensis M. Bona (A), C. calcitrapa subsp. calcitrapa L. (B), C. calcitrapa subsp. cilicica (Boiss. & Bal.) Wagenitz (C), C. glastifolia L. (D), C. amanicola Hub.-Mor. (E). A1, B1, C1, D1, E1, general morphology of cypselas by LM; A2, A3, B2, B3, C2, C3, D2, D3, E2, E3, cypsela surfaces by SEM. Scale bars: A1-E1, 1 mm; A2, 200 µm; B2-D2, 100 µm; E2, 20 µm; A3-E3, 10 µm.

Supplementary files for the article "A Systematic Literature Review on Multimodal Machine Learning"

All included data was used for this review study. Data contains information from collected articles. Results of the analysis of each article are also available. All files are related to each other. A file named "All Articles Selected And Rejected Decision.xlsx" contains the name and ID of all articles, and that ID is used in other files as a reference for the analysis.

Systematic Mapping Study in Legal NLP (Raw Data)

Systematic Mapping Study in Legal NLP (Raw Data). It contains all papers processed, accepted, information extraction and all the steps taken, and which researchers reviewed what.

Replication package for The Use of Domain-Specific Languages for Visual Analytics: A Systematic Literature Review

In order to provide reproducibility, we have made all the data collected in the study titled: "The Use of Domain-Specific Languages for Visual Analytics: A Systematic Literature Review" as a replication package. This package includes the following files: <ol> <li>A zip file containing the codes used for this Systematic Literature Review from NVIVO software. One separate file for each of the codes in the Zip file. (Code Summary.zip)</li> <li>Data collection form for different rounds of study. (Data_Collection_Form_Final.xlsx)</li> <li>Summary of number of papers retrieved in each round. (Number_of_Retrieved_studies.pdf)</li> </ol>

Modelling Guidance in Software Engineering: A Systematic Literature Review

The dataset contains three supporting documents covering the paper selection details (including selection criteria and extracted papers after each round) from three rounds of selection for the literature review titled- Modelling Guidance in Software Engineering: A Systematic Literature Review. There are three excel sheets named: search_s1, search_s2 and snowballing_bpm. The file "search_s1" contains details of the search with the search string: {("modeling" OR "modelling" OR "model-driven" OR "model-based") AND ("guidelines" OR "training" OR "styles" OR "creation") AND ("software engineering")}. The second file, "search_s2", contains details of the search with the string: {("modeling" OR "modelling" OR "model-driven" OR "model-based") AND ("approach" OR "process" OR "method" OR "template") AND ("software engineering")}. The third file, "snowballing_bpm", contains the backward and forwards snowballing search results.

Non-systematic literature review of challenges that hinder the implementation of specific targets of the BDS 2030

In the BioAgora project, Deliverable 1.1 focused on assessing and categorizing the challenges that can hinder the implementation of the EU Biodiversity Strategy 2030. A mixed-method research strategy was used to collect evidence on existing challenges, including a general and a targeted (non-systematic) literature review. This database summarizes the results of this non-systematic literature review as well as expert opinion shared on the initial results by project consortium members. The general literature search was carried out between the 1st September and the 10th October 2022, and contained the fixed keywords EU, European, biodiversity, conservation, strategy, implementation, evaluation as well as the interchangeable terms barrier, challenge, and issue. This search returned approximately 16,800 results of which the abstracts of the first 70 hits were screened for relevant guidance to establish the broad challenge categories. After the broad challenge categories were established, we launched a targeted literature search from the 10th October until the 5th November 2022. Here, a series of searches with the fixed terms EU, biodiversity, implementation, [target-specific input, e.g. invasive species, soil ecosystems, freshwater ecosystems] and the interchangeable terms challenge, barrier, and issue was conducted. Per search, the abstracts of the initial 15 results were screened and detailed information from the publications with relevance to the research question were extracted. Both searches included only publications from 2010 onwards and if possible, more recent publications were prioritised over older ones.