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   https://doi.org/10.4081/jlimnol.2023.2116  

   Fresno Lopez, Zacarias; Cancellario, Tommaso; Fontaneto, Diego; Kamburska, Lyudmila; Karimullah, Karimullah; Wallace, Robert L.; Walsh, Elizabeth J.; Smolak, Radoslav (February 2023, Journal of Limnology)

   We report a dataset of all known and published occurrence records of animals of the phylum Rotifera, including Bdelloidea, Monogononta, and Seisonacea (with the exclusion of Acanthocephala) for Africa and surrounding islands and archipelagos. The dataset includes 24,704 records of 914 taxa (subspecies: 38; species: 783; genus: 76; family: 17), gathered from 610 published papers. The published literature spans from 1854 to 2022, with the highest number of records in the decades 1990-1999 and 2010-2019. The African countries with the highest number of taxa are Nigeria, Algeria, South Africa, and Democratic Republic of the Congo, whereas no records are yet available for a dozen countries. The number of species known from each country can be explained mostly by sampling efforts, measured as the number of papers published for each country up to now. The dataset is available through the Open Science Framework (OSF) and in the Global Biodiversity Information Facility (GBIF). 

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2. Replication Data for: Real-Time Electroanalytical Measurements of Dynamic Reaction Chemistry Provide Generalizable Mechanistic Considerations for Metal Nanoparticle Synthesis

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   Halford, Gabriel C; Sublett, Abigail M; Personick, Michelle L (February 2026, University of Virginia Dataverse)

   This published work was supported by the National Science Foundation, Award # CHE-2406130. The data underlying the published work have been made publicly available in this repository according to the Data Management Plan for this award. 

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3. DiffUE: Enhancing Utility-Unlearnability Trade-off of Unlearnable Examples via Diffusion Autoencoders

   Meerza, Syed_Irfan Ali; Ozturk, Oktay; Sadovnik, Amir; Liu, Jian (September 2026, Springer Nature Switzerland)

   Published conference paper in Computer Vision - ECCV 2026, Lecture Notes in Computer Science, volume 17007, pages 38-56. Published September 25, 2026. DOI: 10.1007/978-3-032-37010-5_3. DiffUE studies semantic-space protective perturbations using diffusion autoencoders to preserve visual utility while resisting unauthorized learning. 

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4. Scientific Tests and Continuous Integration Strategies to Enhance Reproducibility in the Scientific Software Context

   https://doi.org/https://doi.org/10.1145/3322790.3330595  

   Krafczyk, Matthew; Shi, August; Bhaskar, Adhithya; Marinov, Darko; Stodden, Victoria (June 2019, 2nd International Workshop on Practical Reproducible Evaluation of Computer Systems (P-RECS’19))

   Continuous integration (CI) is a well-established technique in commercial and open-source software projects, although not routinely used in scientific publishing. In the scientific software context, CI can serve two functions to increase reproducibility of scientific results: providing an established platform for testing the reproducibility of these results, and demonstrating to other scientists how the code and data generate the published results. We explore scientific software testing and CI strategies using two articles published in the areas of applied mathematics and computational physics. We discuss lessons learned from reproducing these articles as well as examine and discuss existing tests. We introduce the notion of a scientific test as one that produces computational results from a published article. We then consider full result reproduction within a CI environment. If authors find their work too time or resource intensive to easily adapt to a CI context, we recommend the inclusion of results from reduced versions of their work (e.g., run at lower resolution, with shorter time scales, with smaller data sets) alongside their primary results within their article. While these smaller versions may be less interesting scientifically, they can serve to verify that published code and data are working properly. We demonstrate such reduction tests on the two articles studied. 

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5. Planktic and benthic foraminiferal isotope and abundance records from the subpolar North Atlantic during the last 1,200 years

   https://doi.org/10.5281/zenodo.8429224  

   Lu, Wanyi; Oppo, Delia W; Gebbie, Geoffrey; Thornalley, David_J R (January 2023, Zenodo)

   Data published in Lu et al. 2023 and R script repository to reproduce published figures. Lu W., D. W. Oppo, G. Gebbie, D. J. R. Thornalley, Surface climate signals transmitted rapidly to deep North Atlantic throughout last millennium. Science, 382, 834-839 https://doi.org/10.1126/science.adf1646. 

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