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examined and built upon by others. I will introduce The Turing Way - an open source, open collaboration and community-driven guide to reproducible, ethical and inclusive data science and research. Drawing insights from the project, I will share best practices that researchers should integrate to ensure the highest reproducible and ethical standards from the start of their projects so that their research work is easy to reuse and reproduce at all stages of the development. All attendees will leave the talk understanding the many dimensions of openness and how they can participate in an inclusive, kind and inspiring open source ecosystem as they collaboratively seek to improve research culture. All questions and contributions are welcome at the GitHub repository: https://github.com/alan-turing-institute/the-turing-way.\n\nHome page: https://malvikasharan.github.io/\n\nThis was a closing keynote at Concordia University in Montreal on 27 May 2022." } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/name": [ { "@value": "Open science for enabling reproducible, ethical and collaborative research: Insights from The Turing Way" } ], "http://schema.org/sdDatePublished": [ { "@value": "2022-10-14 13:44:35.094465+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject", "http://schema.org/PresentationDigitalDocument" ] }, { "@id": "https://w3id.org/ro-id/0e6ee388-ce22-4237-bf54-74336d1215ce/resources/43256dd6-1cfd-4ca1-b737-33a6224665ad", "http://schema.org/author": [ { "@id": "https://orcid.org/0000-0002-1784-2920" } ], "http://schema.org/contentUrl": [ { "@value": "https://en.wikipedia.org/wiki/Environmental_justice" } ], "http://schema.org/creator": [ { "@id": "https://orcid.org/0000-0002-1784-2920" } ], "http://schema.org/dateCreated": [ { "@value": "2022-10-15 08:02:56.218937+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-02-19 13:45:11.910714+00:00" } ], "http://schema.org/description": [ { "@value": "Definition of Environmental Justice from Wikipedia" } ], "http://schema.org/keywords": [ { "@value": "wikipedia" } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/name": [ { "@value": "Environmental Justice (Wikipedia)" } ], "http://schema.org/sdDatePublished": [ { "@value": "2022-10-15 08:02:56.218937+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Document", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ] }, { "@id": "https://w3id.org/ro-id/0e6ee388-ce22-4237-bf54-74336d1215ce/resources/8bc8a12e-0824-4a88-90df-83f3a0cdc101", "http://schema.org/author": [ { "@id": "https://orcid.org/0000-0002-1784-2920" } ], "http://schema.org/contentUrl": [ { "@value": "https://www.earthdata.nasa.gov/learn/backgrounders/environmental-justice" } ], "http://schema.org/creator": [ { "@id": "https://orcid.org/0000-0002-1784-2920" } ], "http://schema.org/dateCreated": [ { "@value": "2022-10-25 15:36:55.221574+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-02-19 13:45:21.937342+00:00" } ], "http://schema.org/description": [ { "@value": "NASA data are being used to support environmental and climate justice efforts as highlighted in several use cases showing how scientists and decision-makers are applying a wide combination of datasets to assess the vulnerability and exposure of communities to environmental challenges." } ], "http://schema.org/keywords": [ { "@value": "nasa" } ], "http://schema.org/license": [ { "@id": "https://choosealicense.com/no-permission/" } ], "http://schema.org/name": [ { "@value": "Environmental Justice at NASA" } ], "http://schema.org/sdDatePublished": [ { "@value": "2022-10-25 15:36:55.221574+00:00" } ], "@type": [ "http://purl.org/wf4ever/wf4ever#Document", "http://purl.org/wf4ever/wf4ever#Resource", "http://schema.org/MediaObject" ] }, { "@id": "https://w3id.org/ro-id/0e6ee388-ce22-4237-bf54-74336d1215ce/resources/d9fe010a-4902-47a4-be6d-aaecdafad361", "http://schema.org/author": [ { "@id": "https://orcid.org/0000-0002-1784-2920" } ], "http://schema.org/contentUrl": [ { "@value": "https://doi.org/10.1525/collabra.35903" } ], "http://schema.org/creator": [ { "@id": "https://orcid.org/0000-0002-1784-2920" } ], "http://schema.org/dateCreated": [ { "@value": "2022-10-14 12:43:21.299002+00:00" } ], "http://schema.org/dateModified": [ { "@value": "2023-02-19 13:45:14.242980+00:00" } ], "http://schema.org/description": [ { "@value": "This paper is from Gisela H. 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