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The synthesis of diamond materials with specific characteristics and the precise control of the hosted color centers is thus essential to meet the demands of advanced applications. Yet, challenges remain in improving the concentration, uniform distribution, and quality of these centers. Here, we perform a review and meta\u2010analysis of some of the main diamond synthesis methods and their parameters for the synthesis of N\u2010, Si\u2010, Ge\u2010, and Sn\u2010vacancy color centers. We extract quantitative data from over 60 experimental articles and organize it in a large database (170 datasets and 1692 entries). We then use the database to train two machine learning algorithms to make robust predictions about the fabrication of diamond materials with specific properties from careful combinations of synthesis parameters. We use traditional statistical indicators to benchmark the performance of the algorithms and show that they are powerful and resource\u2010efficient tools for researchers and material scientists working with diamond color centers and their applications.<\/jats:p>","DOI":"10.1002\/aisy.202501082","type":"journal-article","created":{"date-parts":[[2026,2,22]],"date-time":"2026-02-22T21:10:48Z","timestamp":1771794648000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Data\u2010Driven Review and Machine Learning Prediction of Diamond Vacancy Center Synthesis"],"prefix":"10.1002","author":[{"given":"Zhi","family":"Jiang","sequence":"first","affiliation":[{"name":"Centre for Mechanical Technology and Automation (TEMA) Mechanical Engineering Department University of Aveiro  Aveiro Portugal"},{"name":"Intelligent Systems Associate Laboratory (LASI)  Guimar\u00e3es Portugal"}]},{"given":"Marco","family":"Peres","sequence":"additional","affiliation":[{"name":"Instituto de Engenharia de Sistemas e Computadores \u2010 Microssistemas e Nanotecnologia  Lisboa Portugal"},{"name":"IPFN Instituto Superior T\u00e9cnico University of Lisbon  Lisbon Portugal"},{"name":"DECN Instituto Superior T\u00e9cnico University of Lisbon  Bobadela Portugal"}]},{"given":"Carlo","family":"Bradac","sequence":"additional","affiliation":[{"name":"Department of Physics and Astronomy Trent University  Peterborough Canada"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2302-9661","authenticated-orcid":false,"given":"Gil","family":"Gon\u00e7alves","sequence":"additional","affiliation":[{"name":"Centre for Mechanical Technology and Automation (TEMA) Mechanical Engineering Department University of Aveiro  Aveiro Portugal"},{"name":"Intelligent Systems Associate Laboratory (LASI)  Guimar\u00e3es Portugal"}]}],"member":"311","published-online":{"date-parts":[[2026,2,22]]},"reference":[{"key":"e_1_2_11_2_1","doi-asserted-by":"publisher","DOI":"10.1002\/pssa.202400303"},{"key":"e_1_2_11_3_1","doi-asserted-by":"publisher","DOI":"10.1038\/nature12016"},{"key":"e_1_2_11_4_1","doi-asserted-by":"publisher","DOI":"10.1109\/JSTQE.2015.2392076"},{"key":"e_1_2_11_5_1","first-page":"682","article-title":"Experimental loophole\u2010Free Violation of a Bell Inequality using Entangled Electron Spins Separated by 1.3 km","volume":"526","author":"Bernien R. 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