{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,10]],"date-time":"2025-10-10T01:10:30Z","timestamp":1760058630703,"version":"build-2065373602"},"reference-count":45,"publisher":"MDPI AG","issue":"8","license":[{"start":{"date-parts":[[2025,4,21]],"date-time":"2025-04-21T00:00:00Z","timestamp":1745193600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"name":"Scientific Research at Majmaah University","award":["R-2025-1720","PSAU\/2025\/R\/1446"],"award-info":[{"award-number":["R-2025-1720","PSAU\/2025\/R\/1446"]}]},{"name":"Prince Sattam bin Abdulaziz University","award":["R-2025-1720","PSAU\/2025\/R\/1446"],"award-info":[{"award-number":["R-2025-1720","PSAU\/2025\/R\/1446"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Polymers"],"abstract":"<jats:p>This study investigates the AI-assisted analyses of radiation disinfection effects on the mechanical properties of recycled date kernel powder\u2013epoxy composites for medical applications, utilizing Euclidean distances and the k-nearest neighbor (KNN) algorithm. Tensile and compression tests were conducted on twenty specimens following ASTM standards, with the data analyzed using a t-test to evaluate the impact of the UVC disinfection process on the material\u2019s mechanical properties. The application of AI through the KNN algorithm successfully identified the three most representative curves out of five for both tensile and compression tests. This targeted curve selection minimized variability and focused on the most relevant data, enhancing the reliability of the analysis. Following the application of UVC and AI, tensile tests showed a 20\u201330% increase in ultimate stress. Similarly, compression tests revealed a 25% increase in transition stress, an 18\u201322% improvement in ultimate stress, and approximately a 12% rise in fracture stress. This research underscores the potential of combining AI, sustainable materials, and UVC technology to develop advanced composites for medical applications. The proposed methodology offers a robust framework for evaluating material performance while promoting the creation of eco-friendly, high-performance materials that meet the stringent standards of medical use.<\/jats:p>","DOI":"10.3390\/polym17081125","type":"journal-article","created":{"date-parts":[[2025,4,21]],"date-time":"2025-04-21T20:38:26Z","timestamp":1745267906000},"page":"1125","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Sustainable Medical Materials: AI-Driven Assessment for Mechanical Performance of UVC-Treated Date Palm Epoxy Composites"],"prefix":"10.3390","volume":"17","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4433-776X","authenticated-orcid":false,"given":"Mohamed A.","family":"Aboamer","sequence":"first","affiliation":[{"name":"Department of Medical Equipment Technology, College of Applied Medical Sciences, Majmaah University, Majmaah 11952, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdulrahman","family":"Hakami","sequence":"additional","affiliation":[{"name":"Medical Planning of Ministry of Health, Riyadh 11176, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Meshari","family":"Algethami","sequence":"additional","affiliation":[{"name":"Health Services of the Ministry of Defense, Riyadh 56688, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0275-0975","authenticated-orcid":false,"given":"Ibrahim M.","family":"Alarifi","sequence":"additional","affiliation":[{"name":"Department of Mechanical and Industrial Engineering, College of Engineering, Majmaah University, Majmaah 11952, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Tarek M. A. A.","family":"El-Bagory","sequence":"additional","affiliation":[{"name":"Department of Mechanical and Industrial Engineering, College of Engineering, Majmaah University, Majmaah 11952, Saudi Arabia"},{"name":"Department of Mechanical Design, Faculty of Engineering Mataria, Helwan University, El-Mataria 11724, Egypt"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8825-6681","authenticated-orcid":false,"given":"Ahmad","family":"Alassaf","sequence":"additional","affiliation":[{"name":"Department of Medical Equipment Technology, College of Applied Medical Sciences, Majmaah University, Majmaah 11952, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Bakheet A.","family":"Alresheedi","sequence":"additional","affiliation":[{"name":"Department of Medical Equipment Technology, College of Applied Medical Sciences, Majmaah University, Majmaah 11952, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6510-1986","authenticated-orcid":false,"given":"Ahmad K.","family":"AlOmari","sequence":"additional","affiliation":[{"name":"Biomedical Technology Department, College of Applied Medical Sciences in Al-Kharj, Prince Sattam Bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abdulaziz Abdullah","family":"Almazrua","sequence":"additional","affiliation":[{"name":"Administrative and Operational Services Department, Al Rass General Hospital, Al Rass 58883, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7680-306X","authenticated-orcid":false,"given":"Nader A. Rahman","family":"Mohamed","sequence":"additional","affiliation":[{"name":"Biomedical Technology Department, College of Applied Medical Sciences in Al-Kharj, Prince Sattam Bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia"},{"name":"Biomedical Engineering Department, Faculty of Engineering, Misr University for Science and Technology (MUST), Giza 12568, Egypt"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"1968","published-online":{"date-parts":[[2025,4,21]]},"reference":[{"key":"ref_1","doi-asserted-by":"crossref","first-page":"1055","DOI":"10.32604\/jrm.2019.08188","article-title":"A review on date palm tree: Properties, characterization and its potential applications","volume":"7","author":"Jonoobi","year":"2019","journal-title":"J. Renew. 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