?url_ver=Z39.88-2004&rft_id=doi%3A10.1038%2Fs41598-025-89266-9&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.aufirst=Muhammad+Shoaib&rft.aulast=Farooq&rft.au=Farooq%2C+Muhammad+Shoaib&rft.date=Marzo+2025&rft.issn=2045-2322&rft.atitle=Harnessing+AI+forward+and+backward+chaining+with+telemetry+data+for+enhanced+diagnostics+and+prognostics+of+smart+devices&rft.volume=15&rft.issue=1&rft.title=Scientific+Reports&rft.genre=article