https://orcid.org/0000-0003-1097-4442. Ioana Porumb (Chifor): Since 2012—university lecturer at the University of Medicine and Pharmacy "Iuliu Hatieganu" (UMFIH), Cluj-Napoca, Romania; since 2023—head of the Preventive Dentistry Department at UMFIH. PhD in dental medicine in 2012 at UMFIH (interdisciplinary research in medicine, mathematics, physics, and computer science); master's degree in Bioinformatics (UMFIH and 4 months at Tours University, France), specialization in General Dentistry; UMFIH since 2002 (senior dentist degree since 2010). Specializations in universities in Sweden (Stockholm), France (Tours, Brest, Bordeaux, Paris), Norway (Bergen). Languages—French (B2 Medical DALF certificate), English (C2 native speaker Cambridge certificate). Research interests: biodynamics of teeth and implant-supported prosthetic restorations, minimally invasive diagnosis and management of dental caries, 3D virtual models analysis and comparisons, mathematical modelling for AI-supported treatment decisions, and enhanced prognosis.