Digital pathology (DP), especially when implemented with artificial intelligence (AI) solutions, offers the promise of faster turnaround times, improved accuracy, and improved collaboration. However, these technological advances must be carefully balanced against the overall burdens they impose. In particular, the rapid change in the legal regulation of healthcare technology and the uncertainty about the applicable rules can be a major barrier to the development and diffusion of DP. The question is whether the spread of AI technologies in this field is an inevitable trend that should always be encouraged, or whether this transformation should be carefully managed because of its implications. In order to provide a primer answer and to highlight a research path, the analysis will focus on the diffusion of large language models (LLMs) in DP as a paradigm of the need to balance different public interests. The paper is the result of the collaboration between physicians, engineers and legal scholars.

Should Healthcare Resist AI?: The Transformative Impact of LLMs in Digital Pathology / Giuseppe Mobilio, Andrea Simoncini, Edoardo Orlandi, Marco Del Riccio, Filippo Ugolini, Simone Grassi, Daniela Massi, Lorenzo Mucchi. - ELETTRONICO. - (2025), pp. 1-6. (Intervento presentato al convegno 2025 19th International Symposium on Medical Information and Communication Technology (ISMICT), Florence, Italy, 2025) [10.1109/ISMICT64722.2025.11059396].

Should Healthcare Resist AI?: The Transformative Impact of LLMs in Digital Pathology

Giuseppe Mobilio;Andrea Simoncini;Edoardo Orlandi;Marco Del Riccio;Filippo Ugolini;Simone Grassi;Daniela Massi;Lorenzo Mucchi
2025

Abstract

Digital pathology (DP), especially when implemented with artificial intelligence (AI) solutions, offers the promise of faster turnaround times, improved accuracy, and improved collaboration. However, these technological advances must be carefully balanced against the overall burdens they impose. In particular, the rapid change in the legal regulation of healthcare technology and the uncertainty about the applicable rules can be a major barrier to the development and diffusion of DP. The question is whether the spread of AI technologies in this field is an inevitable trend that should always be encouraged, or whether this transformation should be carefully managed because of its implications. In order to provide a primer answer and to highlight a research path, the analysis will focus on the diffusion of large language models (LLMs) in DP as a paradigm of the need to balance different public interests. The paper is the result of the collaboration between physicians, engineers and legal scholars.
2025
2025 19th International Symposium on Medical Information and Communication Technology (ISMICT), Florence, Italy, 2025
2025 19th International Symposium on Medical Information and Communication Technology (ISMICT), Florence, Italy, 2025
Giuseppe Mobilio, Andrea Simoncini, Edoardo Orlandi, Marco Del Riccio, Filippo Ugolini, Simone Grassi, Daniela Massi, Lorenzo Mucchi
File in questo prodotto:
File Dimensione Formato  
Should_Healthcare_Resist_AI_The_Transformative_Impact_of_LLMs_in_Digital_Pathology.pdf

accesso aperto

Tipologia: Pdf editoriale (Version of record)
Licenza: Open Access
Dimensione 329.08 kB
Formato Adobe PDF
329.08 kB Adobe PDF

I documenti in FLORE sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.

Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/1440994
Citazioni
  • ???jsp.display-item.citation.pmc??? ND
  • Scopus ND
  • ???jsp.display-item.citation.isi??? ND
social impact