journal article·2026-06-14Open access

Design of the Digital Pathology Workspace for Artificial Intelligence Integration

Elena Guerini-Rocco, Chiara Frascarelli, Joana Sorino, Francesca Maria Porta, Mariacristina Ghioni, Anna Candiani, Silvio Capizzi, Annarosa Farina, Alessio Figini, Giuseppe Curigliano, Antonio Marra, Luigi Orlando Molendini, Francesca Pavan, Anna Paola Scala, Giuseppe Renne, Konstantinos Venetis, Nicola Fusco

Applied Sciences· Volume 16· Issue 12

Abstract

Designing an optimal digital pathology workspace is essential to ensure diagnostic accuracy and safeguard the long-term well-being of pathologists. While digital pathology improves reproducibility, facilitates multidisciplinary collaboration, and supports data-driven precision medicine, its clinical effectiveness depends not only on computational performance but also on the physical and ergonomic environment in which pathologists operate. Inadequate workstation design may impair visual perception, increase cognitive and musculoskeletal strain, and potentially affect diagnostic consistency. Moreover, the progressive integration of artificial intelligence (AI) into routine diagnostics introduces additional requirements related to display performance, visualization interfaces, and human–machine interaction. Despite the rapid global adoption of digital pathology systems, standardized recommendations addressing ergonomic, environmental, and technological aspects of the digital workspace remain limited. In this work, we propose a clinically oriented framework for the design of digital pathology workspaces suitable for AI-assisted diagnostics. Key elements include the selection and calibration of medical-grade displays, ergonomic furniture and input devices, optimized ambient lighting conditions, and institutional quality assurance procedures. Emerging developments, such as intelligent ergonomic monitoring, advanced visualization interfaces, and adaptive AI-assisted workflows, may further support safe, sustainable, and high-performance digital diagnostic environments.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: AI in cancer detection · Digital Imaging for Blood Diseases · Artificial Intelligence in Healthcare and Education

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Division of Pathology, European Institute of Oncology IRCCS, 20141 Milan, Italy

Department of Oncology and Hemato-Oncology, University of Milan, 20122 Milan, Italy

Division of Early Drug Development for Innovative Therapies, European Institute of Oncology IRCCS, 20141 Milan, Italy

Technologies and Clinical Engineering, European Institute of Oncology IRCCS, 20141 Milan, Italy

Medical Administration, European Institute of Oncology IRCCS, 20141 Milan, Italy

Department of Information and Communications Technology, European Institute of Oncology IRCCS, 20141 Milan, Italy

Value Medicine, Clinical Risk and Privacy Area, European Institute of Oncology IRCCS, 20141 Milan, Italy

Quality, Accreditation and Clinical Risk Service, European Institute of Oncology IRCCS, 20141 Milan, Italy

Design Service, European Institute of Oncology IRCCS, 20141 Milan, Italy

Funding

Italian Ministry of Health · Italian Ministry of Innovations

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