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The adoption of artificial intelligence (AI) offers transformative potential for small and medium-sized enterprises (SMEs), particularly in enhancing financial decision-making processes. However, SMEs often face significant barriers to…

Artificial Intelligence · Computer Science 2025-12-05 Manh Chien Vu , Thang Le Dinh , Manh Chien Vu , Tran Duc Le , Thi Lien Huong Nguyen

The primary objective of this research is to examine the current state of digitalization and the integration of artificial intelligence (AI) within small and medium-sized enterprises (SMEs) in Italy. There is a significant gap between SMEs…

Artificial Intelligence · Computer Science 2025-01-15 Serena Proietti , Roberto Magnani

Artificial Intelligence (AI) is increasingly acknowledged as a vital component for the advancement and competitiveness of modern organizations, including small and medium enterprises (SMEs). However, the adoption of AI technologies in SMEs…

Computers and Society · Computer Science 2024-08-23 Atif Hussain , Rana Rizwan

The rapid proliferation of artificial intelligence (AI) across industry, government, and education highlights the urgent need for robust frameworks to conceptualise and guide engagement. This paper introduces the Hierarchy of Engagement…

Computers and Society · Computer Science 2025-09-10 Madara Ogot

The comprehension and adoption of Artificial Intelligence (AI) are beset with practical and ethical problems. This article presents a 5-level AI Capability Assessment Model (AI-CAM) and a related AI Capabilities Matrix (AI-CM) to assist…

Computers and Society · Computer Science 2023-05-26 Butler , Tom , Espinoza-Limón , Angelina , Seppälä , Selja

Objectives: The integration of Artificial Intelligence (AI) in healthcare promises to revolutionize patient care, diagnostics, and treatment protocols. Collaborative efforts among healthcare systems, research institutions, and industry are…

Computers and Society · Computer Science 2025-09-03 Jiancheng Ye , Michelle Ma , Malak Abuhashish

Engagement in Human-Machine Interaction is the process by which entities participating in the interaction establish, maintain, and end their perceived connection. It is essential to monitor the engagement state of patients in various…

Human-Computer Interaction · Computer Science 2023-03-03 Hanan Salam

AI applications are increasingly being introduced into digital health. While technical performance has advanced rapidly, successful deployment mainly depends on consumer attitudes, especially to patient-facing applications. However, most…

Artificial Intelligence · Computer Science 2026-05-01 Wei Zhou , Rashina Hoda , Joycelyn Ling

Artificial intelligence (AI) maturity models have proliferated, yet prevailing frameworks remain largely enterprise-centric, linear, and weakly aligned with the organizational realities of small and medium-sized enterprises (SMEs). This…

Computers and Society · Computer Science 2026-03-11 Sukanlaya Sawang , Virach Sornlertlamvanich

Agentic AI systems are entering software engineering workflows, yet empirical evidence on how industrial organizations actually adopt them remains sparse. We present a qualitative interview study with sixteen practitioners across twelve…

Software Engineering · Computer Science 2026-05-15 Spyridon Alvanakis Apostolou , Jan Bosch , Helena Holmström Olsson

Recent developments in Artificial Intelligence (AI) have fueled the emergence of human-AI collaboration, a setting where AI is a coequal partner. Especially in clinical decision-making, it has the potential to improve treatment quality by…

Human-Computer Interaction · Computer Science 2022-04-21 Patrick Hemmer , Max Schemmer , Lara Riefle , Nico Rosellen , Michael Vössing , Niklas Kühl

Artificial intelligence (AI) in healthcare has led to many promising developments; however, increasingly, AI research is funded by the private sector leading to potential trade-offs between benefits to patients and benefits to industry.…

Computers and Society · Computer Science 2026-01-13 Rina Khan , Annabelle Sauve , Imaan Bayoumi , Amber L. Simpson , Catherine Stinson

This paper introduces the Multi-Step Action Model (MSAM), a closed-source AI model designed by Empsing to address challenges hindering AI adoption in enterprises. Through a holistic examination, this paper explores MSAM's foundational…

Computers and Society · Computer Science 2024-03-25 Shreyash Mishra , Shrey Shah , Rex Pereira

This paper forms the second of a two-part series on the value of a participatory approach to AI development and deployment. The first paper had crafted a principled, as well as pragmatic, justification for deploying participatory methods in…

Computers and Society · Computer Science 2024-07-19 Ambreesh Parthasarathy , Aditya Phalnikar , Gokul S Krishnan , Ameen Jauhar , Balaraman Ravindran

Building trustworthy AI systems for mental health support is a shared priority across stakeholders from multiple disciplines. However, "trustworthy" remains loosely defined and inconsistently operationalized. AI research often focuses on…

Computation and Language · Computer Science 2026-04-23 Xin Sun , Yue Su , Yifan Mo , Qingyu Meng , Yuxuan Li , Saku Sugawara , Mengyuan Zhang , Charlotte Gerritsen , Sander L. Koole , Koen Hindriks , Jiahuan Pei

The adoption of Artificial Intelligence (AI) in the healthcare service industry presents numerous ethical challenges, yet current frameworks often fail to offer a comprehensive, empirical understanding of the multidimensional factors…

Artificial Intelligence · Computer Science 2025-05-06 Prathamesh Muzumdar , Apoorva Muley , Kuldeep Singh , Sumanth Cheemalapati

This study investigates how individuals' perceptions of artificial intelligence (AI) limitations influence organizational readiness for AI adoption. Through semi-structured interviews with seven AI implementation experts, analyzed using the…

Computers and Society · Computer Science 2025-02-25 Thomas Übellacker

Health artificial intelligence (AI) adoption presents a paradox: point-solution tools diffuse readily through clinical populations, yet system-change AI, which carries the greatest potential for pathway-level transformation, consistently…

Theoretical Economics · Economics 2026-05-19 Ari Ercole

This paper examines the responsible integration of artificial intelligence (AI) in human services organizations (HSOs), proposing a nuanced framework for evaluating AI applications across multiple dimensions of risk. The authors argue that…

Computers and Society · Computer Science 2025-01-22 Brian E. Perron , Lauri Goldkind , Zia Qi , Bryan G. Victor

Private and public sector structures and norms refine how emerging technology is used in practice. In healthcare, despite a proliferation of AI adoption, the organizational governance surrounding its use and integration is often poorly…

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