Threefold model for AI Readiness: A Case Study with Finnish Healthcare SMEs
Not on the map. Why?
Abstract (arXiv)
This study examines AI adoption among Finnish healthcare SMEs through semi-structured interviews with six health-tech companies. We identify three AI engagement categories: AI-curious (exploring AI), AI-embracing (integrating AI), and AI-catering (providing AI solutions). Our proposed threefold model highlights key adoption barriers, including regulatory complexities, technical expertise gaps, and financial constraints. While SMEs recognize AI's potential, most remain in early adoption stages. We provide actionable recommendations to accelerate AI integration, focusing on regulatory reforms, talent development, and inter-company collaboration, offering valuable insights for healthcare organizations, policymakers, and researchers.
Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 9 of its 27 references that are in the map. First posted on arXiv 15 Mar 2025.
Builds on
9 of 27 references.
References · 9
- 2017Attention Is All You Needcited by 60,361
- 2022Hierarchical Text-Conditional Image Generation with CLIP Latentscited by 6,585
- 2013Efficient Estimation of Word Representations in Vector Spacecited by 4,375
- 2020wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representationscited by 3,905
- 2019HuggingFace's Transformers: State-of-the-art Natural Language Processingcited by 2,218
- 2021Datasets: A Community Library for Natural Language Processingcited by 530
- 2020Deep Learning for Distinguishing Normal versus Abnormal Chest Radiographs and Generalization to Unseen Diseasescited by 12
- 2020Speech Recognition for Endangered and Extinct Samoyedic languagescited by 1
- 2023Practical Use of ChatGPT in Psychiatry for Treatment Plan and Psychoeducationcited by 1
Built on by
Not cited yet.