The Illusion of Precision: Artificial Intelligence Unmasked
Vol 6 | Issue 1 | January-June 2025 | Page 04-07 | Ghansham Biyani, Rajasekhar Metta
DOI: https://doi.org/10.13107/ijra.2025.v06.i01.112
Open Access License: CC BY-NC 4.0
Copyright Statement: Copyright © 2025; The Author(s).
Submitted: 16-01-2025; Reviewed: 08-02-2025; Accepted: 22-04-2025; Published: 10-06-2025
Authors: Ghansham Biyani [1], Rajasekhar Metta [1]
[1] Department of Anaesthesiology, AIIMS Mangalagiri, Guntur, Andhra Pradesh, India.
Address of Correspondence
Dr. Rajasekhar Metta,
Assistant Professor, Department of Anaesthesiology, AIIMS Mangalagiri, Guntur, Andhra Pradesh, India.
Email ID: rajamc6@gmail.com
Abstract
Artificial intelligence (AI), defined by John McCarthy as the science and engineering of making intelligent machines, has evolved to encompass systems capable of performing complex cognitive tasks. In regional anaesthesia (RA), AI has shown promise in enhancing ultrasound (US) image interpretation, improving accuracy through convolutional neural networks (CNNs) and computer vision. Current evidence suggests that AI-assisted systems can increase first-attempt success rates, reduce procedural duration, and improve postoperative outcomes by accurately identifying sonoanatomical structures. Moreover, AI-based educational tools offer standardized, scalable training models for novice medical learners. However, current limitations include difficulty in object tracking due to low tissue contrast, variable accuracy across anatomical regions, and inadequate validation of patient-centred outcomes. Ethical, legal, and data privacy concerns further hinder widespread clinical adoption. While AI holds potential to augment, but not replace, clinical expertise in US-guided RA, further large-scale studies and regulatory frameworks are essential before it can be reliably integrated into routine anaesthetic practice.
Keywords: Artificial intelligence, Regional anaesthesia, Predictive analytics, Machine learning, Color overlay, Peripheral nerve blocks
References
1. Rajaraman V. JohnMcCarthy—Father of artificial intelligence. Reson 2014; 19(3): 198-207.
2. McKendrick M, Yang S, McLeod GA. The use of artificial intelligence and robotics in regional anaesthesia. Anaesthesia 2021; 76: 171-81.
3. Balavenkatasubramanian J, Kumar S, Sanjayan RD. Artificial intelligence in regional anaesthesia. Indian J Anaesth 2024; 68(1): 100-4.
4. Choy G, Khalilzadeh O, Michalski M, Do S, Samir AE, Pianykh OS, et al. Current Applications and Future Impact of Machine Learning in Radiology. Radiology 2018; 288(2): 318-28.
5. Tong SX, Li RS, Wang D, Xie XM, Ruan Y, Huang L. Artificial intelligence technology and ultrasound-guided nerve block for analgesia in total knee arthroplasty. World J Clin Cases 2023; 11(29): 7026-33.
6. Bowness JS, Macfarlane AJR, Burckett-St Laurent D, Harris C, Margetts S, Morecroft M, et al. Evaluation of the impact of assistive artificial intelligence on ultrasound scanning for regional anaesthesia. Br J Anaesth 2023; 130(2): 226-33.
7. Oh TT, Ikhsan M, Tan KK, Rehena S, Han NR, Sia ATH, et al. A novel approach to neuraxial anesthesia: Application of an automated ultrasound spinal landmark identification. BMC Anesthesiol 2019; 19(1): 57.
8. Bellini V, Rafano Carnà E, Russo M, Di Vincenzo F, Berghenti M, Baciarello M, et al. Artificial intelligence and anesthesia: A narrative review. Ann Transl Med 2022; 10(9): 528.
9. Jacobs E, Wainman B, Bowness J. Applying artificial intelligence to the use of ultrasound as an educational tool: A focus on ultrasound-guided regional anesthesia. Anat Sci Educ 2024; 17(5): 919-25.
10. Viderman D, Dossov M, Seitenov S, Lee MH. Artificial intelligence in ultrasound-guided regional anesthesia: A scoping review. Front Med (Lausanne) 2022; 9: 994805.
11. Bowness J, El-Boghdadly K, Burckett-St Laurent D. Artificial intelligence for image interpretation in ultrasound-guided regional anaesthesia. Anaesthesia 2021; 76(5): 602-7.
12. Magoon R, Suresh V. A novel recognition of artificial intelligence in regional anaesthesia. Digital Medicine 2023; 9(2): e00003.
13. Swain BP, Nag DS, Anand R, Kumar H, Ganguly PK, Singh N. Current evidence on artificial intelligence in regional anesthesia. World J Clin Cases 2024; 12(33): 6613-19.
14. Srinivasareddy S. Artificial Intelligence in Anesthesia: What Might the Future Hold. Int J Clin Anesthesiol 2024; 12(1): 1131.
15. Karmakar A, Khan MJ, Abdul-Rahman ME, Shahid U. The Advances and Utility of Artificial Intelligence and Robotics in Regional Anesthesia: An Overview of Recent Developments. Cureus 2023; 15(8): e44306.
16. Choudhary N, Gupta A, Gupta N. Artificial intelligence and robotics in regional anesthesia. World J Methodol 2024; 14(4): 95762.
| How to Cite this Article: Biyani G, Metta R. The Illusion of Precision: Artificial Intelligence Unmasked. International Journal of Regional Anaesthesia. January-June 2025; 6(1): 04-07. DOI: https://doi.org/10.13107/ijra.2025.v06.i01.0112 |

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