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Artificial Intelligence in Health





                                        REVIEW ARTICLE
                                        A review of neuroscience-inspired frameworks

                                        for machine consciousness



                                                              1
                                        Seyed-Ali Sadegh-Zadeh *  and Mahboobe Bahrami 2
                                        1 Department of Computing, School of Digital, Technologies and Arts, University of Staffordshire,
                                        Stoke-on-Trent, United Kingdom
                                        2 Behavioral Sciences Research Center, School of Medicine, Isfahan University of Medical Sciences,
                                        Isfahan, Isfahan, Iran




                                        Abstract
                                        Consciousness in humans is a state of awareness that encompasses both the self
                                        and the external environment, emerging from the intricate  interplay of cortical
                                        and subcortical brain structures and neurotransmitter systems. The possibility that
                                        machines could possess consciousness has sparked ongoing debate. Proponents of
                                        strong artificial intelligence (AI) equate programmed computational processes with
                                        cognitive states, while advocates of weak AI argue that machines merely simulate
                                        thought without attaining genuine consciousness. This review critically examines
                                        neuroscience-inspired frameworks for artificial consciousness, exploring their
                                        alignment with prevailing theories of human consciousness.  We investigate the
                                        fundamental cognitive functions associated with consciousness, including memory,
            *Corresponding author:      awareness, prediction, learning, and experience, and their relevance to artificial
            Seyed-Ali Sadegh-Zadeh
            (sa.sadeghzadeh@staffs.ac.uk)  systems. By analyzing neuroscience-based approaches to artificial consciousness,
                                        we identify key challenges and opportunities in the pursuit of machines capable of
            Citation: Sadegh-Zadeh S,
            Bahrami M. A review of      mimicking conscious states. Although present AI systems demonstrate advanced
            neuroscience-inspired frameworks   capabilities in intelligence and cognition, they fall short of achieving genuine
            for machine consciousness. Artif   consciousness, as defined in the context of human awareness.  We discuss both
            Intell Health. 2025;2(3):24-38.
            doi: 10.36922/aih.5690      the  theoretical  underpinnings  and  practical  implications  of  creating  artificial
                                        consciousness, addressing both weak and strong AI perspectives. Furthermore,
            Received: October 29, 2024
                                        we highlight the ethical and philosophical concerns that arise with the potential
            1st revised: January 18, 2025  realization of machine consciousness. Our objective is to provide a comprehensive
            2nd revised: March 10, 2025  synthesis of the literature, fostering a deeper understanding of the interdisciplinary
                                        challenges involved in artificial consciousness and guiding future research directions.
            Accepted: March 28, 2025
            Published online: June 4, 2025
                                        Keywords: Machine brain; Cortical; Subcortical; Weak artificial intelligence; Strong
            Copyright: © 2025 Author(s).   artificial intelligence; Human consciousness; Machine consciousness
            This is an Open-Access article
            distributed under the terms of the
            Creative Commons Attribution
            License, permitting distribution,
            and reproduction in any medium,   1. Introduction
            provided the original work is
            properly cited.             The varied definitions of consciousness across disciplines present significant challenges
            Publisher’s Note: AccScience   to its study. Neuroscience seeks to identify the neural correlates  of consciousness –
            Publishing remains neutral with   conditions necessary for its emergence – and to map its dynamic changes.  Psychology
                                                                                                   1
            regard to jurisdictional claims in
            published maps and institutional   and psychiatry, in contrast, focus primarily on the experiential and functional outcomes
                                                      2
            affiliations.               of consciousness.  These disciplinary distinctions offer diverse lenses through which

            Volume 2 Issue 3 (2025)                         24                               doi: 10.36922/aih.5690
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