Explanatory profiles of models of consciousness - towards a systematic classification
Open accessAbstract
Models of consciousness aim to inspire new experimental protocols and aid interpretation of empirical evidence to reveal the structure of conscious experience. Nevertheless, no current model is univocally accepted on either theoretical or empirical grounds. Moreover, a straightforward comparison is difficult for conceptual reasons. In particular, we argue that different models explicitly or implicitly subscribe to different notions of what constitutes a satisfactory explanation, use different tools in their explanatory endeavours and even aim to explain very different phenomena. We thus present a framework to compare existing models in the field with respect to what we call their ‘explanatory profiles’. We focus on the following minimal dimensions: mode of explanation, mechanisms of explanation and target of explanation. We also discuss the empirical consequences of the discussed discrepancies among models. This approach may eventually lead to identifying driving assumptions, theoretical commitments, experimental predictions and a better design of future testing experiments. Finally, our conclusion points to more integrative theoretical research, where axiomatic models may play a critical role in solving current theoretical and experimental contradictions.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Experimental and theoretical approaches to conscious processing
Dehaene, S., & Changeux, J.-P. (2011) · Neuron · doi:10.1016/j.neuron.2011.03.018 · Cited by 2,573 · see citing works
Towards a cognitive neuroscience of consciousness: basic evidence and a workspace framework
Dehaene, S. (2001) · Cognition · doi:10.1016/s0010-0277(00)00123-2 · Cited by 2,498 · cited 5× · see citing works
“, the following statement by Rosenthal, a proponent of HOT: ‘we understand something only when we can explain it, and explaining a natural phenomenon typically if not always means locating it in its distinctive causal nexus’ (Rosenthal 2008), or by Dehaene, a proponent of GNW: ‘tools of cognitive psychology and neuros…”
BackgroundInfluentialGallagher, S., & Zahavi, D. (2007) · doi:10.4324/9780203086599 · Cited by 1,512 · see citing works
Long-term meditators self-induce high-amplitude gamma synchrony during mental practice
Lutz, A., Greischar, L. L., Rawlings, N. B., Ricard, M., & Davidson, R. J. (2004) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0407401101 · Cited by 1,328 · see citing works
Why visual attention and awareness are different
Lamme, V. A. F. (2003) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(02)00013-x · Cited by 1,172 · see citing works
Conscious Processing and the Global Neuronal Workspace Hypothesis
Mashour, G. A., Roelfsema, P., Changeux, J.-P., & Dehaene, S. (2020) · Neuron · doi:10.1016/j.neuron.2020.01.026 · Cited by 1,164 · cited 4× · see citing works
“Some authors interpret these results as evidence of posterior zones for phenomenal consciousness and support of IIT, while others view them as a clear evidence of the role of prefrontal cortex and GNW (Mashour et al. 2020).”
BackgroundMethodInfluentialHameroff, S., & Penrose, R. (2014) · Physics of Life Reviews · doi:10.1016/j.plrev.2013.08.002 · Cited by 983 · cited 2× · see citing works
“In this article we consider early models such as the mechanistic model of Crick and Koch (CK) (Crick and Koch 1998; Crick and Koch 2003), Dynamical Core (DC) (Edelman 2003), Multiple Drafts Model (MDM) (Dennett 1991), Orchestrated Objective Reduction (OrchOR) (Hameroff and Penrose 2014), Global workspace (GW) (Baars 1…”
BackgroundMethodThe neural correlates of dreaming
Siclari, F., Baird, B., Perogamvros, L., Bernardi, G., LaRocque, J. J., Riedner, B., Boly, M., Postle, B. R., & Tononi, G. (2017) · Nature Neuroscience · doi:10.1038/nn.4545 · Cited by 712 · cited 3× · see citing works
“In the first case the reduction of low-frequency activity in posterior zones of the brain correlates with dreams during rapid-eye-movement (REM) sleep and non-REM sleep (Siclari et al. 2017).”
BackgroundLutz, A., Jha, A. P., Dunne, J. D., & Saron, C. D. (2015) · American Psychologist · doi:10.1037/a0039585 · Cited by 697 · cited 2× · see citing works
“In this theory, first-person reports inform the interpretation of neural signatures, thus codetermining the actual explanandum of the theory (Lutz et al. 2002; Lutz and Thompson 2003; Lutz et al. 2015; Windt et al. 2016; Petitmengin et al. 2019; Poletti et al. 2021).”
BackgroundBoly, M., Massimini, M., Tsuchiya, N., Postle, B. R., Koch, C., & Tononi, G. (2017) · The Journal of Neuroscience · doi:10.1523/jneurosci.3218-16.2017 · Cited by 557 · see citing works
Relative blindsight in normal observers and the neural correlate of visual consciousness
Lau, H. C., & Passingham, R. E. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0607716103 · Cited by 518 · see citing works
Lutz, A., Lachaux, J.-P., Martinerie, J., & Varela, F. J. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.032658199 · Cited by 503 · see citing works
Stratification of unresponsive patients by an independently validated index of brain complexity
Casarotto, S., Comanducci, A., Rosanova, M., Sarasso, S., Fecchio, M., Napolitani, M., Pigorini, A., G. Casali, A., Trimarchi, P. D., Boly, M., et al. (2016) · Annals of Neurology · doi:10.1002/ana.24779 · Cited by 487 · see citing works
Naturalizing consciousness: a theoretical framework.
Edelman, G. M. (2003) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0931349100 · Cited by 440 · see citing works
Panpsychism and Panprotopsychism
Chalmers, D. J. (2016) · Panpsychism · doi:10.1093/acprof:oso/9780199359943.003.0002 · Cited by 432 · see citing works
Cellular Mechanisms of Conscious Processing
Aru, J., Suzuki, M., & Larkum, M. E. (2020) · Trends in Cognitive Sciences · doi:10.1016/j.tics.2020.07.006 · Cited by 321 · cited 1× · see citing works
“cortico-cortical loops and higher-order thalamo-cortical loops (Suzuki and Larkum 2020; Aru et al. 2020).”
The Puzzle of Conscious Experience
Chalmers, D. J. (1995) · Scientific American · doi:10.1038/scientificamerican1295-80 · Cited by 305 · see citing works
Figure—Ground Segregation in a Recurrent Network Architecture
Roelfsema, P. R., Lamme, V. A. F., Spekreijse, H., & Bosch, H. (2002) · Journal of Cognitive Neuroscience · doi:10.1162/08989290260045756 · Cited by 254 · see citing works
The attention schema theory: a mechanistic account of subjective awareness
Graziano, M. S. A., & Webb, T. W. (2015) · Frontiers in Psychology · doi:10.3389/fpsyg.2015.00500 · Cited by 224 · see citing works
Making the hard problem of consciousness easier
Melloni, L., Mudrik, L., Pitts, M., & Koch, C. (2021) · Science · doi:10.1126/science.abj3259 · Cited by 190 · see citing works
Sentience and the Origins of Consciousness: From Cartesian Duality to Markovian Monism
Friston, K. J., Wiese, W., & Hobson, J. A. (2020) · Entropy · doi:10.3390/e22050516 · Cited by 186 · see citing works
Facing up to the hard question of consciousness
Dennett, D. C. (2018) · Philosophical Transactions of the Royal Society B: Biological Sciences · doi:10.1098/rstb.2017.0342 · Cited by 149 · see citing works
Dimensions of consciousness and the psychedelic state
Bayne, T., & Carter, O. (2018) · Neuroscience of Consciousness · doi:10.1093/nc/niy008 · Cited by 142 · see citing works
The unfolding argument: Why IIT and other causal structure theories cannot explain consciousness
Doerig, A., Schurger, A., Hess, K., & Herzog, M. H. (2019) · Consciousness and Cognition · doi:10.1016/j.concog.2019.04.002 · Cited by 140 · cited 2× · see citing works
“Despite having been classified as functional in (Doerig et al. 2019), one variant of PP clearly states that implementing the adequate computational/functional principles is only a necessary, but not sufficient condition for consciousness.”
BackgroundOn the axiomatic foundations of the integrated information theory of consciousness
Bayne, T. (2018) · Neuroscience of Consciousness · doi:10.1093/nc/niy007 · Cited by 132 · see citing works
How many kinds of consciousness?
Rosenthal, D. M. (2002) · Consciousness and Cognition · doi:10.1016/s1053-8100(02)00017-x · Cited by 117 · cited 13× · see citing works
“For example, as stated by Rosenthal: ‘On the HOT hypothesis, a conscious state is a compound state, consisting of the state one is conscious of together with a HOT.”
BackgroundInfluentialIdealism and the Mind-Body Problem 1
Chalmers, D. (2019) · The Routledge Handbook of Panpsychism · doi:10.4324/9781315717708-28 · Cited by 108 · see citing works
The Mathematical Structure of Integrated Information Theory
Kleiner, J., & Tull, S. (2021) · Frontiers in Applied Mathematics and Statistics · doi:10.3389/fams.2020.602973 · Cited by 46 · see citing works
Rival theories face off over brain’s source of consciousness
Reardon, S. (2019) · Science · doi:10.1126/science.366.6463.293 · Cited by 23 · see citing works
Yaron, I., Melloni, L., Pitts, M., & Mudrik, L. (2021) · doi:10.1101/2021.06.10.447863 · Cited by 21 · see citing works
Flagged first, then by citations
Research works printed but not linked: 113
- Anderson ML, Chemero T. The problem with brain GUTs: Conflation of different senses of “prediction” threatens metaphysical disaster. Behav Brain Sci 2013; 36: 204– 5.doi: 10.1017/S0140525X1200221X 23663557 · DOI
- Atasoy S, Deco G, Kringelbach ML, Pearson J. Harmonic brain modes: A unifying framework for linking space and time in brain dynamics. Neuroscientist 2017; 24: 277– 293.doi: 10.1177/1073858417728032 28863720 · DOI · Paper page
- Atasoy S Deco G Kringelbach ML. The Functional Role of Critical Dynamics in Neural Systems (ed. Tomen N), Playing at the edge of criticality: expanded whole-brain repertoire of connectome-harmonics, Vol. 11, Springer International Publishing, 2019, 27– 45.doi: 10.1007/978-3-030-20965-0_2 · DOI
- Atmanspacher H. The Pauli-Jung conjecture and its relatives: a formally augmented outline. Open Philos 2020; 3: 527– 49.doi: 10.1515/opphil-2020-0138 · DOI
- Atmaspacher H. 20th century variants of dual-aspect thinking. Mind Matter 2014; 12: 245– 69.
- Baars Bernad. A Cognitive Theory of consciousness. New York: Cambridge University Press, 1988.
- Baars BJ. Global workspace theory of consciousness: toward a cognitive neuroscience of human experience. Prog Brain Res 2005; 150: 45– 53.doi: 10.1016/S0079-6123(05)50004-9 16186014 · DOI · Paper page
- Bachmann T, Hudetz AG. It is time to combine the two main traditions in the research on the neural correlates of consciousness: C=LxD. Front Psychol 2014; 5: 1– 13.doi: 10.3389/fpsyg.2014.00940 25202297 PMC4141455 · DOI
- Barnes E. Explanatory unification and the problem of asymmetry. Philos Sci 1992; 59: 558– 71.doi: 10.1086/289695 · DOI
- Batterman RW, Rice CC. Minimal model explanations. Philos Sci 2014; 81: 349– 76.doi: 10.1086/676677 · DOI
- Bayne T, Hohwy J, Owen AM. Are there levels of consciousness? Trends Cognit Sci 2016; 20: 405– 13.doi: 10.1016/j.tics.2016.03.009 27101880 · DOI · Paper page
- Beck F, Eccles JC. Quantum aspects of brain activity and the role of consciousness. Proc Natl Acad Sci 1992; 89: 11357– 61.doi: 10.1073/pnas.89.23.11357 1333607 PMC50549 · DOI · Paper page
- Block N. On a confusion about a function of consciousness. Behav Brain Sci 1995; 18: 227– 47.doi: 10.1017/S0140525X00038188 · DOI · Paper page
- Block N. Sexism, racism, ageism, and the nature of consciousness. Philos Top 1999; 26: 39– 70.doi: 10.5840/philtopics1999261/233 · DOI
- Block N. Two neural correlates of consciousness. Trends Cognit Sci 2005; 9: 46– 52.doi: 10.1016/j.tics.2004.12.006 15668096 · DOI · Paper page
- Block N. Consciousness, accessibility, and the mesh between psychology and neuroscience. Behav Brain Sci 2007; 30: 481– 548.doi: 10.1017/S0140525X07002786 18366828 · DOI · Paper page
- Block N. The Cognitive Neurosciences, Comparing the major theories of consciousness, Cambridge, MA, US: Massachusetts Institute of Technology, 2009, 4th edn.
- Brown R, Lau H, LeDoux JE. Understanding the higher-order approach to consciousness. Trends Cognit Sci 2019; 23: 754– 68.doi: 10.1016/j.tics.2019.06.009 31375408 · DOI · Paper page
- Chalmers DJ. Facing up to the problem of consciousness. J Conscious Stud 1995a; 2: 200– 19.
- Chalmers DJ. The Conscious Mind. Oxford University Press, 1997.
- Chalmers DJ. How can we construct a science of consciousness? Ann N Y Acad Sci 2013b; 1303: 25– 35.doi: 10.1111/nyas.12166 24236862 · DOI
- Chalmers DJ. The meta-problem is the problem of consciousness. J Conscious Stud 2018; 25: 6– 61.
- Changeux J-P. The ferrier lecture 1998: The molecular biology of consciousness investigated with genetically modified mice. Philos T R Soc B 2006; 361: 2239– 59.doi: 10.1098/rstb.2006.1832 PMC1764850 17015398 · DOI · Paper page
- Christiaan Klink P Self MW Lamme VAF Roelfsema PR. The Constitution of Phenomenal Consciousness. Toward a Science and Theory. (ed. Miller SM), Theories and methods in the scientific study of consciousness, John Benjamins Publishing Company, 2015, 17– 47.doi: 10.1075/aicr.92.02kli · DOI
- Clark A. Surfing Uncertainity. Prediction, Action, and the Embodied Mind. Oxford: Oxford University Press, 2016.doi: 10.1093/acprof:oso/9780190217013.001.0001 · DOI · Paper page
- Colin M. Consciousness and content, Proceedings of the British Academy, Vol. 74 (1988), 219– 39.
- Colombo M. Why build a virtual brain? Large-scale neural simulations as jump start for cognitive computing. J Exp Theor Artif In 2017; 3079: 1– 10.doi: 10.1080/0952813X.2016.1148076 · DOI
- Craver CF. Explaining the Brain: Mechanisms and the Mosaic Unity of Neuroscience. Oxford University Press: Oxford University Press, 2007.
- Crick F, Koch C. Consciousness and neuroscience. Cereb Cortex 1998; 8: 97– 1007.doi: 10.1093/cercor/8.2.97 9542889 · DOI
- Crick F, Koch C. A framework for consciousness. Nat Neurosci 2003; 6: 119– 26.doi: 10.1038/nn0203-119 12555104 · DOI · Paper page
- Dehaene S, Changeux JP. Ongoing spontaneous activity controls access to consciousness: A neuronal model for inattentional blindness. PLoS Biol 2005; 3: 0910– 27.doi: 10.1371/journal.pbio.0030141 PMC1074751 15819609 · DOI · Paper page
- Dennett DC. Consciousness in Modern Science (eds. Marcel A and Bisiach E), Quining Qualia, Oxford University Press, 1988.
- Dennett DC. Consciousness Explained. London: Penguin Books Ltd, 1991.
- de Regt HW, Baumberger C. What is scientific understanding and how can it be achieved? In: McKain K, Kampourakis K (eds.), What Is Scientific Knowledge? New York: Routledge, 2019: 66– 81.doi: 10.4324/9780203703809-5 · DOI
- Durham I, Kleiner J, Kremnitzer Y, Mason J, Prentner R (eds). Models of Consciousness, Vol. 22, 2020, Special edition.
- Ehresmann AC, Gomez-Ramirez J. Conciliating neuroscience and phenomenology via category theory. Prog Biophys Mol Biol 2015; 119: 347– 59.doi: 10.1016/j.pbiomolbio.2015.07.004 26193173 · DOI
- Fahrenfort JJ, Van Leeuwen J, Olivers CNL, Hogendoorn H. Perceptual integration without conscious access. Proc Natl Acad Sci USA 2017; 114: 3744– 9.doi: 10.1073/pnas.1617268114 28325878 PMC5389292 · DOI
- Fahrenfort JJ, Simon VG. Criteria for empirical theories of consciousness should focus on the explanatory power of mechanisms, not on functional equivalence. Cognit Neurosci 2021; 12: 93– 4.doi: 10.1080/17588928.2020.1838470 33208038 · DOI
- Fallon F. Dennett on consciousness: realism without the hysterics. Topoi 2020; 39: 35– 44.doi: 10.1007/s11245-017-9502-8 · DOI
- Fazekas P, Overgaard M. Perceptual consciousness and cognitive access: an introduction. Philos T R Soc B 2018; 373: 20170340.doi: 10.1098/rstb.2017.0340 PMC6074076 30061454 · DOI
- Fields C, Hoffman DD, Prakash C, Singh M. Conscious agent networks: Formal analysis and application to cognition. Cognit Syst Res 2018; 47: 186– 213.doi: 10.1016/j.cogsys.2017.10.003 · DOI
- Glymour C. Explanations, tests, unity, and necessity. Nous 1980; 14: 31– 50.
- Graziano MSA, Kastner S. Human consciousness and its relationship to social neuroscience: A novel hypothesis. Cognit Neurosci 2011; 2: 98– 113.doi: 10.1080/17588928.2011.565121 22121395 PMC3223025 · DOI · Paper page
- Graziano MSA, Guterstam A, Bio BJ, Wilterson AI. Toward a standard model of consciousness: Reconciling the attention schema, global workspace, higher-order thought, and illusionist theories. Cogn Neuropsychol 2020; 37: 155– 72.doi: 10.1080/02643294.2019.1670630 31556341 · DOI · Paper page
- Haun A, Tononi G. Why does space feel theway it does? Towards a principled account of spatial experience. Entropy 2019; 21: 1160.doi: 10.3390/e21121160 · DOI · Paper page
- Herzog MH, Drissi-Daoudi L, Doerig A. All in good time: long-lasting postdictive effects reveal discrete perception. Trends Cognit Sci 2020; 24: 826– 37.doi: 10.1016/j.tics.2020.07.001 32893140 · DOI
- Hoffman DD. Conscious realism and the mind-body problem. Mind Matter 2008; 6: 87– 121.
- Hoffman DD, Prakash C. Objects of consciousness. Front Psychol 2014; 5: 1– 22.doi: 10.3389/fpsyg.2014.00577 24987382 PMC4060643 · DOI · Paper page
- Hohwy J, Frith C. Can neuroscience explain consciousness? J Conscious Stud 2004; 11: 180– 98.
- Horgan TE Tienson JL Graham G. The Externalist Challenge (ed. Schantz Richard), Phenomenal intentionality and the brain in a vat, De Gruyter, 2004.
- Illari PMK, Williamson J. What is a mechanism? Thinking about mechanisms across the sciences. Eur J Philos Sci 2012; 2: 119– 35.doi: 10.1007/s13194-011-0038-2 · DOI
- Jordy T, Functional Neuro-Imaging Study of Deep Brain Stimulation Mechanisms for the Restoration of Consciousness using a Non-Human Primate Model. PhD thesis, Université Paris-Saclay, 2020.
- Kastrup B. An ontological solution to the mind-body problem. Philosophies 2017; 2: 10.doi: 10.3390/philosophies2020010 · DOI · Paper page
- Kitcher P. Explanatory unification. Philos Sci 1981; 48: 507– 31.doi: 10.1086/289019 · DOI
- Kleiner J. Mathematical models of consciousness. Entropy 2020; 22: 609.doi: 10.3390/e22060609 PMC7517149 33286381 · DOI
- Kringelbach ML, Cruzat J, Cabral J, Knudsen GM, Carhart-Harris R, Whybrow PC, Logothetis NK, Deco G. Dynamic coupling of whole-brain neuronal and neurotransmitter systems. Proc Natl Acad Sci USA 2020; 117: 9566– 76.doi: 10.1073/pnas.1921475117 32284420 PMC7196827 · DOI
- Lamme VAF. How neuroscience will change our view on consciousness. Cognit Neurosci 2010; 1: 204– 20.doi: 10.1080/17588921003731586 24168336 · DOI · Paper page
- Llinas R, Ribary U, Contreras D, Pedroarena C. The neuronal basis for consciousness. Philos Trans R Soc Lond B Biol Sci 1998; 353: 1841– 9.doi: 10.1098/rstb.1998.0336 9854256 PMC1692417 · DOI
- Llinás R. Consciousness and the thalamocortical loop. Int Congr Ser 2003; 1250: 409– 16.doi: 10.1016/S0531-5131(03)01067-7 · DOI
- Luppi AI, Vohryzek J, Mediano PAM, Adapa R, Pappas I, Finoia P, Allanson J, Atasoy S, Stamatakis EA. Connectome harmonic decomposition of human brain dynamics reveals a landscape of consciousness. bioRxiv 2020. https://www.biorxiv.org/content/10.1101/2020.08.10.244459v1.doi: 10.1101/2020.08.10.244459 · DOI
- Lutz A, Thompson E. Neurophenomenology:integrating subjective experience and brain dynamics in the neuroscience of consciousness. J Conscious Stud 2003; 10: 31– 52.
- Marshall P, Physicalism B, Kelly EF, Crabtree A, Lanham PM. Transforming the world into experience. J Conscious Stud 2001; 8: 59– 76.
- Masafumi O, Naotsugu T, Shun Ichi A. Unified framework for information integration based on information geometry. Proc Natl Acad Sci USA 2016; 113: 14817– 14822.doi: 10.1073/pnas.1603583113 27930289 PMC5187746 · DOI
- Metzinger T. Minimal phenomenal experience. PhiMiSci 2020; 1: 7.doi: 10.33735/phimisci.2020.I.46 · DOI
- Michel M, Beck D, Block N, Blumenfeld H, Brown R, Carmel D, Carrasco M, Chirimuuta M, Chun M, Cleeremans A, Dehaene S, Fleming SM, Frith C, Haggard P, He BJ, Heyes C, Goodale MA, Irvine L, Kawato M, Kentridge R, King JR, Knight RT, Kouider S, Lamme V, Lamy D, Lau H, Laureys S, LeDoux J, Lin YT, Liu K, Macknik SL, Martinez-Conde S, Mashour GA, Melloni L, Miracchi L, Mylopoulos M, Naccache L, Owen AM, Passingham RE, Pessoa L, Peters MAK, Rahnev D, Ro T, Rosenthal D, Sasaki Y, Sergent C, Solovey G, Schiff ND, Seth A, Tallon-Baudry C, Tamietto M, Tong F, van Gaal S, Vlassova A, Watanabe T, Weisberg J, Yan K, Yoshida M. Opportunities and challenges for a maturing science of consciousness. Nat Hum Behav 2019; 3: 104– 7.doi: 10.1038/s41562-019-0531-8 30944453 PMC6568255 · DOI
- Naccache L. Why and how access consciousness can account for phenomenal consciousness. Philos T R Soc B 2018; 373: 20170357.doi: 10.1098/rstb.2017.0357 PMC6074081 30061470 · DOI
- Nagel E. The Structure of Science: Problems in the Logic of Scientific Explanation. New York: Harcourt, 1961.doi: 10.2307/2183206 · DOI
- Nathan MJ. Foundations of Science, Causation vs. causal explanation: which is more fundamental? Vol. 0123456789, 2020.doi: 10.1007/s10699-020-09672-2 · DOI
- Noel JP, Ishizawa Y, Patel SR, Eskandar EN, Wallace MT. Leveraging nonhuman primate multisensory neurons and circuits in assessing consciousness theory. J Neurosci 2019; 39: 7485– 500.doi: 10.1523/JNEUROSCI.0934-19.2019 31358654 PMC6750944 · DOI · Paper page
- Northoff G. What the brain’s intrinsic activity can tell us about consciousness? A tri-dimensional view. Neurosci Biobehav Rev 2013; 37: 726– 38.doi: 10.1016/j.neubiorev.2012.12.004 23253946 · DOI
- Northoff G, Huang Z. How do the brain’s time and space mediate consciousness and its different dimensions? Temporo-spatial theory of consciousness (TTC). Neurosci Biobehav Rev 2017; 80: 630– 45.doi: 10.1016/j.neubiorev.2017.07.013 28760626 · DOI · Paper page
- Northoff G, Tsuchiya N, Saigo H. Mathematics and the brain: a category theoretical approach to go beyond the neural correlates of consciousness. Entropy 2019; 21: 1234.doi: 10.3390/e21121234 · DOI
- Northoff G, Lamme V. Neural signs and mechanisms of consciousness: Is there a potential convergence of theories of consciousness in sight? Neurosci Biobehav Rev 2020; 118: 568– 87.doi: 10.1016/j.neubiorev.2020.07.019 32783969 · DOI · Paper page
- Oizumi M, Albantakis L and Tononi G, Sporns O. From the phenomenology to the mechanisms of consciousness: integrated information theory 3.0. PLoS Comput Biol 2014; 10: e1003588.doi: 10.1371/journal.pcbi.1003588 PMC4014402 24811198 · DOI · Paper page
- Olivares FA, Vargas E, Fuentes C, Martínez-Pernía D, Canales-Johnson A. Neurophenomenology revisited: second-person methods for the study of human consciousness. Front Psychol 2015; 6: 1– 12.doi: 10.3389/fpsyg.2015.00673 26074839 PMC4448507 · DOI
- Pautz A. Consciousness Inside and Out: Phenomenology, Neuroscience, and the Nature of Experience (ed. Brown R), The real trouble with phenomenal externalism: new empirical evidence for a brain-based theory of consciousness, Dordrecht: Springer, 2014, 237– 317.doi: 10.1007/978-94-007-6001-118 · DOI
- Petitmengin C, Remillieux A, Valenzuela-Moguillansky C. Discovering the structures of lived experience. Phenomenol Cogn Sci 2019; 18: 691– 730.doi: 10.1007/s11097-018-9597-4 · DOI
- Poletti S, Abdoun O, Zorn J, Lutz A. Pain regulation during mindfulness meditation: phenomenological fingerprints in novices and experts practitioners. Eur J Pain 2021; 25: 1583– 602.doi: 10.1002/ejp.1774 33797842 · DOI
- Prakash C, Chris Fields DD Hoffman RP, Singh M. Fact, fiction, and fitness. Entropy 2020; 22: 1– 23.doi: 10.3390/E22050514 PMC7517005 33286286 · DOI
- Prentner R. Consciousness and topologically structured phenomenal spaces. Conscious Cogn 2019; 70: 25– 38.doi: 10.1016/j.concog.2019.02.002 30822650 · DOI
- Reutlinger A. Explanation beyond causation? New directions in the philosophy of scientific explanation. Philos Compass 2017; 12: 1– 11.doi: 10.1111/phc3.12395 · DOI
- Rosenthal DM. Consciousness and its function. Neuropsychologia 2008; 46: 829– 40.doi: 10.1016/j.neuropsychologia.2007.11.012 18164042 · DOI
- Rosenthal D. Assessing criteria for theories. Cognit Neurosci 2020; 00: 1– 2.doi: 10.1080/17588928.2020.1838471 33176562 · DOI
- Salmon WC. Scientific explanation: causation and unification. CríTica (MéXico D. F. En línea) 1990; 22: 3– 23.doi: 10.22201/iifs.18704905e.1990.773 · DOI
- Seth A. Models of consciousness. Scholarpedia 2007; 2: 1328.doi: 10.4249/scholarpedia.1328 · DOI
- Searle JR. How to study consciousness scientifically. Philos Trans R Soc Lond B Biol Sci 1998; 353: 1935– 42.doi: 10.1098/rstb.1998.0346 9854266 PMC1692422 · DOI
- Searle JR. Consciousness. Annu Rev Neurosci 2000; 23: 557– 78.doi: 10.1146/annurev.neuro.23.1.557 10845075 · DOI
- Seth A. Explanatory correlates of consciousness: Theoretical and computational challenges. Cognit Comput 2009; 1: 50– 63.doi: 10.1007/s12559-009-9007-x · DOI · Paper page
- Shoemaker S. Phenomenal character revisited. Philos Phenomenol Res 2000; 60: 465.doi: 10.2307/2653497 · DOI
- Signorelli CM, Theoretical Models and Measures of Conscious Brain Network Dynamics. An Integrative Approach, PhD thesis, 2021.
- Signorelli CM, Meling D. Towards new concepts for a biological neuroscience of consciousness. Cogn Neurodynamics 2021. 10.1007/s11571-020-09658-7. PMC8448820 34603542 · DOI
- Signorelli CM, Wang Q, Coecke B. Reasoning about conscious experience with axiomatic and graphical mathematics. Conscious Cogn 2021b. 10.1016/j.concog.2021.103168. 34627099 · DOI
- Signorelli CM, Wang Q, Khan I. A compositional model of consciousness based on consciousness-only. Entropy 2021c; 23: 308.doi: 10.3390/e23030308 PMC8000262 33807697 · DOI
- Steven Scholte H, Jolij J, Fahrenfort JJ, Lamme VAF. Feedforward and recurrent processing in scene segmentation: Electroencephalography and functional magnetic resonance imaging. J Cognit Neurosci 2008; 20: 2097– 109.doi: 10.1162/jocn.2008.20142 18416684 · DOI
- Storm JF, Boly M, Casali AG, Massimini M, Olcese U, Pennartz CMA, Wilke M. Consciousness regained: disentangling mechanisms, brain systems, and behavioral responses. J Neurosci 2017; 37: 10882– 93.doi: 10.1523/jneurosci.1838-17.2017 29118218 PMC5678021 · DOI
- Strawson G. Realistic monism: why physicalism entails panpsychism. J Conscious Stud 2006; 13: 3– 31.
- Strevens M. The causal and unification approaches to explanation unified - causally. Nous 2004; 38: 154– 76.doi: 10.1111/j.1468-0068.2004.00466.x · DOI
- Suzuki M, Larkum ME. General anesthesia decouples cortical pyramidal neurons. Cell 2020; 180: 666– 676.e13.doi: 10.1016/j.cell.2020.01.024 32084339 · DOI · Paper page
- Tagliazucchi E. The signatures of conscious access and its phenomenology are consistent with large-scale brain communication at criticality. Conscious Cogn 2017; 55: 136– 47.doi: 10.1016/j.concog.2017.08.008 28846872 · DOI
- Thompson E, Varela FJ. Radical embodiment: neural dynamics and consciousness. Trends Cognit Sci 2001; 5: 418– 25.doi: 10.1016/S1364-6613(00)01750-2 11707380 · DOI · Paper page
- Thompson E. Life and mind: from autopoiesis to neurophenomenology. A tribute to francisco varela. Phenomenol Cogn Sci 2004; 3: 381– 98.doi: 10.1023/b:phen.0000048936.73339.dd · DOI
- Thompson E. Mind in Life. Cambridge, Massachusetts: Harvard University Press, 2007.
- Tononi G, Boly M, Massimini M, Koch C. Integrated information theory: from consciousness to its physical substrate. Nat Rev Neurosci 2016; 17: 450– 61.doi: 10.1038/nrn.2016.44 27225071 · DOI · Paper page
- Tsuchiya N, Taguchi S, Saigo H. Using category theory to assess the relationship between consciousness and integrated information theory. Neurosci Res 2016; 107: 1– 7.doi: 10.1016/j.neures.2015.12.007 26748074 · DOI
- Tsuchiya N, Saigo H, Applying Yoneda’s Lemma to Consciousness Research: Categories of Level and Contents of Consciousness, (2020), Preprint.doi: 10.31219/osf.io/68nhy PMC8517618 34659799 · DOI
- Varela FJ. Neurophenomenology: a methodological remedy for the hard problem. J Conscious Stud 1996; 3: 330– 49.
- Varela F, Lachaux J-P, Rodriguez E, Martinerie J. The brainweb: phase synchronization and large-scale integration. Nat Rev Neurosci 2001; 2: 229– 39.doi: 10.1038/35067550 11283746 · DOI · Paper page
- Wiese W. The science of consciousness does not need another theory, it needs a minimal unifying model. Neurosci 2020; 2020: 1– 7.doi: 10.1093/nc/niaa013 PMC7352491 32676200 · DOI
- Wiese W, Friston KJ. The neural correlates of consciousness under the free energy principle: From computational correlates to computational explanation. PhiMiSci 2021; 22: 1– 31: forthcomin.doi: 10.31234/osf.io/7gefk · DOI
- Windt JM, Nielsen T, Thompson E. Does consciousness disappear in dreamless sleep? Trends Cognit Sci 2016; 20: 871– 82.doi: 10.1016/j.tics.2016.09.006 27765517 · DOI
- Woodward J. Making Things Happen. Oxford: Oxford University Press, 2004.doi: 10.1093/0195155270.001.0001 · DOI · Paper page
- Woodward J. II–James woodward: mechanistic explanation: its scope and limits. Aristot Soc Suppl Vol 2013; 87: 39– 65.doi: 10.1111/j.1467-8349.2013.00219.x · DOI
- Yoshimi J. Mathematizing phenomenology. Phenomenol Cogn Sci 2007; 6: 271– 91.doi: 10.1007/s11097-007-9052-4 · DOI
Cited by
Sorted by citations
Seth, A. K., & Bayne, T. (2022) · Nature Reviews Neuroscience · doi:10.1038/s41583-022-00587-4 · Cited by 880 · see citing works
Tasserie, J., Uhrig, L., Sitt, J. D., Manasova, D., Dupont, M., Dehaene, S., & Jarraya, B. (2022) · Science Advances · doi:10.1126/sciadv.abl5547 · Cited by 171 · see citing works
The ConTraSt database for analysing and comparing empirical studies of consciousness theories
Yaron, I., Melloni, L., Pitts, M., & Mudrik, L. (2022) · Nature Human Behaviour · doi:10.1038/s41562-021-01284-5 · Cited by 147 · see citing works
Cogitate Consortium, Ferrante, O., Gorska-Klimowska, U., Henin, S., Hirschhorn, R., Khalaf, A., Lepauvre, A., Liu, L., Richter, D., Vidal, Y., et al. (2025) · Nature · doi:10.1038/s41586-025-08888-1 · Cited by 136 · see citing works
“Different theories explain how subjective experience arises from brain activity 1,2 .”
InfluentialMelloni, L., Mudrik, L., Pitts, M., Bendtz, K., Ferrante, O., Gorska, U., Hirschhorn, R., Khalaf, A., Kozma, C., Lepauvre, A., et al. (2023) · PLoS ONE · doi:10.1371/journal.pone.0268577 · Cited by 113 · see citing works
“This has led to the development of several promising scientific theories of consciousness [7].”
Unpacking the complexities of consciousness: Theories and reflections
Mudrik, L., Boly, M., Dehaene, S., Fleming, S. M., Lamme, V., Seth, A., & Melloni, L. (2025) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2025.106053 · Cited by 81 · see citing works
The search for the neural correlate of consciousness: Progress and challenges
Lepauvre, A., & Melloni, L. (2021) · Philosophy and the Mind Sciences · doi:10.33735/phimisci.2021.87 · Cited by 38 · see citing works
A voice without a mouth no more: The neurobiology of language and consciousness
Skipper, J. I. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104772 · Cited by 31 · see citing works
Active inference as a computational framework for consciousness
Vilas, M. G., Auksztulewicz, R., & Melloni, L. (2022) · Review of Philosophy and Psychology · doi:10.1007/s13164-021-00579-w · Cited by 28 · see citing works
A measure centrality index for systematic empirical comparison of consciousness theories
Chis-Ciure, R., Melloni, L., & Northoff, G. (2024) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2024.105670 · Cited by 22 · see citing works
Negro, N. (2024) · Neuroscience of Consciousness · doi:10.1093/nc/niae012 · Cited by 21 · see citing works
Yaron, I., Melloni, L., Pitts, M., & Mudrik, L. (2021) · doi:10.1101/2021.06.10.447863 · Cited by 21 · see citing works
Evers, K., Farisco, M., & Pennartz, C. M. A. (2024) · Consciousness and Cognition · doi:10.1016/j.concog.2024.103668 · Cited by 22 · see citing works
The fundamental tension in integrated information theory 4.0’s realist idealism
Cea, I., Negro, N., & Signorelli, C. M. (2023) · Entropy · doi:10.3390/e25101453 · Cited by 13 · see citing works
Self-citationA clarification of the conditions under which Large language Models could be conscious
Overgaard, M., & Kirkeby-Hinrup, A. (2024) · Humanities and Social Sciences Communications · doi:10.1057/s41599-024-03553-w · Cited by 12 · see citing works
“In recent years, much attention has been given to classifying explanatory targets and mechanisms of extant theories in various, but similar terms (Doerig et al. 2020; Fahrenfort and van Gaal, 2021; Sattin et al. 2021; Schurger and Graziano, 2022; Signorelli et al. 2021).”
Corcoran, A. W., Haun, A. M., Dorman, R., Tononi, G., Friston, K. J., & Pennartz, C. M. A. (2026) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2026.106742 · Cited by 2 · see citing works
- Authors
- Signorelli, C. M., Szczotka, J., & Prentner, R.
- Affiliations
- Inserm (FR)
- Jagiellonian University (PL)
- University of California, Irvine (US)
- Corresponding author
- Signorelli, Camilo Miguel
- Venue
- Neuroscience of Consciousness
- Publisher
- Oxford University Press (OUP)
- Published
- 2021-01-01
- Volume
- 2021
- Issue
- 2
- Pages
- niab021-niab021
- ISSN
- 2057-2107 (ISSN-L)
- PMC
- PMC8396118
- OpenAlex
- W3165547626
- Cited by
- 91
- References
- 30
- Citations by year
- 2026: 14 · 2025: 22 · 2024: 17 · 2023: 15 · 2022: 18 · 2021: 5
- FWCI
- 2.25
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Neuroscience of Consciousness (publishedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by-nc)
- PubMed (publishedVersion)
- PsyArXiv (OSF Preprints) (submittedVersion, cc-by)
- PsyArXiv (OSF Preprints) (submittedVersion)
- Funders
- CONICYT (CONICYT PFCHA/DOCTORADO BECAS CHILE/2016 - 72170507)
- Polish Ministry of Science and Higher Education’s Diamond (DI2016 020046)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Philosophy and Theoretical Science
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Philosophy and History of Science
- Life Sciences › Neuroscience › Cognitive Neuroscience › Embodied and Extended Cognition
- Keywords
- consciousness model, axiomatic model, experimental predictions
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review