The role of quantum mechanics in cognition-based evolution
Open accessAbstract
In 2021 I noted that in all information-based systems we understand, Cognition creates Code, which controls Chemical reactions. Known agents write software which controls hardware, and not the other way around. I proposed the same is true in all of biology. Though the textbook description of cause and effect in biology proposes the reverse, that Chemical reactions produce Code from which Cognition emerges, there are no examples in the literature demonstrating either step. A mathematical proof for the first step, cognition generating code, is based on Turing's halting problem. The second step, code controlling chemical reactions, is the role of the genetic code. Thus a central question in biology: What is the nature and source of cognition? In this paper I propose a relationship between biology and Quantum Mechanics (QM), hypothesizing that the same principle that enables an observer to collapse a wave function also grants biology its agency: the organism's ability to act on the world instead of merely being a passive recipient. Just as all living cells are cognitive (Shapiro 2021, 2007; McClintock 1984; Lyon 2015; Levin 2019; Pascal and Pross, 2022), I propose humans are quantum observers because we are made of cells and all cells are observers. This supports the century-old view that in QM, the observer does not merely record the event but plays a fundamental role in its outcome.The classical world is driven by laws, which are deductive; the quantum world is driven by choices, which are inductive. When the two are combined, they form the master feedback loop of perception and action for all biology. In this paper I apply basic definitions of induction, deduction and computation to known properties of QM to show that the organism altering itself (and its environment) is a whole shaping its parts. It is not merely parts comprising a whole. I propose that an observer collapsing the wave function is the physical mechanism for producing negentropy. The way forward in solving the information problem in biology is understanding the relationship between cognition and QM.
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Marshall's extension of domain-specific quantum effects in molecular systems to a generalised cellular "observer" mechanism remains speculative and lacks direct empirical evidence for organism-level wave-function collapse.
“However, his extension of domain-specific quantum effects in molecular systems to a generalised cellular “observer” mechanism remains speculative and lacks direct empirical evidence for organism-level wave-function collapse.”
From Quantum-Inspired and Non-Classical Approaches to Consciousness: Models, Evidence and Constraints (2026) · cites this paper as [28]
Cites
A Mathematical Theory of Communication
Shannon, C. E. (1948) · Bell System Technical Journal · doi:10.1002/j.1538-7305.1948.tb01338.x · Cited by 88,486 · see citing works
Nagel, T. (1974) · The Philosophical Review · doi:10.2307/2183914 · Cited by 7,440 · see citing works
A Suggested Interpretation of the Quantum Theory in Terms of "Hidden" Variables. I
Bohm, D. (1952) · Physical Review · doi:10.1103/physrev.85.166 · Cited by 5,510 · see citing works
Mathematical Foundations of Quantum Mechanics
von Neumann, J. (2018) · Princeton University Press eBooks · doi:10.1515/9781400889921 · Cited by 5,043 · see citing works
Irreversibility and heat generation in the computing process
Landauer, R. (1961) · IBM Journal of Research and Development · doi:10.1147/rd.53.0183 · Cited by 4,980 · see citing works
"Relative State" Formulation of Quantum Mechanics
Everett, H. (1957) · Reviews of Modern Physics · doi:10.1103/revmodphys.29.454 · Cited by 3,379 · see citing works
Evidence for wavelike energy transfer through quantum coherence in photosynthetic systems
Engel, G. S., Calhoun, T. R., Read, E. L., Ahn, T.-K., Mančal, T., Cheng, Y.-C., Blankenship, R. E., & Fleming, G. R. (2007) · Nature · doi:10.1038/nature05678 · Cited by 3,315 · see citing works
The Significance of Responses of the Genome to Challenge
McClintock, B. (1984) · Science · doi:10.1126/science.15739260 · Cited by 2,638 · see citing works
Über formal unentscheidbare Sätze der Principia Mathematica und verwandter Systeme I
Gödel, K. (1931) · Monatshefte für Mathematik und Physik · doi:10.1007/bf01700692 · Cited by 2,395 · see citing works
(1944) · Andalas University Repository (Andalas University) · Cited by 2,118 · see citing works
Facing up to the problem of consciousness
Chalmers, D. J. (1996) · Toward a Science of Consciousness · doi:10.7551/mitpress/6860.003.0003 · Cited by 1,966 · see citing works
An Unsolvable Problem of Elementary Number Theory
Church, A. (1936) · American Journal of Mathematics · doi:10.2307/2371045 · Cited by 1,787 · see citing works
The Quantum Postulate and the Recent Development of Atomic Theory1
BOHR, N. (1928) · Nature · doi:10.1038/121580a0 · Cited by 1,700 · see citing works
Cognition, Evolution, and Behavior
Shettleworth, S. J. (2009) · doi:10.1093/oso/9780195319842.001.0001 · Cited by 1,453 · see citing works
Life itself: a comprehensive inquiry into the nature, origin, and fabrication of life
(1992) · Choice Reviews Online · doi:10.5860/choice.29-4505 · Cited by 1,043 · see citing works
Physics and Philosophy, the Revolution in Modern Science.
BEAN, W. B. (1959) · Archives of Internal Medicine · doi:10.1001/archinte.1959.00270050166032 · Cited by 802 · see citing works
Wolfram, & Gad-el-Hak (2003) · Applied Mechanics Reviews · doi:10.1115/1.1553433 · Cited by 760 · see citing works
The elegant universe: superstrings, hidden dimensions, and the quest for the ultimate theory
(1999) · Choice Reviews Online · doi:10.5860/choice.36-6332 · Cited by 649 · see citing works
Experiment and the foundations of quantum physics
Zeilinger, A. (1999) · Reviews of Modern Physics · doi:10.1103/revmodphys.71.s288 · Cited by 530 · see citing works
‘Surely You're Joking, Mr Feynman!’ Adventures of a Curious Character
Jones, G. T. (1985) · Physics Bulletin · doi:10.1088/0031-9112/36/11/016 · Cited by 416 · see citing works
The cognitive cell: bacterial behavior reconsidered
Lyon, P. (2015) · Frontiers in Microbiology · doi:10.3389/fmicb.2015.00264 · Cited by 411 · see citing works
Is Semantic Information Meaningful Data?
FLORIDI, L. (2005) · Philosophy and Phenomenological Research · doi:10.1111/j.1933-1592.2005.tb00531.x · Cited by 375 · see citing works
The Evolution of the Sensitive Soul: Learning and the Origins of Consciousness
Ginsburg, S., & Jablonka, E. (2019) · doi:10.7551/mitpress/11006.001.0001 · Cited by 372 · see citing works
Philosophical Essay on Probabilities
Dale, A. I., & de Laplace, P.-S. M. (1995) · Sources in the history of mathematics and physical sciences · doi:10.1007/978-1-4612-4184-3 · Cited by 322 · see citing works
Levin, M. G. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02688 · Cited by 310 · see citing works
Physics of life: The dawn of quantum biology
Ball, P. (2011) · Nature · doi:10.1038/474272a · Cited by 289 · see citing works
INDUCTION OF INSTABILITY AT SELECTED LOCI IN MAIZE
McClintock, B. (1953) · Genetics · doi:10.1093/genetics/38.6.579 · Cited by 265 · see citing works
Bacteria are small but not stupid: cognition, natural genetic engineering and socio-bacteriology
Shapiro, J. A. (2007) · Studies in History and Philosophy of Science Part C Studies in History and Philosophy of Biological and Biomedical Sciences · doi:10.1016/j.shpsc.2007.09.010 · Cited by 252 · see citing works
Rotation and structure of FoF1-ATP synthase
Okuno, D., Iino, R., & Noji, H. (2011) · The Journal of Biochemistry · doi:10.1093/jb/mvr049 · Cited by 220 · see citing works
Information Theory, Evolution, and the Origin of Life
Yockey, H. (2005) · Cambridge University Press eBooks · doi:10.1017/cbo9780511546433 · Cited by 201 · see citing works
Dance to the Tune of Life: Biological Relativity
Noble, D. (2017) · Cited by 195 · see citing works
Levin, M. (2022) · Frontiers in Systems Neuroscience · doi:10.3389/fnsys.2022.768201 · Cited by 195 · see citing works
The origins of quantum biology
McFadden, J., & Al-Khalili, J. (2018) · Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences · doi:10.1098/rspa.2018.0674 · Cited by 192 · see citing works
(1993) · Medical Entomology and Zoology · Cited by 181 · see citing works
Reaching biological timescales with all-atom molecular dynamics simulations
Zwier, M. C., & Chong, L. T. (2010) · Current Opinion in Pharmacology · doi:10.1016/j.coph.2010.09.008 · Cited by 168 · see citing works
ATP-driven stepwise rotation of F o F 1 -ATP synthase
Ueno, H., Suzuki, T., Kinosita, K., & Yoshida, M. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0407857102 · Cited by 159 · see citing works
(2019) · Cited by 140 · see citing works
Consciousness and the double-slit interference pattern: Six experiments
Radin, D. I., Michel, L., Galdamez, K. M., Wendland, P. H., Rickenbach, R., & Arnaud Delorme, A. (2012) · Physics Essays · doi:10.4006/0836-1398-25.2.157 · Cited by 125 · see citing works
Fields, C., & Levin, M. (2022) · Entropy · doi:10.3390/e24060819 · Cited by 121 · see citing works
Ethernet: The definitive guide
(2000) · Computers & Mathematics with Applications · doi:10.1016/s0898-1221(00)90215-3 · Cited by 111 · see citing works
Biological information systems: Evolution as cognition-based information management
Miller, W. B. (2017) · Progress in Biophysics and Molecular Biology · doi:10.1016/j.pbiomolbio.2017.11.005 · Cited by 101 · see citing works
Biomolecular Basis of Cellular Consciousness via Subcellular Nanobrains
Baluška, F., Miller, W. B., & Reber, A. S. (2021) · International Journal of Molecular Sciences · doi:10.3390/ijms22052545 · Cited by 100 · see citing works
The Illusions of the Modern Synthesis
Noble, D. (2021) · Biosemiotics · doi:10.1007/s12304-021-09405-3 · Cited by 95 · see citing works
Minimal physicalism as a scale-free substrate for cognition and consciousness
Fields, C., Glazebrook, J. F., & Levin, M. G. (2021) · Neuroscience of Consciousness · doi:10.1093/nc/niab013 · Cited by 93 · see citing works
Levin, M. (2021) · Biochemical and Biophysical Research Communications · doi:10.1016/j.bbrc.2020.10.077 · Cited by 92 · see citing works
Nano-intentionality: a defense of intrinsic intentionality
Fitch, W. T. (2007) · Biology & Philosophy · doi:10.1007/s10539-007-9079-5 · Cited by 84 · see citing works
Quantum mechanical tunneling in synaptic and ephaptic transmission
Walker, E. H. (1977) · International Journal of Quantum Chemistry · doi:10.1002/qua.560110109 · Cited by 83 · see citing works
Current State-of-the-Art Molecular Dynamics Methods and Applications
Vlachakis, D., Bencúrová, E., Papangelopoulos, N., & Κοσσίδα, Σ. (2014) · Advances in protein chemistry and structural biology · doi:10.1016/b978-0-12-800168-4.00007-x · Cited by 75 · see citing works
Evolution: A View from the 21st Century
Penny, D. (2012) · Systematic Biology · doi:10.1093/sysbio/sys006 · Cited by 67 · see citing works
Ectopic eyes outside the head inXenopustadpoles provide sensory data for light-mediated learning
Blackiston, D. J., & Levin, M. G. (2013) · Journal of Experimental Biology · doi:10.1242/jeb.074963 · Cited by 61 · see citing works
The outer limits of reason: what science, mathematics, and logic cannot tell us
(2014) · Choice Reviews Online · doi:10.5860/choice.51-4991 · Cited by 60 · see citing works
The stability of memories during brain remodeling: A perspective
Blackiston, D. J., Shomrat, T., & Levin, M. G. (2015) · Communicative & Integrative Biology · doi:10.1080/19420889.2015.1073424 · Cited by 60 · see citing works
Anaesthetics and plants: from sensory systems to cognition-based adaptive behaviour
Baluška, F., & Yokawa, K. (2021) · PROTOPLASMA · doi:10.1007/s00709-020-01594-x · Cited by 52 · see citing works
Kauffman, S. A., & Roli, A. (2021) · Entropy · doi:10.3390/e23111467 · Cited by 48 · see citing works
System‐level feedbacks control cell cycle progression
Kapuy, O., He, E., López‐Avilés, S., Uhlmann, F., Tyson, J. J., & Novák, B. (2009) · FEBS Letters · doi:10.1016/j.febslet.2009.08.023 · Cited by 40 · see citing works
Control of cell growth, division and death: information processing in living cells
Tyson, J. J., & Novák, B. (2014) · Interface Focus · doi:10.1098/rsfs.2013.0070 · Cited by 40 · see citing works
Liu, J. (2021) · Seminars in Cancer Biology · doi:10.1016/j.semcancer.2021.06.007 · Cited by 38 · see citing works
Quantum aspects of the brain-mind relationship: A hypothesis with supporting evidence
Kauffman, S. A., & Radin, D. I. (2022) · Biosystems · doi:10.1016/j.biosystems.2022.104820 · Cited by 38 · see citing works
If Physics Is an Information Science, What Is an Observer?
Fields, C. (2012) · Information · doi:10.3390/info3010092 · Cited by 34 · see citing works
Consciousness, embodied Quantum Entanglement
Torday, J. S. (2022) · Progress in Biophysics and Molecular Biology · doi:10.1016/j.pbiomolbio.2022.11.002 · Cited by 31 · see citing works
Biology transcends the limits of computation
Marshall, P. (2021) · Progress in Biophysics and Molecular Biology · doi:10.1016/j.pbiomolbio.2021.04.006 · Cited by 29 · see citing works
Self-citationRelational biology and Church's thesis
Louie, A. H. (2020) · Biosystems · doi:10.1016/j.biosystems.2020.104179 · Cited by 20 · see citing works
Wills, P. R. (2013) · Biosemiotics · doi:10.1007/s12304-013-9196-2 · Cited by 19 · see citing works
Levels of Infinity: Selected Writings on Mathematics and Philosophy
Weyl, H., & Pešić, P. D. (2013) · CERN Document Server (European Organization for Nuclear Research) · Cited by 16 · see citing works
On the Chemical Origin of Biological Cognition
Pascal, R., & Pross, A. (2022) · Life · doi:10.3390/life12122016 · Cited by 12 · see citing works
The evolution of evolutionary processes in organismal and cancer evolution
Laukien, F. H. (2021) · Progress in Biophysics and Molecular Biology · doi:10.1016/j.pbiomolbio.2021.08.008 · Cited by 9 · see citing works
Perspectives on Nobel Laureate Barbara McClintock’s Publications (1926-1984): A Companion Volume
Kass, L. B. (2016) · eCommons (Cornell University) · Cited by 4 · see citing works
Incompleteness: the proof and paradox of Kurt Godel
(2006) · Choice Reviews Online · doi:10.5860/choice.43-3434 · Cited by 3 · see citing works
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- Authors
- Marshall, P.
- Corresponding author
- Marshall, Perry
- ORCID
- Marshall, Perry
- Venue
- Progress in Biophysics and Molecular Biology
- Publisher
- Elsevier BV
- Published
- 2023-07
- Volume
- 180-181
- Pages
- 131-139
- ISSN
- 0079-6107 (ISSN-L)
- OpenAlex
- W4367672314
- Cited by
- 11
- References
- 68
- Citations by year
- 2026: 4 · 2025: 4 · 2024: 3
- FWCI
- 1.87
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Progress in Biophysics and Molecular Biology (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- Topics
- Social Sciences › Arts and Humanities › History and Philosophy of Science › Philosophy and History of Science
- Physical Sciences › Physics and Astronomy › Atomic and Molecular Physics, and Optics › Quantum Mechanics and Applications
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Philosophy and Theoretical Science
- Keywords
- wave function collapse, observer effect, negentropy, genetic code, induction and deduction, perception and action, origin of cognition
- MeSH terms
- Cognition, Genetic Code, Humans, Physics, Quantum Theory, Software
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