"Aging as a loss of goal-directedness"
osf.io/preprints/osf/m5bnx_v1 (Michael Levin's collaboration, Feb 2025)
Aging as a loss of goal-directedness: an evolutionary simulation and analysis unifying regeneration with anatomical rejuvenation
Aging as a loss of goal-directedness: an evolutionary simulation and analysis unifying regeneration with anatomical rejuvenation
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"We deploy the evolved NCA solution for much longer times compared to the developmental stage at which the evolutionary selection occurs (c.f., fig. 2 (C, D)) and study the NCA’s long-term behavior with information-dynamic measures such as Active Information Storage (AIS)77, Transfer Entropy (TE)78, and Spatial Entropy (SE). This parallels a biological an organism’s ability to maintain its physiological integrity via multiscale homeodynamic competencies for much longer than necessary for genetic reproduction. In turn, this may lead to an accumulation of a variety of entropically and self-regulatory favored morphological changes that are not directly fatal but potentially increasingly dysfunctional, changing the setpoint of the unicellular ’agents’ self-regulatory scheme and leading to misdifferentation"
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