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Does Gaia Play Dice? Simple Models of Non-Darwinian Selection
Rudy Arthur1, Arwen Nicholson2
1Department of Computer Science, University of Exeter, Exeter, UK.
Astrobiology
|November 14, 2023
Summary
Simple dice models reveal that planetary habitability selection mechanisms, like Selection by Survival, show improvements over time due to sampling effects. Sequential Selection with Memory suggests a statistical tendency for systems to improve, relating to the Inhabitance Paradox.
Area of Science:
- Astrobiology
- Planetary Science
- Statistical Modeling
Background:
- Planetary habitability is a complex field with various proposed selection mechanisms.
- Realistic models often obscure the specific effects of these mechanisms.
- Analytically tractable models are needed to isolate and study individual mechanisms.
Purpose of the Study:
- To explore proposed planetary habitability selection mechanisms using simple, analytically tractable models.
- To isolate the consequences of specific selection mechanisms from confounding factors.
- To investigate the implications for concepts like the Inhabitance Paradox and Gaian bottleneck.
Main Methods:
- Development of simple models based on rolling dice.
- Analysis of observable outcomes (face value of the die) over time.
- Comparison of different selection models: Selection by Survival, Sequential Selection, and Sequential Selection with Memory.
Main Results:
- The observable 'improves' over time in all models.
- Improvement in Selection by Survival and Sequential Selection is attributed to sampling effects.
- Sequential Selection with Memory indicates a statistical tendency for systems to improve.
Conclusions:
- Simple models can effectively isolate and study the effects of planetary habitability selection mechanisms.
- Sampling effects play a significant role in observed improvements in some models.
- The concept of 'improvement' over time in planetary systems has statistical underpinnings relevant to astrobiological paradoxes.
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