Caught in the Act: Core-powered Mass-loss Predictions for Observing Atmospheric Escape
Akash Gupta, Hilke E. Schlichting

TL;DR
This paper identifies specific exoplanets likely losing their atmospheres today due to core-powered mass-loss, using Bayesian inference on observational data, and highlights planets that may have secondary atmospheres or dense interiors.
Contribution
It presents a Bayesian inference framework to estimate current atmospheric loss rates and planetary properties, identifying candidate planets for atmospheric escape and secondary atmospheres.
Findings
Identified planets potentially losing atmospheres at rates >10^7 g/s.
Predicted planets with secondary atmospheres or dense, icy interiors.
Provided candidate list for future observational follow-up.
Abstract
Past studies have demonstrated that atmospheric escape by the core-powered mass-loss mechanism can explain a multitude of observations associated with the radius valley that separates the super-Earth and sub-Neptune planet populations. Complementing such studies, in this work, we present a shortlist of planets that could be losing their atmospheres today if their evolution is indeed primarily dictated by core-powered mass-loss. We use Bayesian inference analysis on our planet evolution and mass-loss model to estimate the posteriors of the parameters that encapsulate the current state of a given planet, given their published masses, radii and host star properties. Our models predict that the following planets could be losing their atmospheres today at a rate g/s at 50\% confidence level: pi Men c, Kepler-60 d, Kepler-60 b, HD 86226 c, EPIC 249893012 b, Kepler-107 c, HD…
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