Non-detection of Contamination by Stellar Activity in the Spitzer Transit Light Curves of TRAPPIST-1
Brett M. Morris, Eric Agol, Leslie Hebb, Suzanne L. Hawley, Micha\"el, Gillon, Elsa Ducrot, Laetitia Delrez, James Ingalls, Brice-Olivier Demory

TL;DR
This study uses a self-contamination technique on Spitzer data to investigate stellar activity effects on TRAPPIST-1's transits, finding no significant contamination but acknowledging possible undetected small-scale activity.
Contribution
It applies a novel self-contamination method to TRAPPIST-1 transits, providing constraints on stellar activity influence on transit measurements.
Findings
No significant evidence of stellar contamination detected.
Small-scale magnetic activity could still be present undetected.
Transit depths are not significantly affected by stellar spots.
Abstract
We apply the transit light curve self-contamination technique of Morris et al. (2018) to search for the effect of stellar activity on the transits of the ultracool dwarf TRAPPIST-1 with 2018 Spitzer photometry. The self-contamination method fits the transit light curves of planets orbiting spotted stars, allowing the host star to be a source of contaminating positive or negative flux which influences the transit depths but not the ingress/egress durations. We find that none of the planets show statistically significant evidence for self-contamination by bright or dark regions of the stellar photosphere. However, we show that small-scale magnetic activity, analogous in size to the smallest sunspots, could still be lurking in the transit photometry undetected.
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