| CPC G06F 16/637 (2019.01) [G06F 3/16 (2013.01); G06F 16/60 (2019.01); G06F 16/639 (2019.01)] | 20 Claims |

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1. A computing system comprising:
at least one processor; and
at least one non-transitory computer-readable medium comprising program instructions that are executable by the at least one processor such that the computing system is configured to:
receive, from a media service, a first indication that a media item is available to be played back by a media playback system;
based on preference information indicating a positive preference for the media item, cause the media playback system to play back the media item;
a period of time after receiving the first indication, receive a second indication that the media item is available to be played back by the media playback system;
determine that the period of time is shorter than a threshold period of time; and
based on the determination that the period of time is shorter than the threshold period of time, forgo causing the media playback system to play back the media item.
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