M. A. Ritter

The paper reanalyzes MoSeq data and finds that the performance advantage of MoSeq syllables over scalar features depends on analytical methods and dataset structure, not inherent superiority.

Scalar keypoint aggregates matched Keypoint-MoSeq, VAME, SimBA and A-SOiD at discriminating eight drug-dose treatments across 314 mouse open-field recordings; social context did not improve recall.

This study uses motion sequencing to analyze how social context affects mouse behavior, finding that a minority of behavioral units change in response to spatial proximity, not direct social contact.

This study shows that mice do not uniformly express defensive behaviors when exposed to predators, instead showing context-dependent and variable responses.