Will Menegas
williammenegas.bsky.social
Will Menegas
@williammenegas.bsky.social
Behavioral neuroscientist at MIT
our motivation is that we wanted to compare across groups (typically developing, neuropsychiatric disorder models, treatment groups) and group comparisons for traits so variable across individuals (like reaction to novel animals) required large sample sizes
December 20, 2024 at 9:11 PM
Thanks! I'm a big fan of your approach! Our reconstructions are much lower quality but we think they're good enough to get high-level information (time spent interacting with stimuli, time near each cagemate, time spent running or climbing, etc) and use models to look for patterns at that level
December 20, 2024 at 8:59 PM
Thanks!
December 20, 2024 at 6:38 AM
It took a long time to get here from the project's origin with the help of @trackingactions.bsky.social and all the great open source developers who made it possible. www.nature.com/articles/s41...
Multi-animal pose estimation, identification and tracking with DeepLabCut - Nature Methods
DeepLabCut is extended to enable multi-animal pose estimation, animal identification and tracking, thereby enabling the analysis of social behaviors.
www.nature.com
December 19, 2024 at 8:47 PM
We will be making the code and initial dataset (>2k videos with 2-4 animals each; over 3 billion timepoints) publicly available once we finish the paper revisions. It was really great working with talented young scientists @erincorbett3.bsky.social and @kimneuro.bsky.social on this project.
December 19, 2024 at 8:45 PM
Something positive - I think the journal is going in a great direction. After the editors decide what studies will go under review, the authors and reviewers can collaboratively improve the work without fear of rejection until it meets a quality standard that they all agree is sufficient. Perfect.
December 13, 2024 at 8:05 PM