Before you call me crazy, I think machine learning can actually helping scoring quite a bit, which has been plagued with inconsistency and subjectivity. Taking a video of an element with pixels, and outputting a score is well within the realm of possibility of technologies right now. Plus with the added bonus of being able to get precise measurements on things like rotation, height, speed, etc. will help. Bias is certainly still possible and machines do have issues (for instance the color of your costume might actually affect the pixels of your video and thus the score) but on the whole it will most certainly have less bias than human judges.
Just training a model right now based on past scores and bullet point criteria etc., and using it on some videos of elements I reckon it will do quite well. Perhaps more "accurate" than real judges. Again crazy idea but I think it has its merits. I do think the biggest barrier is just humans getting over the fact that things like this machines can do quite well. (maybe not PCS yet, but it can get some metrics like speed and transitions too)
Just training a model right now based on past scores and bullet point criteria etc., and using it on some videos of elements I reckon it will do quite well. Perhaps more "accurate" than real judges. Again crazy idea but I think it has its merits. I do think the biggest barrier is just humans getting over the fact that things like this machines can do quite well. (maybe not PCS yet, but it can get some metrics like speed and transitions too)