1) The document explores whether non-experts can accurately annotate paintings by subject type by playing an online game.
2) It finds that while individual non-expert annotations are less accurate than experts, aggregating many non-expert annotations increases precision and achieves notable agreement with experts.
3) Users' annotation accuracy improves when labeling paintings with "perfect" type data and when they can apply what they've learned to new paintings of known subject types.