I have some small suggestions which could help to cut down on mis-identified observations reaching Research Grade: making it a little more difficult to simply "agree" with an ID.
Something that seems to happen quite frequently is that someone adds an incorrect ID, and then someone else agrees with it, presumably through carelessness, or not really taking the time to assess the ID properly themselves. For example:
http://www.inaturalist.org/observations/4718459In these cases, there is really only one ID, and by making it easy to "agree", it is counted twice, leading to the observation reaching Research Grade, being added to GBIF, and largely disappearing from further scrutiny.
I have a few thoughts on how to cut down on this problem:
1. Remove the "Agree" button from the thumbnail view on the "Identify" page. Even for easily-identified taxa, I really think it is necessary to view a larger version of the image by clicking on the observation, to check if there are multiple images, comments, that the location makes sense, and so on. Do any of the power users really identify from the thumbnail view?
2. Change the text of the "Agree" button to "ID is correct" or something similar. The idea would be to remind people, psychologically, that they are not simply nodding along to someone else's suggestion, but making an independent evaluation of the ID.
3. As a more extreme version of #1, and an alternative to #2, remove the "Agree" button everywhere, so that users would have to type the taxon name to add an ID.
The downside of these suggestions (especially #3) would be that it would become a little harder for people to agree with IDs, but to me, that seems more positive than negative.
I'd be interested to hear what others think.
Ben