Papers make me feel slothful. I print them, I try to read them, and then something else catches my attention (email! labmate with new data! teatime! bug on ceiling!) and I cast the critter aside.
Ok, so that's a bad trait. However, since I know about it, I came up with a clever way to force myself to read more during grad school: invite some friends.
From second year through sixth, two like-minded friends and I got together every week or two to discuss a selection of papers. Beforehand, we would pick a topic for the week and email around a few suggestions of what we could read. Usually this meant that one or more of us Pubmedded the topic and chose a few papers based on titles/abstracts. The other two would comment on the list, and we'd whittle it down, typically to 2-3 original papers plus one review.
Inspiration for topics sprang from various sources, but the common ones were:
--New Hot Paper on something piques our interest in the history and background of that topic
--Seminar speaker says something intriguing that we don't understand
--A term or concept frequently gets batted around in our labs or journal clubs, and we always look wise and nod without knowing what the hell it really means
--One of us needs to learn something new for our own research purposes and somehow persuades the other two to help
Then we'd get together for coffee, intellectual discourse, and general raillery. We usually went through each paper figure by figure, talking through the logic and helping each other over the rough spots.
But Jekyll, you say, how is this any different than the journal club I go to every week? Well, if your journal clubs are anything like mine, one person has read the paper for discussion plus a few others and gives the whole presentation; the rest of the attendees have possibly not even printed the paper up for discussion, and can zone out if they're sleepy. It's also a fairly passive way to learn science--having it presented to you.
Since there were just three of us, no one could opt out or be lazy. We always read a group of related papers so that each paper provided context for the other two, which helped us understand the issues at hand.
Most importantly, at the start of each paper session we would gossip about our friends, PIs, labwork, and anything else. That made us happy, it kept the meetings friendly and entertaining, and it gave us all a chance to help each other with lab issues (we were all in different labs). So although we were being nerdy, we were also having fun and becoming good friends.
I've recommended doing something like this to some of my younger grad friends, but none of them have created their own sciencecoffeeklatsch, to my knowledge. Maybe it's not for everyone, but it sure helped me learn a lot about my subfield. I've forgotten a lot of what we talked about over the years (hint hint, PhysioProf: you were going to blog about retaining what you read?) but the context and general knowledge about the field (Prof So-and-so works on X, Prof Such-and-such is a careful scientist, etc) have been invaluable. And it kept me intellectually limber to read work outside my lab's turf. So I'd recommend it if, like me, you're feeling asea in the ocean of papers out there.