Giving grades for participation can cause students to talk for the sake of marks, not because they have anything to contribute. Here’s an article about an alternative to grading for participation – grading for writing about participation.
Weimer, M. (October, 2013). Grading participation: An alternative to talking for points. The Teaching Professor Blog. Faculty Focus: Higher Ed Teaching Strategies from Magna Publications.