Those who are interested in Mike Abramowicz's prediction markets posts may also be interested in this new NBER working paper I just saw on SSRN:

Historians have long wondered whether the Southern Confederacy had a realistic chance at winning the American Civil War. We provide some quantitative evidence on this question by introducing a new methodology for estimating the probability of winning a civil war or revolution based on decisions in financial markets. Using a unique dataset of Confederate gold bonds in Amsterdam, we apply this methodology to estimate the probability of a Southern victory from the summer of 1863 until the end of the war.

Our results suggest that European investors gave the Confederacy approximately a 42 percent chance of victory prior to the battle of Gettysburg/Vicksburg. News of the severity of the two rebel defeats led to a sell-off in Confederate bonds. By the end of 1863, the probability of a Southern victory fell to about 15 percent. Confederate victory prospects generally decreased for the remainder of the war.

The analysis also suggests that McClellan's possible election as U.S. President on a peace party platform as well as Confederate military victories in 1864 did little to reverse the market's assessment that the South would probably lose the Civil War.