Yes, it's the Torque Converter. There was no recall or anything as far as I'm aware, but there was a study done by Ford and it showed that the torque converter becomes damaged over time and will act like it is in neutral.

Google it and see how often it has happened. This TC has been discontinued as of 2003 I believe.