You could start by watching some of the videos from the early days of DiscoverText:
Jobs Versus Steve Jobs
Bloomberg Part 2
Building a Social Sifter
These were some of the key moments early in the development of the software where we started to see how the application of our human coding and measurement tools to the text classification problem could yield promising machine-learning results.