The philosophy and causality can be denoted as:
Data Computers (Turing & von Neumann) vs. Knowledge Computers (ICIC, http://www.ucalgary.ca/icic/).
A fundamental observation is that humans are not reasoning at the binary level because it’s too distance and indirect from the real-world entities/problems and their mental neurophysiological representation. It’s also too inefficient in natural inference because human knowledge and thought are not numbers rather than hyperstructures of concepts and behavioral processes.