Understanding the Machine — Integrative Review

Concept map of literature themes and their relationship to the Human Intellectual Life Cycle
Conceptual lens
Higher Education Student Learning Experience Lens
Interpretive frame through which all literature is read
Three registers
Context Description
What is true about the learner's environment
AI-Mediated Communication (AI-MC)
CASA Paradigm
Developmental Complexity / Self-Authorship
AI Influence on the Learner
How GenAI shapes learner self-direction
Epistemic Trust / Dilemma
Human-Media Social Scripts
Learner's Illusion
AI Sycophancy / Validation Bias
Autonomous Motivation vs. Compliance
External vs. Internal Orientation
Environmental Supports
Factors that support learner self-direction
Self-Determination Theory (SDT)
Desirable Difficulties
LOVS Institutional Supports
Developmentally Effective Experiences
E-Learning & Learner Motivation
Five enduring concerns
Truth
Epistemic credibility
Integrity
Values & character
Justice
Equity & access
Independence
Intellectual Autonomy
Responsibility
Agency & accountability
Human Intellectual Life Cycle
Conceptual model developed through the two-part review
Attention
Formation begins here
Focus
Sustained inward holding
Intention
Direction formed within
Action
Purposeful engagement
Reflection
Formation made permanent
Emerging from the HILC
Intellectual Autonomy
Developmental outcome of the HILC
Overarching goal
Self-Authorship
Responsible Agency
Social Mobility
Each construct represented in this map carries a distinct body of scholarly literature. The map is organized according to a theory-building integrative review methodology; sources are brought into interpretive relation rather than summarized in isolation. In the interactive version of this figure, hovering over each map term reveals a brief description of its conceptual function within the framework.
Torraco (2016): A theory-building integrative review brings literature into interpretive relation to develop a conceptual response.