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All streams operate within the Empowerment-Driven Learning Theory (EDLT) framework, which models cognitive engagement as a biologically-constrained cost-benefit calculation. Papers range from flagship working papers under review to manuscripts in preparation and current active investigations.

Stream 1

Evolutionary Metatheory of Motivation and Disengagement

This stream investigates the biological and metabolic underpinnings of student motivation, integrating active inference and Life History Theory to explain cognitive engagement in high-stakes ecologies.

Pre-print

Empowerment-Driven Learning: An Evolutionary and Computational Framework for Academic Motivation.

Chan, W.W.S. (2026). (Status: Pre-print / Under Review) — View in Publications →

In Prep

Rational Detachment: Reinterpreting "Senioritis" and Gifted Burnout as Evolutionary Energy Conservation.

Manuscript in preparation.

Active

Current Investigations

The metabolic mechanisms of academic procrastination and temporal horizon shifting.

Stream 2

STEM Pedagogy, Cognitive Load, and Domain-Specific Translation

Focusing on the translation of evolutionary metatheory into domain-specific STEM instruction, this stream examines pedagogical mismatch and the metabolic costs of advanced scientific conceptualization.

In Prep

Beyond the Henderson-Hasselbalch Equation: A Metabolic Framework for Conceptual Knowledge in Buffer Chemistry.

Manuscript in preparation.

In Prep

Survival of the Fittest Curriculum: Adapting the 5E Instructional Model for Dominance Economies.

Manuscript in preparation.

Active

Current Investigations

The Multiple Representations Compartmentalization Cascade (MRCC) in mathematics transfer; epistemic economy recalibration in STEM.

Stream 3

Systemic Mismatch, Ed-Tech, and Teacher Ecosystems

Applying the EDLT framework to systemic educational structures, including assessment timing, artificial intelligence adoption, and the biological drivers of teacher burnout.

Active

Current Investigations

Evolutionary responses to AI in the classroom (The Red Queen Hypothesis and academic integrity); real-time collaborative assessment models; cognitive impacts of alternative teacher certification pathways.