Analyzing early-warning learning analytics, demographic risk encoding, and the self-fulfilling feedback loops of advisor resource allocation.

A landmark study analysis of proxy variable bias, commercial care management algorithms, and systemic racial discrimination in healthcare resource allocation.

Examining Epic Systems’ proprietary EHR sepsis prediction model, structural clinical automation risks, and independent validation failure rates.

Examining the COMPAS recidivism risk score, ProPublica’s mathematical bias investigation, and the fundamental incompatibility of algorithmic fairness criteria.

Examining Google DeepMind’s GraphCast, graph neural networks emulating atmospheric physics, and meteorological data infrastructure disparities.