SMARtCARE: Privacy-Preserving Agentic AI Systems for Bounded-Autonomy Clinical Decision Support

arXiv:2609.31763 · cs.AI, cs.ET, cs.SE · Submitted 2026-09-24 · Read on arXiv

cs.AI, cs.ET, cs.SE

Submitted: 2026-09-24

Updated: 2026-09-24

Terminology

• Cosine Similarity — 7× in this paper · explained in 3 episodes
• Agentic AI — 5× in this paper · explained in 1 episode
• Interpretability — 4× in this paper · explained in 15 episodes
• Agentic AI systems — 3× in this paper · explained in 1 episode
• Benchmark — 3× in this paper · explained in 2 episodes
• Benchmarking — 2× in this paper · explained in 4 episodes
• Core — 2× in this paper · explained in 2 episodes
• Differential Privacy — 2× in this paper · explained in 4 episodes
• External Validation — 2× in this paper · explained in 2 episodes
• Generalizability — 2× in this paper · explained in 6 episodes
• AUROC — 1× in this paper · explained in 2 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Human-in-the-Loop — 1× in this paper · explained in 3 episodes
• Instruction Tuning — 1× in this paper · explained in 2 episodes
• Multi-Agent Framework — 1× in this paper · explained in 3 episodes
• Positional Bias — 1× in this paper · explained in 2 episodes
• RAG — 1× in this paper · explained in 3 episodes
• Redundancy — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• Lost in the Middle: How Language Models Use Long Contexts
• DiReCT: Diagnostic Reasoning for Clinical Notes via Large Language Models
• TIMER: Temporal Instruction Modeling and Evaluation for Longitudinal Clinical Records
• TrajOnco: a multi-agent framework for temporal reasoning over longitudinal EHR for multi-cancer early detection

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