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    title: "AI-Ready Hiring Framework for CME and Academic Operations",
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    role: "Project Lead · LSU Health New Orleans, Office of Medical Education · 2026",
    summary: "Structured interview screening protocol for CME Coordinator recruitment in an AI-augmented hiring environment. The framework responds to the collapse of cover letter screening as a reliable competency signal by shifting evaluation toward live judgment, verification behavior, communication quality, compliance escalation, and responsible AI use.",
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