====== Performance Showpiece ====== A performance showpiece is a research study, algorithm, or project designed primarily to showcase technical skill, institutional prestige, or aesthetic complexity—rather than to provide meaningful, practical, or transformative outcomes. 🧱 Key Characteristics High emphasis on metrics (accuracy, AUC, precision) Sophisticated models or jargon to impress rather than clarify Little or no impact on real-world decision-making, workflow, or outcomes Often accompanied by interactive tools, plots, or apps that look impressive but are rarely used Academic theater disguised as innovation 🧠 In Context “The CAUTI prediction model is a performance showpiece—98% accurate on paper, but with no plan for implementation, no reduction in infections, and no clinician who asked for it.” 🧨 Why It Matters Diverts resources away from actionable, simple solutions Contributes to AI hype and erodes trust in digital health tools Becomes a citation magnet but leaves the clinical problem untouched