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Episode 32: Predictive Scoring Systems

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In this episode of Wheeler the Healer: Small Animal Emergency and Critical Care, we break down predictive scoring systems in veterinary ECC and how to use them without letting them replace clinical judgment. We review major systems including ATT, mGCS, APPLE, qSOFA, TASH, DOGiBAT, HeLP, and T-STAT while discussing what these tools actually measure, what outcomes they predict, and why many models perform worse during external validation in real-world patients. Along the way, we cover key board-relevant concepts including AUROC, calibration, confounding, illness-severity bias, occult hemorrhagic shock, and why population-level prediction does not equal certainty for the individual patient in front of you. The episode emphasizes a central ECC principle: predictive scores can support bedside reasoning, but the patient—not the calculator—is still the gold standard.

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