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What realistic measures can reconcile transparency and energy efficiency when adopting a high-accuracy but computationally intensive black-box model in healthcare?
①Adopt the black-box model as is and provide no explanation.
②To shirk accountability by citing complexity.
③Combine model distillation with lightweight explanation techniques to enhance interpretability and efficiency while preserving the original model's performance.
④Focus solely on explainability, severely sacrificing accuracy.
⑤Ignore energy efficiency and pursue only the highest accuracy.