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This updates the estimator to comply with scikit-learn’s SelectorMixin API. With this change, the estimator behaves consistently with scikit-learn’s native selectors, allowing it to plug seamlessly into any pipeline or utility that expects the standard selector interface.

Importantly, the estimator’s underlying logic and outputs remain unchanged. The SelectorMixin class has been part of scikit-learn since version 0.11 (released in 2012), so this update introduces no backward-compatibility concerns.

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