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We obtain a complete characterization of the weak-type for Haar shift operators in terms of generalized Haar systems adapted to a Borel measure in the operator-valued setting. The main technical tool in our method is a noncommutative Calder'on-Zygmund decomposition valid for arbitrary Borel measures.

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