We extend an ensemble-based open coding pipeline with two axial coding strategies: 1️⃣ "Traditional" clustering + LLM labeling 2️⃣ Direct LLM-based grouping Which works better? Turns out they're complementary; and we find a clear tradeoff between coverage and structural separation.

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