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A methodological critique and design framework for surgery-versus-conservative trials in neurosurgery, proposing solutions to recurrent conceptual and statistical problems in trial design rather than reporting new empirical results.
This is an unrefereed preprint describing an algorithmic method for improving language model training on long-context tasks, with reported benchmark improvements but no peer review, external validation, or clinical/real-world outcome data.