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A narrative framework review synthesizing evidence on technical difficulty, surgical quality assessment, and AI-enabled audit for minimally invasive D2 lymphadenectomy, proposing guidance for quality measurement and process review.
This is a methodological preprint presenting a novel computational framework for generative model sampling, not yet peer-reviewed, with validation limited to a single application domain (channel estimation) and no clinical or established biomedical outcomes.
Retrospective single-cohort study with internal validation showing CD8+ T cell dynamics predict immunotherapy outcomes via a novel risk model, but lacks external validation and prospective design needed to change practice.