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Neoadjuvant tislelizumab plus gemcitabine and nab-paclitaxel is promising for improving the resection rate in BRPC, with a favorable safety profile, and NT5DC2, FAM3D, CXCL5, and TMT1B may serve as candidate biomarkers of preoperative drug resistance, and tumor immune microenvironment analysis further reveals immune microenvironment remodeling in postoperative tumors from treatment-sensitive patients.
Parallel exploration beats sequential refinement when scaling agent test-time compute, but early-stage trajectory errors create persistent bottlenecks that deeper search and downstream model grafting struggle to overcome.
Static frame-level scene graphs leave models blind to procedural dynamics, but grounding surgical queries across continuous spatio-temporal graphs drives an immediate 16.5-point accuracy jump over static supervision.