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Operator-theoretic spatial biology framework for tumor–immune interface analysis using Hodge decomposition, antisymmetric commutator geometry, and graph operator dynamics. Validated across HCC, IMC, CABO/NIVO, and a pan-cancer Visium cohort (26 sections, 118k+ spots, 6 cancer types).

  • Updated May 21, 2026
  • Python

Ambience Healthcare is a San Francisco-based artificial intelligence company building an AI clinical operating system for hospitals and health systems. The platform is organized as a suite of Pre-Visit, In-Visit, and Post-Visit applications anchored by Ambient Scribe — an ambient AI medical scribe that generates complete, coding-ready medical…

  • Updated Aug 8, 2026

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