TRV-2026-1170Published recordPeer-reviewed

Code-multiplexed multi-frequency impedance cytometry with a unified deep-unfolding network

Impedance flow cytometry (IFC) is a label-free, single-cell measurement technique that captures biophysical properties beyond traditional biochemical markers. Code-multiplexing allows parallelization of IFC with simple hardware but requires advanced signal processing algorithms to resolve overlaps in signals originating from different channels. Existing methods, however, rely on multiple task-specific networks with template-based linear fitting, which loses accuracy under nonlinear or unstable conditions common…

Science · General · first published 2026-09-22 · v3 · read the full story · raw data (JSON)

The gain

A deep-learning network based on SIC was built to resolve overlapping signals in code-multiplexed impedance flow cytometry.

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Truvace Impact Record TRV-2026-1170, v3: “Code-multiplexed multi-frequency impedance cytometry with a unified deep-unfolding network.” Truvace, 2026-11-04. /record/TRV-2026-1170 (accessed on the day you copy it). sha256 f5d0bae41bb63a01…

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  1. Revisedv3f5d0bae41bb6…

    Editorial pass: sharper headline; filed as context: no real AI gain or problem (gain activity_only, problem absent).

  2. Revisedv2a9c3be4c3704…

    Direction audit: the gain line described the method, not an outcome; restated as the finding.

  3. Publishedv152205b467d86…

    Certified into the record

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