deep breath
Evidence
Papers, study partnerships, and conference talks that involve Deep Breath.
Deep Breath B.V. (Rotterdam) builds hardware and software for collecting, synchronising, labelling, and analysing high-resolution ICU device data, with a focus on mechanical ventilation and patient–ventilator interaction (PVI/PVA). The research platform is in use. Clinical decision support is not MDR or FDA cleared.
Peer-reviewed
Deep Breath’s role: Anton Balakirev and Daria Kozlova are authors, affiliated with Deep Breath B.V. The paper is a field review of automated PVA detection, not a Deep Breath product validation. The author group forms the SIREN consortium.
Deep Breath’s role: Referenced / highlighted in the paper. Deep Breath did not author it. The work proposes a standardised vocabulary and measurement framework for PVI — the terminology researchers and models should use when discussing asynchrony.
Studies
Deep Breath’s role: Official technology partner. Infrastructure for collection, storage, and analysis of high-resolution mechanical ventilation data, including waveforms for patient–ventilator asynchrony assessment, plus site onboarding and deployment support.
Deep Breath’s role: Industry partner and data-science engineering team in the consortium. The project aims to validate and implement real-time AI-based analytics of ventilator waveforms to detect and mitigate harmful PVA. A validated decision-support system is a project deliverable — it is not a cleared product today.
Talks
| Date | Event | What was presented | Deep Breath’s role | |
|---|---|---|---|---|
| 10 Jul 2026 | ORICS Summer 2026, Oxford | Dr Dave Clarke, “How to Build Towards an AI-Enabled ICU,” used Deep Breath as a worked example of trustworthy AI infrastructure in a real ICU. | Technology example, presented by a clinical collaborator (Oxford University Hospitals NHS Foundation Trust) | Details |
| 6 Feb 2026 | ESICM Intensive Care Innovation 2026, Amsterdam | Clinical partners presented high-resolution waveform analytics and AI monitoring on the main stage. | Platform presented by clinical partners | Details |
| 12 Mar 2026 | AdvanceMed | End-to-end platform architecture: BreathBox collection, storage, processing, and interfaces for research, education, and decision support. | Company talk | Details |
Running a ventilation, PVI, or ICU-data study? We work with principal investigators on collection, labelling, and analysis.
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