A Position Statement on Endovascular Models and Effectiveness Metrics for Mechanical Thrombectomy Navigation, on behalf of the Stakeholder Taskforce for AI-assisted Robotic Thrombectomy (START)
arXiv cs.RO / 3/31/2026
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Key Points
- The START stakeholder taskforce has produced a consensus position statement outlining how to develop and validate AI-assisted robotic systems for mechanical thrombectomy navigation.
- It proposes standardized effectiveness metrics split into technical navigation measures for in silico/in vitro/ex vivo work and clinical-outcome measures for in vivo work.
- The statement defines four distinct validation testbed environments (in silico, in vitro, ex vivo, in vivo) and assigns each a different validation role based on required realism.
- It specifies escalating realism expectations, ranging from realistic vessel anatomy for simpler testbeds to deformable vessels and eventually blood flow, pulsatility, and disease features for advanced testbeds.
- A key safety priority is to establish correlations between in vitro measurements and in vivo complications to support patient safety evaluation.
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