aceTherapeutic Hybrid Intelligence with Neural and Knowledge-based Expert Reasoning for SRS (THINKERS): an AI Model for Functional Outcome Prediction After Gamma Knife Thalamotomy for Essential Tremor
Outcome prediction after Gamma Knife thalamotomy for essential tremor remains largely guided by baseline tremor severity, target anatomy, radiosurgical dose parameters, and institutional experience rather than individualized estimates of functional improvement, latency to benefit, and adverse radiation effect risk. We developed THINKERS-ET, a mixture-of-experts (MoE) artificial intelligence framework for personalized functional outcome prediction and dose-policy evaluation after Gamma Knife thalamotomy. We perfo…
An internally validated AI model estimated individual tremor improvement, time to benefit, and adverse radiation effect risk, and could test candidate doses, in 163 thalamotomy procedures.
The model was developed in a retrospective single-center cohort and validated only internally, so its generalizability and real-world clinical value are not established.
Evidence
- Peer-reviewedThe Cerebellum2026-10-23
How should this claim be treated?
Truvace Impact Record TRV-2026-2236, v1: “Therapeutic Hybrid Intelligence with Neural and Knowledge-based Expert Reasoning for SRS (THINKERS): an AI Model for Functional Outcome Prediction After Gamma Knife Thalamotomy for Essential Tremor.” Truvace, 2026-10-24. /record/TRV-2026-2236 (accessed at citation time). sha256 da275d3a0dcbf02f…
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