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ISSN 2575-6206
Original article
Vol. 10, Issue 3, 2026July 10, 2026 CDT

Automated fault attribution for Formula 1 collisions: evidence for the limits of telemetry-based classification

Dhruv Panchal,
Formula 1 telemetryFault attributionMachine LearningSports analyticsExplainable artificial intelligenceTime series classificationDistribution shiftHuman-AI decision supportFeature engineeringAutomated officiating
Copyright Logoccby-nc-sa-4.0 • https://doi.org/10.64336/001c.164963
Journal of High School Science
Panchal, Dhruv. 2026. “Automated Fault Attribution for Formula 1 Collisions: Evidence for the Limits of Telemetry-Based Classification.” Journal of High School Science 10 (3): 105–29. https://doi.org/10.64336/001c.164963.
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