{
  "id": 3026,
  "url": "https://arxiv.org/abs/2607.10945v1",
  "title": "When Context Dominates: Multimodal Signatures of Takeover Readiness Under Varying Hazard and Cognitive Load Conditions",
  "summary": "Semi-automated driving systems promise to reduce crashes by assisting with perception and control, yet they simultaneously introduce additional human factors challenges by requiring drivers to monitor automation and rapidly resume control when failures occur. Prolonged passive monitoring can degrade vigilance, delay reactions, and increase takeover risk, but the extent to which distraction, hazard context, and drivers' underlying cognitive and physiological states jointly shape takeover performa",
  "authors": "Shiva Azimi, Yasaman Hakiminejad, Luis Gomero, Elizabeth Pantesco, Irene P. Kan, Meltem Izzetoglu, Arash Tavakoli",
  "category": "research",
  "topics": "jobs-economy",
  "orgs": null,
  "regions": null,
  "published_at": "2026-07-12T22:22:09.000Z",
  "fetched_at": "2026-07-14T16:11:46.979Z",
  "source_slug": "x-arxiv-cs-hc",
  "source_name": "arXiv cs.HC",
  "source_homepage": "https://arxiv.org/list/cs.HC/recent",
  "ethics_ai_record_url": "https://ethics.ai/record/3026",
  "original_url": "https://arxiv.org/abs/2607.10945v1",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}