Distracted Driving and Associated Crash Risks : Research Project Capsule
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Abstract
Factors aff ecting the cognitive tasks associated with driving are becoming increasingly critical to the overall roadway safety performance. Therefore, more research is needed in order to understand the complexity and impact of distraction on driving behavior. Such distractions are likely to aff ect the driving performance and, consequently, elevate the crash risk. As such, there is a dire need to understand the prevalence of driver distractions in conjunction with crashes and near-crashes, including hands-free talking, texting, eating, reading, etc.
Provenance
The full processing record for this entry. Every stage of this paper's journey through the pipeline is logged — what ran, with which tool and model, how many attempts it took, and when it last completed. Discovered via bulk_ingest_rosap on 2026-05-23 (8 acquisition events logged).
| Stage | Outcome | Tool | Model | Prompt | Attempts | Completed |
|---|---|---|---|---|---|---|
| discover | success | rosap | — | — | 2 | 2026-05-23 |
| archive | success | — | — | — | 1 | 2026-05-23 |
| extract | success | cached | — | — | 93 | 2026-07-02 |
| clean | success | — | — | — | 1 | 2026-06-01 |
| chunk | success | — | — | — | 1 | 2026-06-01 |
| embed | success | — | — | — | 1 | 2026-06-02 |
| enrich | success | — | — | — | 1 | 2026-05-23 |
| promote | success | — | — | — | 1 | 2026-05-23 |
| summarize | skipped | llm | qwen3.6-27b-nvidia | summ-v5 | 95 | 2026-07-02 |
| tag | success | vector_similarity | — | — | 19 | 2026-06-11 |
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Information type
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- Empirical Findings: observational prevalence, crash risk outcomes
- Theoretical Contribution: conceptual framework