Traffic Safety Culture Index
archive: archived pipeline: cataloged
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Abstract
the driving population is vital. Every year since 2008, the AAA Foundation for Traffic Safety has conducted the Traffic Safety Culture Index, a survey of the attitudes, beliefs, and behavior of U.S. drivers. Project Team AAA Foundation for Traffic Safety Rebecca Steinbach, Ph.D. (Project Manager) Ipsos Public Affairs LLC Period of Performance Annual
Provenance
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| Stage | Outcome | Tool | Model | Prompt | Attempts | Completed |
|---|---|---|---|---|---|---|
| discover | success | AAA Foundation for Traffic Safety | — | — | 1 | 2026-06-10 |
| archive | success | canonical_url | — | — | 1 | 2026-06-25 |
| extract | success | pdftotext | — | — | 2 | 2026-06-26 |
| clean | success | clean | — | — | 1 | 2026-06-26 |
| chunk | success | chunk | — | — | 1 | 2026-06-26 |
| embed | success | embed | Qwen/Qwen3-Embedding-8B | — | 1 | 2026-06-26 |
| enrich | skipped | — | — | — | 1 | 2026-06-25 |
| promote | success | — | — | — | 1 | 2026-06-10 |
| summarize | skipped | llm | qwen3.6-27b-prismaquant | summ-v5 | 1 | 2026-06-25 |
| tag | success | vector_similarity | — | — | 11 | 2026-06-26 |
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Information type
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- Empirical Findings: observational prevalence
- Methodological Resource: dataset resource