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Paper Citation Record · LEDGER

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation

As of 19 August 2026, this Paper Citation Record lists 72 of 72 outbound references and 0 inbound Pith citation observations for arXiv:2508.19425.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2508.19425 v1

Coverage vector

measured 72 of 72 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:51:30.930636Z

measured 72 of 72 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

72 of 72 outbound references displayed

  • verified exact13
  • verified fuzzy25
  • unresolved33
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 73167402-7ad3-415a-a59e-cd8435a63704 · outbound

This paper cites Early estimate of motor vehicle traffic fatalities in 2024.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Early estimate of motor vehicle traffic fatalities in 2024

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.834981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 001bb8a1-edba-4b69-ad2a-ea8ed5753075 · outbound

This paper cites (R) Taxonomy and Definitions for Terms Related to Driving Automation Systems for On-Road Motor Vehicles,.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation (R) Taxonomy and Definitions for Terms Related to Driving Automation Systems for On-Road Motor Vehicles,

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.818237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 57c54217-b1fe-498d-b40d-9c92382ae565 · outbound

This paper cites Economic and environmental benefits of automated electric vehicle ride-hailing services in New York City.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Economic and environmental benefits of automated electric vehicle ride-hailing services in New York City

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.802181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 72371ae7-1bad-438b-b629-110ce0e96f28 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.786892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.600553Z digest=sha256:2697fdb88550cb42adbca9fbcbe7d73fcc875433b646ced581a20c91bafd4f77

Observation 952688ca-79eb-468e-a49f-3bc83b5d00bd · outbound

This paper cites The Effectiveness of Electronic Stability Control (ESC) in Reducing Real Life Crashes and Injuries.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation The Effectiveness of Electronic Stability Control (ESC) in Reducing Real Life Crashes and Injuries

Reference 6

Resolution
verified exact
doi, observed 2026-08-05T15:51:31.142668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 7088a656-2fbd-45e6-83d9-75b9103cdf52 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.771648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 4f139fbd-47e1-44e5-bb1a-0e88d6b83122 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 8

Resolution
verified exact
doi, observed 2026-08-05T15:51:31.125664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation f103b84d-de81-4dd4-833c-1455df10a8d6 · outbound

This paper cites Effectiveness of low speed autonomous emergency braking in real-world rear-end crashes.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Effectiveness of low speed autonomous emergency braking in real-world rear-end crashes

Reference 9

Resolution
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no resolver link, observed 2026-08-05T15:51:30.621452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:51:30.621452Z digest=sha256:d6fe470d6dd0c0402e2183f3e49ff069bf1a0695425ffd507b197c7a703bd599

Observation 4ec20e58-f8cc-439b-8e95-14f8c428bd40 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.755674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 6560211b-4bae-450b-8389-594f6192a126 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 11

Resolution
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no resolver link, observed 2026-08-05T15:51:30.630651Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:51:30.630651Z digest=sha256:3e451e6fb21e7c39d369f1e115993722f0fc31a1bb1dbfa7cc8dc4cad016b8da

Observation 78af7cad-d720-4608-a986-2df08ff09afa · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 12

Resolution
verified exact
doi, observed 2026-08-05T15:51:31.088359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation aa914617-2171-4dc6-b4da-a841a7e44c4e · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 13

Resolution
verified exact
raw_fallback, observed 2026-08-05T15:51:31.943604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation fb0605ac-3016-4577-be1f-7463cf3b4676 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.740030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation f1841a07-88f2-46b9-a6d0-e9c52418808d · outbound

This paper cites Initial Indications of Safety of Driverless Automated Driving Systems.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Initial Indications of Safety of Driverless Automated Driving Systems

Reference 15

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no resolver link, observed 2026-08-05T15:51:30.649977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:51:30.649977Z digest=sha256:e609d4c6769fecf9f9772e54e25ff5fbfe55ab4002032943e1ca346e4eb5738b

Observation 42be0bdf-1796-4880-9268-aa303640bdd4 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 16

Resolution
verified exact
doi, observed 2026-08-05T15:51:31.072464Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation bbf90d81-1a6f-4b6f-8695-1a0e96031427 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.724448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.659810Z digest=sha256:010ee1980b802e56d6d304c200d74cbade6ec427a556f9abb580aaf8b4fe0088

Observation f8f9791d-0b3a-4386-87f3-894f7b077042 · outbound

This paper cites Comparison of Waymo Rider-Only Crash Rates by Crash Type to Human Benchmarks at 56.7 Million Miles.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Comparison of Waymo Rider-Only Crash Rates by Crash Type to Human Benchmarks at 56.7 Million Miles

Reference 19

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no resolver link, observed 2026-08-05T15:51:30.668923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation e33c318d-da4d-4d10-8fcb-dfd5264da2ac · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-05T15:51:30.673492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:51:30.673492Z digest=sha256:12de454bb4a43c2d2a325b4e492b15f4b2136f40cf6c69a22f773914cc352cd7

Observation 9cfcced2-6291-4101-b24b-73ee6b056202 · outbound

This paper cites 2016.Automated vehicle crash rate comparison using naturalistic data.Final report.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation 2016.Automated vehicle crash rate comparison using naturalistic data.Final report

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.708372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 2545fd76-73fe-4dc3-a083-908333e0f7cc · outbound

This paper cites Perez, and Julie A.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Perez, and Julie A

Reference 22

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 5e50132e-a7ad-4bf4-a93a-f7a5b598dc85 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 23

Resolution
verified exact
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.688095Z digest=sha256:c429b1a4d4023bf85be8a9dad2e876f432055ac826cc5d48876a80d9e4bec833

Observation ff3a8bdb-c06a-4128-9032-09cd51973164 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 24

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no resolver link, observed 2026-08-05T15:51:30.692785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:51:30.692785Z digest=sha256:95fc55342641c73f569d8d4484427d265e00ccb2491a0af4e804637c32f41d30

Observation b6f0f4af-eaa1-46a4-8328-e3e49e6d1a27 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 25

Resolution
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raw_fallback, observed 2026-08-05T15:51:32.677474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.697645Z digest=sha256:0d16c6363ee67dfcf0700d597d67c024d1235141b62582e75c8099543e6bfe21

Observation e870bff4-8dce-4c89-9a71-6a06969a9605 · outbound

This paper cites Comparison of automated vehicle struck-from-behind crash rates with national rates using naturalistic data.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Comparison of automated vehicle struck-from-behind crash rates with national rates using naturalistic data

Reference 26

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.702316Z digest=sha256:6e1b754ee01ebbfad649cf6ec5f96ffd4c65f7ffa7fb88c2faa4f73a49b160da

Observation d7b2934d-d4ff-4635-b1d2-92fb70ce6498 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 27

Resolution
verified exact
doi, observed 2026-08-05T15:51:31.028616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 85066778-6534-4903-b1d6-993d84d30993 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 28

Resolution
verified exact
doi, observed 2026-08-05T15:51:31.011428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.711829Z digest=sha256:64c5d26326c53f403b2653d6a91e90e8968b8919a37b1a0212d69f639f0a850e

Observation a5215e7f-22c8-499e-b081-3d36fd285fad · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.661763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 0b83c992-4122-4249-acf3-27a994bfbde4 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.645636Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

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Observation 5d6c3744-8726-419d-850a-a330c2775d65 · outbound

This paper cites Rage against the machine? Google's self-driving cars versus human drivers.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Rage against the machine? Google's self-driving cars versus human drivers

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.629254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.726130Z digest=sha256:74ebb9478ff18b801e26f9323f69e77a43e3f91cef9ce76917dbf706c2624793

Observation 4f101d4a-21d8-4411-9fde-8a61ca11fc94 · outbound

This paper cites Benchmarks for Retrospective Automated Driving System Crash Rate Analysis Using Police-Reported Crash Data.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Benchmarks for Retrospective Automated Driving System Crash Rate Analysis Using Police-Reported Crash Data

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-05T15:51:30.730910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:51:30.730910Z digest=sha256:7f190bb63d595333a65d306459f71efce978b2129ff94fa367a11db98b6957e5

Observation 3852b777-f736-4cbb-8a98-056ed638e809 · outbound

This paper cites Dynamic Benchmarks: Spatial and Temporal Alignment for ADS Performance Evaluation.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Dynamic Benchmarks: Spatial and Temporal Alignment for ADS Performance Evaluation

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-05T15:51:30.994822Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.735454Z digest=sha256:0b6007f24911191626569f8c1be39083479c7c409c7c19b48f3241b831db8f8b

Observation a883bf9a-3f06-48e8-b76f-d44d2c033ded · outbound

This paper cites Highway functional classification concepts, criteria and procedures 2023 Edition.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Highway functional classification concepts, criteria and procedures 2023 Edition

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.613615Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.741215Z digest=sha256:c3a82f43a6c0cf6d6a05667bed4112890a82a274c868535c42b7589123d0c573

Observation b1dd8399-5a73-4bf4-8ecf-01cdba295818 · outbound

This paper cites (2018), isbn: 978-1-56051-676-7.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation (2018), isbn: 978-1-56051-676-7

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.597470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.745894Z digest=sha256:6cf90deb36023a89fc7872c05b08b627c4d4ec80686ab23a28b8d25cd9a269c0

Observation a599f62c-ee9c-494f-96c1-8308ddfc525f · outbound

This paper cites Crash and injury prevention estimates for intersection driver assistance systems in left turn across path/opposite direction crashes in the United States.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Crash and injury prevention estimates for intersection driver assistance systems in left turn across path/opposite direction crashes in the United States

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.581299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.751285Z digest=sha256:a9634885863327cbf1a73b7a7c03a552eaa9662fbfd2a0f0c71e6521d4a1af9b

Observation 035c50df-5161-459c-81e0-1022db0d504b · outbound

This paper cites Injury mitigation estimates for an intersection driver assistance system in straight crossing path crashes in the United States.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Injury mitigation estimates for an intersection driver assistance system in straight crossing path crashes in the United States

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.564373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.755872Z digest=sha256:458ab4e0af48152610ca06c4cf6dd28d23415ae5faf89ac3872926f929957c18

Observation 2203029e-20af-485d-b1d7-457b3812fff8 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.548740Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.760448Z digest=sha256:b274c24e8fa18923e5084e5cce2bfc209e19ad9a407090f17288b99eb7603d4f

Observation 0138ddb7-fe86-4932-882f-3da305e5fd92 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.533406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.765303Z digest=sha256:8f98474cb45030552f222de1917b5965a85482965e47001ef5ccf129171a931a

Observation 767c1f2a-65d7-427c-bd31-da122980ba2e · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 40

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.516665Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.770339Z digest=sha256:3b4d3099c18ef75aafad92b23667a5292b6932f792812cc515f929f3d76ac613

Observation 4d9d91be-b386-4b68-9b31-acf1a1829207 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 41

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.501212Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.775161Z digest=sha256:b634c23b241b70d3edbe1616d6e702f7247f40863e3e3e67c7c05788da4353e9

Observation ea341afd-6c2d-40e4-b51b-8bbb51c60907 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 42

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.484825Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.780004Z digest=sha256:9ccfa72db454feb1e43f68026c1ead7f2e0ae447a955a58adb5187eb2936ba34

Observation aa18a251-79b7-4f01-b63b-224656777873 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.469524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.784663Z digest=sha256:057656ef02783fb19a465bcc35d328fe16b89ea6e2a644d0348b971386548556

Observation cfb749f7-22c2-4ff7-8155-acc93a54af98 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 44

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.453390Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.789898Z digest=sha256:09fa0ac4b5b72e6b8a5b206d7f931f84152402330342b14377a418ade7a4457b

Observation 34d3c7e1-d14f-43f2-81c7-1680817a2d0c · outbound

This paper cites Crash Reporting ,.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Crash Reporting ,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.438121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.794530Z digest=sha256:81f6ab22c94ae8e3d27d1f5ea98f61af8723d268f1fe4e4e3d607be57613346a

Observation 3f04eaff-8a55-408f-b5e3-7f96e9e88f7f · outbound

This paper cites Road & Traffic Data ,.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Road & Traffic Data ,

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.422171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.799383Z digest=sha256:0db00d2aa1abd4b3bee549fa9daa64205ebb6e60ff799873bee47cfef4f5751b

Observation 2b731610-cb41-4827-87d0-4af6ac0a9783 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 47

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.406718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.804097Z digest=sha256:cb5893cc587f9076388bc9b2719e822655006b7a11b96202918734e3f0f29aac

Observation 4e7642b2-11d8-4d16-9e0d-2d74196f2f8a · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 48

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.390685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.808823Z digest=sha256:9dd8e1aab0c42b632c06f70ee2eb686e492235d3b063667a30d7abbcf9df66e4

Observation 133203d4-04cb-4ae5-a0b2-3eb73334a0cd · outbound

This paper cites Highway Performance Monitoring System Field Manual.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Highway Performance Monitoring System Field Manual

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.374254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.813564Z digest=sha256:faa0e2ab3a095e679c802d5a7c15db09c94156fa7e12d21bb59b01701d055bc6

Observation 851d8e66-b042-4186-b406-9809a8bf29b6 · outbound

This paper cites Vehicle Identification Number (VIN) Requirements.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Vehicle Identification Number (VIN) Requirements

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.357427Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.818298Z digest=sha256:90c86566b3346497ce460393709ef2319cb8a5fbbf3a81a065eb232b385b892b

Observation 488432aa-3c55-4795-b33a-49582f1b2ae5 · outbound

This paper cites 2023.Framework for a conflict typology including contributing factors foruse in ADS safety evaluation.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation 2023.Framework for a conflict typology including contributing factors foruse in ADS safety evaluation

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.341954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.823136Z digest=sha256:1c18218148bc01b395b105004e021aa515deff58e34f2ea28195ea77173a8b0d

Observation 67ea448d-63d5-4781-a4bb-6c689ae60a92 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.326896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.827959Z digest=sha256:dd801732bbc1ac57d52d911843068b44e539ea4f6328ee2cb794927586f4ab41

Observation b913b079-a32d-4272-aa53-e9f127ba4997 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.311461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.832624Z digest=sha256:bdacfd5d09567dda79b924620f8edeca5a7df810a3b7f965048c5f7844b04320

Observation 1236806c-d874-4f96-a357-6866667fc69c · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.296067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.837372Z digest=sha256:fb17f6a79b2850e0ddc86c9008e42f55a4062e706a72dbc85da317ebdf428ef7

Observation be86aaa3-b16f-4c06-b66c-5434a5b4da2d · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.280485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.842575Z digest=sha256:cb63799846e14860c61849b201ffaac2281ee0afa56de805c8b49e2dff7dad5d

Observation 72f4ee5c-c31b-4e29-b8c5-d48d453b5ece · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.264004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.847359Z digest=sha256:729fa1f91b16a3bfae376c22a7b033b3da71cfae1f34b21e10bfec192897b470

Observation 890210d1-21b7-4575-a17b-e30068dcc950 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.248502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.852076Z digest=sha256:724b288180584e4f2b5b2c2bbf119295ee2ce2b125764a0ef381f39f27dc4d8f

Observation 5825aeef-30c9-4478-8b7c-45aa785e570b · outbound

This paper cites Explaining the road accident risk: Weather effects.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Explaining the road accident risk: Weather effects

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.231937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.856674Z digest=sha256:c6ae5f910511297767bc49167bc5b274307c951fe90594d8cad2ebadc873843f

Observation 0b626f16-b38c-455c-9db1-25a7332c4635 · outbound

This paper cites Injury Risks and Crashworthiness Benefits for Females and Males: Which Differences Are Physiological?.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Injury Risks and Crashworthiness Benefits for Females and Males: Which Differences Are Physiological?

Reference 59

Resolution
verified exact
raw_fallback, observed 2026-08-05T15:51:31.556813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.861428Z digest=sha256:aac47da6b4512043a8b828cc4405ac74bae212c073727f7713bef8ad1dee4478

Observation 68d79d85-cccf-4107-a1cc-bf746abeeb88 · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 60

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.215980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.866195Z digest=sha256:8879c01825de24e4b6f1c28897ee0f45d80602a7faef377e6d9d4634f46782f3

Observation 138d2805-4bb9-45ae-a5c5-8ad3e73c83cd · outbound

This paper cites Effects of lowering speed limits on crash severity in Seattle.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Effects of lowering speed limits on crash severity in Seattle

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.199943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.870909Z digest=sha256:3adaa942f233ba719f4d6a46ef215935885184679626c473f99bc706881ee484

Observation 0502eb19-c296-4173-8cfc-7708824e205b · outbound

This paper cites Are female drivers safer? An application of the decomposition method.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Are female drivers safer? An application of the decomposition method

Reference 62

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.184184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.875529Z digest=sha256:745f825d2d7dcb8512e728d579619d6e6c4d69c67ae9fc1e1639ad64ac9a88bc

Observation 3c07677d-6119-4c9e-bce6-17c5794e2edd · outbound

This paper cites (2025, January).

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation (2025, January)

Reference 63

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.168707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.880194Z digest=sha256:42cdcba887fb0e840a5cb53e8695fca409076b3a96be77ee18834bfe339b02c1

Observation bd3e5106-aa1a-4ba6-b2fa-e9acf31e42b3 · outbound

This paper cites Evaluation of the impacts of traffic states on crash risks on freeways.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Evaluation of the impacts of traffic states on crash risks on freeways

Reference 64

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.153089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.884752Z digest=sha256:7daa30b9d4fc583bc1a95164eef9ddb5eb89815456ffa9fe373ebaa0d1948756

Observation 92645e0f-70a3-44fb-b424-cf66111fd620 · outbound

This paper cites Alcohol-impaired driving in rural and urban road environments: Effect on speeding behaviour and crash probabilities.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Alcohol-impaired driving in rural and urban road environments: Effect on speeding behaviour and crash probabilities

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.136468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.889336Z digest=sha256:981a687fc5d80cbabe210dce696ef8adb50d74039bdfdd88c6e69624c516d54a

Observation fa6782ff-9a0f-462b-ae04-7d65d48c9eef · outbound

This paper cites S., & Gabler, H.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation S., & Gabler, H

Reference 66

Resolution
verified exact
raw_fallback, observed 2026-08-05T15:51:31.460516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.893831Z digest=sha256:083ac5b754221738adfce28af1e7549cfe27c48f3d583342f3c9d9f17baca804

Observation 538f5452-e330-4499-954c-d7bebbe74614 · outbound

This paper cites Comprehensive Target Populations for Current Active Safety Systems Using National Crash Databases.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Comprehensive Target Populations for Current Active Safety Systems Using National Crash Databases

Reference 67

Resolution
verified exact
raw_fallback, observed 2026-08-05T15:51:31.362585Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.898552Z digest=sha256:630397b0d3f133ccfdd644a00d8ad7948c81c4064d2a23e96a34a518124f27b2

Observation 39e0785a-fb6f-46e1-981d-c879d58b0631 · outbound

This paper cites M., Kusano, K.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation M., Kusano, K

Reference 68

Resolution
verified exact
doi, observed 2026-08-05T15:51:30.971008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.903388Z digest=sha256:b704808b7ad115003a067cf80cee3eb43c8bae998d1ab5affeab433485ae6335

Observation 59bca1ea-2133-4860-82b3-12000d4fb49c · outbound

This paper cites Passenger and heavy vehicle collisions with pedestrians: assessment of injury mechanisms and risk.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Passenger and heavy vehicle collisions with pedestrians: assessment of injury mechanisms and risk

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.118430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.907853Z digest=sha256:608ca8cd3973d1dbbaea3165436ff94aed383ae0b85dc3870b7b161999fb3fff

Observation 07e17169-015a-4d0d-89d8-ae7ec23f6a10 · outbound

This paper cites A Mechanistic Approach to Modeling Omnidirectional Motorcyclist Injury Risk.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation A Mechanistic Approach to Modeling Omnidirectional Motorcyclist Injury Risk

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.100799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.912415Z digest=sha256:dc42828122fa411e4e691d6ad9e4ed45ac18b41e55668184763b8e05d2bea749

Observation 73233834-ccb4-4d3a-b673-ba4808d9febd · outbound

This paper cites Y., DinparastDjadid, A., & Simoiu, C.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Y., DinparastDjadid, A., & Simoiu, C

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.083584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.916810Z digest=sha256:26e83198780a2e7c0aaef4456dae23b450c2aa7dce446390d1eeab6ad167841f

Observation 6788b354-4d03-4bf2-afff-09f64ea8f3de · outbound

This paper cites an unresolved cited work.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-05T15:51:32.067233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.921370Z digest=sha256:6d5b9990f257bd3d06f8df799f440503bf5d82429fcc8c405d7cc7c0c1e617ea

Observation 3d3e2962-656f-4522-b47c-1bbe5fe8eac6 · outbound

This paper cites Looking for an out: Affordances, uncertainty and collision avoidance behavior of human drivers.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Looking for an out: Affordances, uncertainty and collision avoidance behavior of human drivers

Reference 73

Resolution
unresolved
no resolver link, observed 2026-08-05T15:51:30.926109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:51:30.926109Z digest=sha256:d2acacf7b5c7c1df07d3a68fd7e3cf37964f5d256f204f4a903a5447eed62083

Observation 8cc410f8-27cc-4948-91a8-f05fdd77930c · outbound

This paper cites Waymo simulated driving behavior in reconstructed fatal crashes within an autonomous vehicle operating domain.

From Stoplights to On-Ramps: A Comprehensive Set of Crash Rate Benchmarks for Freeway and Surface Street ADS Evaluation Waymo simulated driving behavior in reconstructed fatal crashes within an autonomous vehicle operating domain

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T15:51:32.050648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-05T15:51:30.930636Z digest=sha256:9b1a094a9fb8b32d8f79ac1e63a9ac6dd7d5d3188b01e3394f7c1e8ac9da7424

Pith citing papers

No inbound Pith citation observations are available.