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Table · dataset · 2026

Computational record for Who Is Seen in Time? Timely-Warning Opportunity and a Partial Equity Audit of a V-JEPA-Enhanced Pedestrian Warning System

Listed in ZivaHub and Deakin Research Online and DMU Figshare and HKU DataHub and Swinburne Figshare and DaYta Ya Rona and SUNScholarData and figshare and Loughborough Research Repository and GRANTS Data and UP Research Data Repository — shown once because both records carry DOI 10.6084/m9.figshare.33511363.v1

<p dir="ltr">Code, configurations, environment records, fixed held-out predictions, non-restricted derived results, and verification evidence accompanying manuscript TDS-26-0007.

Description

The study measures timely-warning opportunity and conducts a partial equity audit; it does not measure braking, collision avoidance, injury reduction, or field effectiveness.</p><p dir="ltr">The 142 computational-record files are supplied individually, without a ZIP archive.

FILE_MAP.json and restore_file_layout.py are also included. Download the individual files into one folder and run python restore_file_layout.py to verify their SHA-256 fingerprints and restore the canonical directory structure. The analysis package is in pedfair; executable procedures are in scripts; regression tests are in tests.

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README.md, RESEARCH_PROTOCOL.md, NUMERICAL_TRACEABILITY.md, and R2_VERIFICATION.md describe inputs, analysis order, numerical provenance, and verification limits.</p><p dir="ltr">The original VideoMAE comparator state could not be reconstructed. Original-versus-rerun values, corrected JAAD eligibility and test denominators, downstream refit agreement, small raw-input reference checks, and the retained test record are supplied.

The operating-definition sensitivity CSV omitted from the earlier delivery is included; its 12 V-JEPA-versus-GRU rows match Supplementary Table S6.</p><p dir="ltr">Raw videos, restricted raw annotations, and pretrained model weights are not redistributed. Obtain these inputs from the official providers under their applicable terms. Bootstrap intervals condition on fixed held-out predictions and do not repeat fitting, calibration, or threshold selection.

Full-array feature regeneration requires the official inputs and suitable compute; the reference checks do not establish reproduction of the unavailable original comparator state.</p>

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Catalogue records · 1

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Inferred from text
Artificial intelligence 75% · Tabular 65%
Provenance · 11 source records, 61 field assertions
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ZivaHuboai:figshare.com:article/3351136313 d agoJSON v1
Deakin Research Onlineoai:figshare.com:article/3351136313 d agoJSON v1
DMU Figshareoai:figshare.com:article/3351136313 d agoJSON v1
HKU DataHuboai:figshare.com:article/3351136313 d agoJSON v1
Swinburne Figshareoai:figshare.com:article/3351136312 d agoJSON v1
DaYta Ya Ronaoai:figshare.com:article/3351136312 d agoJSON v1
SUNScholarDataoai:figshare.com:article/3351136312 d agoJSON v1
figshareoai:figshare.com:article/3351136312 d agoJSON v1
Loughborough Research Repositoryoai:figshare.com:article/3351136312 d agoJSON v1
GRANTS Dataoai:figshare.com:article/3351136312 d agoJSON v1
UP Research Data Repositoryoai:figshare.com:article/3351136311 d agoJSON v1
FieldAssertionExtractorEvidence
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