Narrative similarity

flag-033 · detected Aug 17, 2026 · raised in the baseline dataset

Cleared

Automated detection, human decision

Automated checks flag applications for human review only. No application is rejected, deprioritized, or scored by an automated process. Every status below was set by a named analyst, with a written basis, and is recorded in the audit trail.

Confidence

0.91

Fires at Token overlap at or above 55%

Requested amount

$270.3M

MCSAP · FMCSA

Application stage

MERIT REVIEW

38 days in stage

Times reopened

0

Last adjudicated Aug 2, 2026

What the check looked at

Token overlap between merit criteria narratives across applications.

The narrative similarity check compares token overlap between merit criteria narratives across applications. It fired on this application at a confidence of 0.91. The structured evidence below is everything the check looked at; the determination is the analyst's.

Evidence	Detail
Compared application	GEMS-2027-667314
Similarity	93% token overlap
Matched criteria	Project Readiness; Economic Competitiveness

Confidence describes how strongly this deterministic check fired against local data. It is not an applicant risk score and is never used to rank or filter applications.

Application under review

This check evaluated a single application against reference data.

Application	MCSAP-FY27-5169
Applicant	Mississippi Department of Transportation
Project	Motor Carrier Safety Data Quality Initiative (Segment 226)
Requested	$270,300,000
Program	Motor Carrier Safety Assistance Program · FMCSA

Adjudication

A person decides. The decision, the rationale, and any referral are written to the audit trail.

Cleared on Aug 2, 2026

Analyst reviewed the evidence with the program office. The overlap is explained by a legitimate repeat submission from the same applicant. No further action; application continues in the normal process.

Reopen with justification0 / 20 characters minimum

Applicant history

Context on the organization, so the decision is not made on one signal alone.

Organization	Mississippi Department of Transportation
Applications	3
Total requested	$497.6M
Prior awards	0
Flags cleared	1
Flags substantiated	0
Flags still open	0

Recent audit entries

This flag and its application.

REVIEWER_ASSIGNED

Aug 9, 2026 · Jonathan Yamashita

INTEGRITY_FLAG_CLEARED

Jul 4, 2026 · Curtis FioreHuman adjudication: evidence reviewed, no further action.

INTEGRITY_FLAG_RAISED

May 7, 2026 · Andre Boone