Record, CLM, bronze and silver

CLM-417315

Received 2026-03-24T13:53:11Z, line 82,963 of the CLM feed

CLMSingle record

Bronze vs silver

Field by field: what arrived, what normalisation produced, and whether anything changed

Field	Bronze (as received)	Silver (normalised)	Change
First name	Lori··	Lori	Changed
Middle	U	U	Unchanged
Last name	OBrien	Obrien	Changed
Date of birth	1982-05-16	1982-05-16	Unchanged
Gender	Female	F	Parsed
Member ID	NULL	—	Cleared
SSN	—	—	Unchanged
Phone	—	—	Unchanged
Email	UNKNOWN	—	Cleared
Address	·232 INDIAN SCHOOL ROAD	232 Indian School Rd	Changed
City	San Diego	San Diego	Unchanged
State	CA	CA	Unchanged
ZIP	92191	92191	Unchanged
Group	GRP-4932	GRP-4932	Unchanged
Plan	MEDICARE-ADV-B	MEDICARE-ADV-B	Unchanged

6 raised during normalisation

Name re-casedName letter-case rewritten to Title Case and stray characters removed
Street suffix standardisedStreet suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Address re-casedStreet line re-cased and punctuation removed
Gender normalisedGender mapped to F or M from a longer or variant value
Whitespace trimmedLeading or trailing whitespace removed from one or more fields
Placeholder values clearedPlaceholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty

Every scored comparison involving this record, highest score first

Other record	Score	Method	Rule	Decision
TPA-57646	0.81	Scored	—	Sent to steward

Linked 2026-10-22 12:43:43

Golden record: Lori Obrien, 1982-05-16, 1 record, Provisional

Evidence

No field-level evidence recorded.

Steward case

1 hash-chained entry for this record

Record linked automatically2de9016794
2026-10-19 19:31:28, scoring_agent
identity id MBR-018277, confidence 1, method probabilistic, matched record CLM-417314, policy version 1