Record, CLM, bronze and silver

CLM-408178

Received 2026-07-11T08:15:47Z, line 38,159 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	LINDA	Linda	Changed
Middle	—	—	Unchanged
Last name	MUNOZ	Munoz	Changed
Date of birth	13-01-1988	1988-01-13	Parsed
Gender	Female	F	Parsed
Member ID	—	—	Unchanged
SSN	—	—	Unchanged
Phone	NULL	—	Cleared
Email	UNKNOWN	—	Cleared
Address	N/A	—	Cleared
City	—	—	Unchanged
State	NULL	—	Cleared
ZIP	—	—	Unchanged
Group	GRP-8308	GRP-8308	Unchanged
Plan	CHOICE-PLUS-PPO	CHOICE-PLUS-PPO	Unchanged

4 raised during normalisation

Name re-casedName letter-case rewritten to Title Case and stray characters removed
Date of birth reformattedDate of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
Gender normalisedGender mapped to F or M from a longer or variant value
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
CLM-408179	0.83	Scored	—	Sent to steward
TPA-53595	0.83	Scored	—	Sent to steward

Linked 2026-10-19 19:54:36

Golden record: Linda Munoz, 1988-01-13, 1 record, Provisional

Evidence

No field-level evidence recorded.

Steward case

1 hash-chained entry for this record

Record linked automaticallyefe43d32a3
2026-10-19 19:31:28, matching_agent
identity id MBR-002240, confidence 0.99, rule D1 member_id + dob exact, method deterministic, matched record TPA-53602