Record, CLM, bronze and silver
CLM-427415
Received 2026-03-08T16:58:40Z, line 23,671 of the CLM feed
CLMScored
Bronze vs silver
Field by field: what arrived, what normalisation produced, and whether anything changed
| Field | Bronze (as received) | Silver (normalised) | Change |
|---|---|---|---|
| First name | KAREN | Karen | Changed |
| Middle | — | — | Unchanged |
| Last name | FOWLER | Fowler | Changed |
| Date of birth | 23-05-1990 | 1990-05-23 | Parsed |
| Gender | F | F | Unchanged |
| Member ID | UHC-09454-42 | UHC-09454-42 | Unchanged |
| SSN | •••-••-7205 | •••-••-7205 | Unchanged |
| Phone | 429-839-8474 | 4298398474 | Parsed |
| N/A | — | Cleared | |
| Address | 1888 FOREST AVENUE | 1888 Forest Ave | Changed |
| City | Tampa | Tampa | Unchanged |
| State | FL | FL | Unchanged |
| ZIP | 33646 | 33646 | Unchanged |
| Group | GRP-8864 | GRP-8864 | Unchanged |
| Plan | MEDICARE-ADV-B | MEDICARE-ADV-B | Unchanged |
- Quality score
- 0.76
- Name key
- karen|fowler
- Address key
- 1888|forest|33646
- Canonical first
- karen
Quality flags
6 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)
- Phone reformattedPhone reduced to ten digits, punctuation and leading country code 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
- Placeholder values clearedPlaceholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Candidate pairs
Every scored comparison involving this record, highest score first
| Other record | Score | Method | Rule | Decision |
|---|---|---|---|---|
| CLM-427418 | 1.00 | Scored | — | Auto-linked |
| CLM-427416 | 1.00 | Scored | — | Auto-linked |
| CLM-427417 | 1.00 | Scored | — | Auto-linked |
| TPA-62111 | 0.99 | Scored | — | Auto-linked |
Resolution
Linked 2026-10-19 19:54:36
- Identity
- MBR-002592
- Method
- Scored
- Confidence
- 1.00
- Rule
- weighted score, no rule
Golden record: Karen Fowler, 1990-05-23, 5 records, Verified
Evidence
Matched against CLM-427416
| Field | Similarity | Weight | Note |
|---|---|---|---|
| Name | 1.00 | 3.0 | |
| SSN (last four) | 1.00 | 2.5 | |
| Phone | 1.00 | 1.5 |
Audit
5 hash-chained entries for this record
- Record linked automaticallydfb9b57f3f2026-10-19 19:54:38, scoring_agentidentity id MBR-002592, confidence 1, method probabilistic, matched record CLM-427416, policy version 1
- Record linked automatically4e2006f2af2026-10-19 19:52:08, scoring_agentidentity id MBR-002592, confidence 1, method probabilistic, matched record CLM-427416, policy version 1
- Record linked automaticallyfca2e85a082026-10-19 19:45:41, scoring_agentidentity id MBR-002592, confidence 1, method probabilistic, matched record CLM-427416, policy version 1
- Record linked automatically5fe87b5bc92026-10-19 19:32:31, scoring_agentidentity id MBR-002592, confidence 1, method probabilistic, matched record CLM-427416, policy version 1
- Record linked automatically506f86f8622026-10-19 19:31:28, scoring_agentidentity id MBR-010242, confidence 0.996, method probabilistic, matched record TPA-62057, policy version 1