Deterministic self-healing
Improvement review
Suggestions are evidence-linked and human-confirmed. Accepted changes only update normalized fields, duplicate markers, or learned pattern memory.
Confidence 80%
duplicate candidate
documentopen
Likely duplicate of document 1: same patient, same category, same provider, similar extracted summary.
Duplicate candidate details
Current record
Document 5
Primary target for duplicate review.
Compared record
Document 1
Potential source-linked duplicate.
80% confidencesame patientsame categorysame providersimilar extracted summary
Why suggested: same patient, same category, same provider, similar extracted summary
{"action": "mark_duplicate", "document_id": 5, "duplicate_of_document_id": 1, "reason_codes": ["same patient", "same category", "same provider", "similar extracted summary"]}
Confidence 80%
duplicate candidate
documentopen
Likely duplicate of document 2: same patient, same category, same provider, similar extracted summary.
Duplicate candidate details
Current record
Document 6
Primary target for duplicate review.
Compared record
Document 2
Potential source-linked duplicate.
80% confidencesame patientsame categorysame providersimilar extracted summary
Why suggested: same patient, same category, same provider, similar extracted summary
{"action": "mark_duplicate", "document_id": 6, "duplicate_of_document_id": 2, "reason_codes": ["same patient", "same category", "same provider", "similar extracted summary"]}
Confidence 80%
duplicate candidate
documentopen
Likely duplicate of document 3: same patient, same category, same provider, similar extracted summary.
Duplicate candidate details
Current record
Document 7
Primary target for duplicate review.
Compared record
Document 3
Potential source-linked duplicate.
80% confidencesame patientsame categorysame providersimilar extracted summary
Why suggested: same patient, same category, same provider, similar extracted summary
{"action": "mark_duplicate", "document_id": 7, "duplicate_of_document_id": 3, "reason_codes": ["same patient", "same category", "same provider", "similar extracted summary"]}
Confidence 90%
duplicate candidate
documentopen
Likely duplicate of document 8: same patient, same category, same provider, near date, similar extracted summary.
Duplicate candidate details
Current record
Document 11
Primary target for duplicate review.
Compared record
Document 8
Potential source-linked duplicate.
90% confidencesame patientsame categorysame providernear datesimilar extracted summary
Why suggested: same patient, same category, same provider, near date, similar extracted summary
{"action": "mark_duplicate", "document_id": 11, "duplicate_of_document_id": 8, "reason_codes": ["same patient", "same category", "same provider", "near date", "similar extracted summary"]}
Confidence 97%
duplicate candidate
documentopen
Likely duplicate of document 9: same patient, same category, same provider, similar extracted summary, matching imaging impression.
Duplicate candidate details
Current record
Document 12
Primary target for duplicate review.
Compared record
Document 9
Potential source-linked duplicate.
97% confidencesame patientsame categorysame providersimilar extracted summarymatching imaging impression
Why suggested: same patient, same category, same provider, similar extracted summary, matching imaging impression
{"action": "mark_duplicate", "document_id": 12, "duplicate_of_document_id": 9, "reason_codes": ["same patient", "same category", "same provider", "similar extracted summary", "matching imaging impression"]}
Confidence 90%
duplicate candidate
documentopen
Likely duplicate of document 10: same patient, same category, same provider, near date, similar extracted summary.
Duplicate candidate details
Current record
Document 13
Primary target for duplicate review.
Compared record
Document 10
Potential source-linked duplicate.
90% confidencesame patientsame categorysame providernear datesimilar extracted summary
Why suggested: same patient, same category, same provider, near date, similar extracted summary
{"action": "mark_duplicate", "document_id": 13, "duplicate_of_document_id": 10, "reason_codes": ["same patient", "same category", "same provider", "near date", "similar extracted summary"]}
Confidence 80%
lab normalization
lab_resultopen
Normalize lab naming for 'A1C' to 'Hemoglobin A1c' and preserve original result values.
Lab normalization: searchable under Hemoglobin A1c with normalized unit mg/dL while keeping source text and numeric value unchanged.
{"action": "set_lab_normalization", "lab_result_id": 7, "normalized_test_name": "Hemoglobin A1c", "normalized_unit": "mg/dL", "pattern_key": "A1C", "pattern_type": "lab_test_alias"}
Confidence 78%
provider normalization
documentopen
Normalize provider 'Labcorp' to 'LabCorp' without changing source text.
Provider normalization: source value stays unchanged, normalized value becomes LabCorp.
{"action": "set_normalized_provider", "document_id": 8, "normalized_provider": "LabCorp", "pattern_key": "Labcorp", "pattern_type": "provider_alias"}
Confidence 78%
provider normalization
documentopen
Normalize provider 'Labcorp' to 'LabCorp' without changing source text.
Provider normalization: source value stays unchanged, normalized value becomes LabCorp.
{"action": "set_normalized_provider", "document_id": 11, "normalized_provider": "LabCorp", "pattern_key": "Labcorp", "pattern_type": "provider_alias"}