Payment integrity
Knowledge Center
Centene · payment integrity
Extraction
What the documents actually say
Each indexed policy document is read back out of the index, split into criteria, and each criterion classified into the layer of a finding it governs — the coding rule, the clinical evidence, or the payment consequence. The result is then reconciled against the criteria the library already asserts for that version.
Concept, shading into pre-computed.
On the platform this is AI Studio's
decision_tree_extractor, an
LLM component that posts its result to the Knowledge Center for UMLS
enrichment and versioned storage. There is no model here — this is a
deterministic structural parse: headings, sentence boundaries and a
keyword-scored classifier. The shape of the output and the review loop
around it are real. The extraction is not a model, and the screens say so
wherever a number comes from it.
Criteria extracted
114
from 7 documents
Library criteria verified
20
supported by their own source document
Unverified
1
the extractor found no support — a reviewer decides
Needs a person
41
13 unclassified ·
28 low confidence
Library criteria the extractor could not trace
- A routine examination diagnosis without a documented problem addressed does not by itself support a level 4 or 5.
Criteria by layer
Coding rule
29
Clinical evidence
29
Payment consequence
24
Documentation required
9
Provider dispute
10
Unclassified
13
Every document
| Document | Policy | Criteria | Coding | Clinical | Payment | Library traced | Review |
|---|---|---|---|---|---|---|---|
|
CPP-014_em-level-selection_v4.2.md
extracted 18 Sep 2026 18:47 UTC
|
CPP-014
v4.2
|
15 | 4 | 4 | 4 |
2 of 3
1 unverified
|
Validated |
|
CPP-021_duplicate-and-repeat-services_v2.3.md
extracted 18 Sep 2026 18:47 UTC
|
CPP-021
v2.3
|
13 | 5 | 2 | 2 | 3 of 3 | Validated |
|
CPP-047_inpatient-drg-validation_v3.1.md
extracted 18 Sep 2026 18:47 UTC
|
CPP-047
v3.1
|
18 | 1 | 11 | 3 | 3 of 3 | Validated |
|
CPP-061_physician-administered-drugs_v1.4.md
extracted 18 Sep 2026 18:47 UTC
|
CPP-061
v1.4
|
13 | 8 | 2 | 1 | 2 of 2 | Validated |
|
CPP-061_physician-administered-drugs_v2.0.md
extracted 18 Sep 2026 18:47 UTC
|
CPP-061
v2.0
|
24 | 8 | 4 | 6 | 4 of 4 | Validated |
|
CPP-080_eligibility-enrolment-retroactive-termination_v6.1.md
extracted 18 Sep 2026 18:47 UTC
|
CPP-080
v6.1
|
17 | 1 | 5 | 7 | 3 of 3 | Validated |
|
CPP-085_prior-authorization-post-service-review_v3.4.md
extracted 18 Sep 2026 18:47 UTC
|
CPP-085
v3.4
|
14 | 2 | 1 | 1 | 3 of 3 | Validated |
CPP-021 is the control. It is the one seeded document deliberately written in a different shape — no numbered sections, no bulleted criteria, prose throughout — because a parser tested only against documents written by the same hand is testing its own fixture. Its numbers are in this table beside the rest, whatever they say.