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Exact Dx synthetic data · demonstration
Extended criteria (experimental). This is the broader ten-condition engine, kept as a secondary area. It shows ICD-10-CM codes and illustrative grouping effects for CDI staff. The primary surface is Before you sign (kidney, measurement only). All extended pages.

Exact Dx: documentation worklist

Published clinical criteria, applied as versioned rules to 180 synthetic inpatient encounters. The tool looks both ways: it flags documentation that is less specific than the chart supports and documented diagnoses the criteria do not support. Rows are ranked by the absolute size of the change, so removing an unsupported code ranks the same as adding a supported one. Nothing changes in the record until a clinician answers a query.

206
Specificity gap

Chart supports a more specific diagnosis than documented.

93
Clinical validation gap

Documented diagnosis the criteria do not support.

57
Clinical judgement required

Borderline or contested: the rule declines to conclude.

Findings (51–57 of 57, highest priority first)
#Encounter · conditionKind DocumentedCriteria supportEffect (illustrative, FY2026) PriorityStatus
1 Florian Treadwell · Malnutrition
ENC-00134 · Hospital Medicine
Clinical judgement required “malnutrition”
E46
clinician judgement CC → —
MS-DRG 871 → 871 (RW +0.0000)
10
Priority score components
ComponentPointsWhy
Diagnosis-level change0.0clinician judgement: no projected change
Grouping change (illustrative)0.0illustrative relative-weight change +0.0000 (absolute value ranks)
Evidence completeness6.0criteria need clinician judgement
Timing4.5discharged 6 days ago
Open
2 Kenji Juniper · Acute kidney injury
ENC-00135 · Hospital Medicine
Clinical judgement required “renal insufficiency”
N28.9
clinician judgement non-CC → —
MS-DRG 689 → 689 (RW +0.0000)
10
Priority score components
ComponentPointsWhy
Diagnosis-level change0.0clinician judgement: no projected change
Grouping change (illustrative)0.0illustrative relative-weight change +0.0000 (absolute value ranks)
Evidence completeness6.0criteria need clinician judgement
Timing4.5discharged 12 days ago
Open
3 Hollis Kestrel · Acute respiratory failure
ENC-00139 · Cardiology
Clinical judgement required “hypoxia”
R09.02
clinician judgement non-CC → —
MS-DRG 293 → 293 (RW +0.0000)
10
Priority score components
ComponentPointsWhy
Diagnosis-level change0.0clinician judgement: no projected change
Grouping change (illustrative)0.0illustrative relative-weight change +0.0000 (absolute value ranks)
Evidence completeness6.0criteria need clinician judgement
Timing4.5discharged 10 days ago
Open
4 Farah Juniper · Acute kidney injury
ENC-00141 · Hospital Medicine
Clinical judgement required “worsening renal function”
N28.9
clinician judgement non-CC → —
MS-DRG 194 → 194 (RW +0.0000)
10
Priority score components
ComponentPointsWhy
Diagnosis-level change0.0clinician judgement: no projected change
Grouping change (illustrative)0.0illustrative relative-weight change +0.0000 (absolute value ranks)
Evidence completeness6.0criteria need clinician judgement
Timing4.5discharged 10 days ago
Open
5 Priya Ivers · Acute kidney injury
ENC-00150 · Cardiology
Clinical judgement required “acute renal insufficiency”
N28.9
clinician judgement non-CC → —
MS-DRG 292 → 292 (RW +0.0000)
10
Priority score components
ComponentPointsWhy
Diagnosis-level change0.0clinician judgement: no projected change
Grouping change (illustrative)0.0illustrative relative-weight change +0.0000 (absolute value ranks)
Evidence completeness6.0criteria need clinician judgement
Timing4.5discharged 6 days ago
Open
6 Ximena Pemberton · Chronic kidney disease
ENC-00159 · Pulmonology
Clinical judgement required “CKD stage 3a”
N18.31
clinician judgement non-CC → —
MS-DRG 190 → 190 (RW +0.0000)
10
Priority score components
ComponentPointsWhy
Diagnosis-level change0.0clinician judgement: no projected change
Grouping change (illustrative)0.0illustrative relative-weight change +0.0000 (absolute value ranks)
Evidence completeness6.0criteria need clinician judgement
Timing4.5discharged 10 days ago
Open
7 Nadia Greaves · Heart failure
ENC-00162 · Hospital Medicine
Clinical judgement required “CHF”
I50.9
clinician judgement non-CC → —
MS-DRG 690 → 690 (RW +0.0000)
10
Priority score components
ComponentPointsWhy
Diagnosis-level change0.0clinician judgement: no projected change
Grouping change (illustrative)0.0illustrative relative-weight change +0.0000 (absolute value ranks)
Evidence completeness6.0criteria need clinician judgement
Timing4.5discharged 10 days ago
Open

"Approved" in the status column means the query was sent; "Rejected" means a CDI specialist dismissed the finding with a reason. Grouping effects use a small embedded subset of public CMS FY2026 tables and are illustrative, never a payment estimate.