Skip to main content
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.

← Back to the worklist · Whole encounter ENC-00019

Dario Ingram: Obesity

ENC-00019 · 59M · Hospital Medicine · admitted Tue Nov 03, 2026 10:51 AM · discharged Tue Nov 10, 2026 01:37 PM · attending Dr. Gideon Zeller · resident Dr. Keira Upfield

Clinical validation gap Criteria met Open

Documented “morbid obesity” (E66.01) conflicts with what the criteria support (Obesity, class 1, E66.811).

Documented vs supported

Documented
“morbid obesity” · E66.01 Morbid (severe) obesity due to excess calories
Criteria support
Obesity, class 1 · E66.811 Obesity, class 1
Outcome
BMI 33.3 (class 1)
Rule
Obesity class from BMI v2026.11-1
Published source
CDC: Adult BMI Categories (2024), Class 1: 30 to <35; class 2: 35 to <40; class 3: 40 or higher (adults aged 20 and over) · source (checked 2026-11-14)

Effect if the clinician agrees (illustrative)

Change
E66.01 -> E66.811
Secondary-diagnosis level
non-CC → non-CC
MS-DRG (illustrative)
377 GI hemorrhage with MCC → 377 GI hemorrhage with MCC
Relative weight
1.8280 → 1.8280 (+0.0000)
Codes before
K92.2, E66.01, J96.01, D62, E11.9, K21.9, E78.5
Codes after
K92.2, J96.01, D62, E11.9, K21.9, E78.5, E66.811

All open gaps on this encounter together: MS-DRG 377 → 378 (RW -0.8473).

CC/MCC status, CC exclusions (subset) and relative weights from the public CMS FY2026 IPPS final rule tables (5, 6I, 6J, 6K). This is not a grouper and not a payment estimate. Queries never mention any of this.

Severity documentation index change SIMULATED

0.0 points

SIMULATED: Illustrative severity weights (MCC = 1.0, CC = 0.5, non-CC = 0) summed over secondary diagnoses; not a validated risk-adjustment model and not a measured effect.

Evidence

Structured values are read by code from the cited rows. Note facts are shown only when the model's quote was found verbatim in the note.

Evidence (each item cited to a source row or a quoted span)
InputValueSource
BMI from charted height and weight (kg/m2) 33.3
height 179 cm, weight 106.7 kg -> BMI 33.3 · encounter ENC-00019
Age (years) 59
age 59 · encounter ENC-00019
Rule trace (inputs, thresholds, outcome)
Rule trace (rule obesity v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
outcome: not_adult age < t.adult age=59, t.adult=20 false
outcome: class3 bmi >= t.c3 bmi=33.3, t.c3=40 false
outcome: class2 bmi >= t.c2 bmi=33.3, t.c2=35 false
outcome: class1 bmi >= t.c1 bmi=33.3, t.c1=30 true

Documentation query

Title and question drafted by model clockworks-mock (audit entry #1990); clinical indicators and answer options assembled by code from the rule and the record.

Sign in to act. Sign in as a demo user (a CDI specialist sends queries).

DOCUMENTATION QUERY (draft)
Title: Clarification request: weight-related documentation
Encounter: ENC-00019   Patient: Dario Ingram   To: Dr. Gideon Zeller

Clinical indicators from the health record:
- Documented in the record: "morbid obesity" [Progress note DOC-000062]
- height 179 cm, weight 106.7 kg -> BMI 33.3 [encounter ENC-00019]

Question:
The measurements above are documented in this encounter. Could you clarify the documented weight-related diagnosis?

Response options (select one or write your own):
( ) Morbid obesity: confirmed (please document the supporting clinical information)
( ) Obesity, class 1 (BMI 30-34.9)
( ) Obesity, class 2 (BMI 35-39.9)
( ) Other explanation of the clinical findings (please specify): ____________
( ) Unable to determine

Please respond based on your independent clinical judgement. Any response, including "unable to determine", is acceptable. This query and your response are kept as part of the health record.

Other findings on this encounter

History

Audit entries for this finding (newest first)
SeqWhen (UTC)ActorAction EntitiesDecision / reasonModel / hashes
1990 2026-11-14T20:57:23 system:llm
system
llm.call ENC-00019, ENC-00019.obesity — clockworks-mock mock-1/exactdx.draft_query@1
prompt 299b63ae96cf
output 294535ad3d05
entry ae5083dabcc6
1164 2026-11-14T19:24:28 system:llm
system
llm.call ENC-00019, ENC-00019.obesity — clockworks-mock mock-1/exactdx.draft_query@1
prompt 299b63ae96cf
output 294535ad3d05
entry 4370067715c5
422 2026-11-14T18:29:03 system:llm
system
llm.call ENC-00019, ENC-00019.obesity — clockworks-mock mock-1/exactdx.draft_query@1
prompt 299b63ae96cf
output 294535ad3d05
entry 2d7465a950c3