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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.

← Back to the worklist · Whole encounter ENC-00097

Ines Ashgrove: Heart failure

ENC-00097 · 79F · Cardiology · admitted Sun Nov 01, 2026 10:21 AM · discharged Thu Nov 05, 2026 02:15 PM · attending Dr. Cyrus Ellingham · resident Dr. Camila Oyelaran

Specificity gap Criteria met Open

Documented “congestive heart failure” (I50.9); criteria support the more specific Chronic systolic (HFrEF) heart failure (I50.22).

Documented vs supported

Documented
“congestive heart failure” · I50.9 Heart failure, unspecified
Criteria support
Chronic systolic (HFrEF) heart failure · I50.22 Chronic systolic (congestive) heart failure
Outcome
LVEF 26%, prior heart failure, no acute indicators
Rule
Heart failure type (LVEF) and acuity v2026.11-1
Published source
Universal Definition and Classification of Heart Failure (HFSA/HFA/JHFS, 2021), as restated in Chandramouli et al., Clin Cardiol 2022 (2021), LVEF classification: HFrEF <=40%, HFmrEF 41-49%, HFpEF >=50%; HFimpEF = baseline <=40%, rise >=10 points, second LVEF >40% · source (checked 2026-11-14)
Contested
No guideline gives a numeric definition of "acute" versus "chronic" heart failure. This rule uses a LOCAL CONVENTION: at least two acute indicators (IV loop diuretic, elevated natriuretic peptide, new oxygen requirement) = acute; with a prior history of heart failure = acute on chronic; none with history = chronic; exactly one = clinical judgement.

Effect if the clinician agrees (illustrative)

Change
principal I50.9 -> I50.22
Secondary-diagnosis level
principal → principal
MS-DRG (illustrative)
291 Heart failure and shock with MCC → 291 Heart failure and shock with MCC
Relative weight
1.2838 → 1.2838 (+0.0000)
Codes before
I50.9, E43, N18.31
Codes after
I50.22, E43, N18.31

All open gaps on this encounter together: MS-DRG 291 → 292 (RW -0.4348).

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
Latest LVEF within 12 months (%) 26.0
echo LVEF 26% · echo ECH-000046 · 2026-05-21 10:21
Highest BNP this stay (pg/mL) 65.0
BNP 65 pg/mL · lab LAB-003297 · 2026-11-01 11:21
Prior heart failure on the problem list / history True
history: heart failure with reduced ejection fraction · history HX-000036
Rule trace (inputs, thresholds, outcome)
Rule trace (rule heart_failure v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: np_elevated coalesce(bnp_max >= t.bnp, false) or coalesce(ntprobnp_max >= t.ntprobnp, false) bnp_max=65.0, ntprobnp_max=unknown, t.bnp=100, t.ntprobnp=300 false
derived: acute_count count(iv_loop_diuretic, np_elevated, new_o2) iv_loop_diuretic=False, new_o2=False, np_elevated=False 0
derived: hf_type case(lvef <= t.ref, 'systolic', lvef >= t.pres, 'diastolic', 'midrange') lvef=26.0, t.pres=50, t.ref=40 systolic
derived: improved coalesce(lvef_prior_min <= t.ref and lvef > t.ref and lvef - lvef_prior_min >= t.improved_rise, false) lvef=26.0, lvef_prior_min=unknown, t.improved_rise=10, t.ref=40 false
derived: acuity case(acute_count >= 2 and hf_history, 'acute on chronic', acute_count >= 2, 'acute', acute_count == 0 and hf_history, 'chronic', null) acute_count=0, hf_history=True chronic
outcome: improved_ef improved improved=False false
outcome: midrange hf_type == 'midrange' hf_type=systolic false
outcome: sys_aoc hf_type == 'systolic' and acuity == 'acute on chronic' acuity=chronic, hf_type=systolic false
outcome: sys_acute hf_type == 'systolic' and acuity == 'acute' acuity=chronic, hf_type=systolic false
outcome: sys_chronic hf_type == 'systolic' and acuity == 'chronic' acuity=chronic, hf_type=systolic true

Documentation query

Title and question drafted by model clockworks-mock (audit entry #2156); clinical indicators and answer options assembled by code from the rule and the record.

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DOCUMENTATION QUERY (draft)
Title: Clarification request: cardiac documentation
Encounter: ENC-00097   Patient: Ines Ashgrove   To: Dr. Cyrus Ellingham

Clinical indicators from the health record:
- Documented in the record: "congestive heart failure" [History and physical DOC-000328]
- echo LVEF 26% (2026-05-21 10:21) [echo ECH-000046]
- BNP 65 pg/mL (2026-11-01 11:21) [lab LAB-003297]
- history: heart failure with reduced ejection fraction [history HX-000036]

Question:
Based on your clinical judgement and the indicators above, can the type and acuity of the heart failure being treated be further specified?

Response options (select one or write your own):
( ) Chronic systolic heart failure (HFrEF)
( ) Acute on chronic systolic heart failure (HFrEF)
( ) Other (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
2156 2026-11-14T20:57:24 system:llm
system
llm.call ENC-00097, ENC-00097.heart_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt 97eeabcf72dd
output 752ce96b1cd3
entry cf3cf58781f7
1330 2026-11-14T19:24:30 system:llm
system
llm.call ENC-00097, ENC-00097.heart_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt 97eeabcf72dd
output 752ce96b1cd3
entry 783a59c1f4b4
588 2026-11-14T18:29:05 system:llm
system
llm.call ENC-00097, ENC-00097.heart_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt 97eeabcf72dd
output 752ce96b1cd3
entry 1720a8d8cde8