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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-00067

Jun Galloway: Heart failure

ENC-00067 · 73M · Hospital Medicine · admitted Sun Nov 08, 2026 06:57 PM · in hospital · attending Dr. Cyrus Ellingham

Specificity gap Criteria met Open In hospital: concurrent review

Documented “heart failure” (I50.9); criteria support the more specific Acute on chronic diastolic (HFpEF) heart failure (I50.33).

Documented vs supported

Documented
“heart failure” · I50.9 Heart failure, unspecified
Criteria support
Acute on chronic diastolic (HFpEF) heart failure · I50.33 Acute on chronic diastolic (congestive) heart failure
Outcome
LVEF 59% with 2 acute indicators and prior heart failure
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
I50.9 -> I50.33
Secondary-diagnosis level
non-CC → MCC
MS-DRG (illustrative)
193 Simple pneumonia and pleurisy with MCC → 193 Simple pneumonia and pleurisy with MCC
Relative weight
1.3144 → 1.3144 (+0.0000)
Codes before
J18.9, E66.9, N18.32, I50.9, L89.154
Codes after
J18.9, E66.9, N18.32, L89.154, I50.33

All open gaps on this encounter together: MS-DRG 193 → 193 (RW +0.0000). The grouping does not change; the record becomes accurate.

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

1.0 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 (%) 59.0
echo LVEF 59% · echo ECH-000032 · 2026-11-09 22:57
IV loop diuretic given this stay True
furosemide 40 mg IV · med MED-000261 · 2026-11-08 20:00
furosemide 40 mg IV · med MED-000262 · 2026-11-09 08:00
furosemide 40 mg IV · med MED-000263 · 2026-11-09 20:00
furosemide 40 mg IV · med MED-000264 · 2026-11-10 08:00
Highest BNP this stay (pg/mL) 1086.0
BNP 1086 pg/mL · lab LAB-002268 · 2026-11-08 19:57
Prior heart failure on the problem list / history True
history: heart failure with preserved ejection fraction · history HX-000025
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=1086.0, ntprobnp_max=unknown, t.bnp=100, t.ntprobnp=300 true
derived: acute_count count(iv_loop_diuretic, np_elevated, new_o2) iv_loop_diuretic=True, new_o2=False, np_elevated=True 2
derived: hf_type case(lvef <= t.ref, 'systolic', lvef >= t.pres, 'diastolic', 'midrange') lvef=59.0, t.pres=50, t.ref=40 diastolic
derived: improved coalesce(lvef_prior_min <= t.ref and lvef > t.ref and lvef - lvef_prior_min >= t.improved_rise, false) lvef=59.0, 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=2, hf_history=True acute on chronic
outcome: improved_ef improved improved=False false
outcome: midrange hf_type == 'midrange' hf_type=diastolic false
outcome: sys_aoc hf_type == 'systolic' and acuity == 'acute on chronic' acuity=acute on chronic, hf_type=diastolic false
outcome: sys_acute hf_type == 'systolic' and acuity == 'acute' acuity=acute on chronic, hf_type=diastolic false
outcome: sys_chronic hf_type == 'systolic' and acuity == 'chronic' acuity=acute on chronic, hf_type=diastolic false
outcome: dia_aoc hf_type == 'diastolic' and acuity == 'acute on chronic' acuity=acute on chronic, hf_type=diastolic true

Documentation query

Title and question drafted by model clockworks-mock (audit entry #2098); 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-00067   Patient: Jun Galloway   To: Dr. Cyrus Ellingham

Clinical indicators from the health record:
- Documented in the record: "heart failure" [Progress note DOC-000232]
- echo LVEF 59% (2026-11-09 22:57) [echo ECH-000032]
- furosemide 40 mg IV (2026-11-08 20:00) [med MED-000261]
- furosemide 40 mg IV (2026-11-09 08:00) [med MED-000262]
- furosemide 40 mg IV (2026-11-09 20:00) [med MED-000263]
- furosemide 40 mg IV (2026-11-10 08:00) [med MED-000264]
- BNP 1086 pg/mL (2026-11-08 19:57) [lab LAB-002268]
- history: heart failure with preserved ejection fraction [history HX-000025]

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):
( ) Acute on chronic diastolic heart failure (HFpEF)
( ) Chronic diastolic heart failure (HFpEF)
( ) 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
2098 2026-11-14T20:57:24 system:llm
system
llm.call ENC-00067, ENC-00067.heart_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt 97eeabcf72dd
output 752ce96b1cd3
entry e39a7146d0fe
1272 2026-11-14T19:24:29 system:llm
system
llm.call ENC-00067, ENC-00067.heart_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt 97eeabcf72dd
output 752ce96b1cd3
entry 06ccce2b8e02
530 2026-11-14T18:29:04 system:llm
system
llm.call ENC-00067, ENC-00067.heart_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt 97eeabcf72dd
output 752ce96b1cd3
entry b605d86fbee2