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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-00037

Amara Yardley: Heart failure

ENC-00037 · 84M · Hospital Medicine · admitted Mon Nov 02, 2026 05:35 PM · discharged Sun Nov 08, 2026 12:51 PM · attending Dr. Cyrus Ellingham · resident Dr. Camila Oyelaran

Clinical judgement required Clinical judgement required Open

Clinical judgement required: Only one acute indicator; acuity needs clinical judgement.

Documented vs supported

Documented
“congestive heart failure” · I50.9 Heart failure, unspecified
Criteria support
no conclusion: clinical judgement required
Outcome
Only one acute indicator; acuity needs clinical judgement
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.

Clinical judgement required. The rule does not conclude here. A CDI specialist may send an open query or dismiss the finding; nothing is proposed as fact.

Effect if the clinician agrees (illustrative)

Change
no projected change (clinician judgement)
Secondary-diagnosis level
non-CC → —
MS-DRG (illustrative)
194 Simple pneumonia and pleurisy with CC → 194 Simple pneumonia and pleurisy with CC
Relative weight
0.8059 → 0.8059 (+0.0000)
Codes before
J18.9, E46, I50.9
Codes after
J18.9, E46, I50.9

All open gaps on this encounter together: MS-DRG 194 → 193 (RW +0.5085).

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 (%) 30.0
echo LVEF 30% · echo ECH-000015 · 2026-11-03 12:35
IV loop diuretic given this stay True
furosemide 40 mg IV · med MED-000134 · 2026-11-02 20:35
Highest BNP this stay (pg/mL) 45.0
BNP 45 pg/mL · lab LAB-001261 · 2026-11-02 18:35
Prior heart failure on the problem list / history True
history: heart failure with reduced ejection fraction · history HX-000011
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=45.0, ntprobnp_max=unknown, t.bnp=100, t.ntprobnp=300 false
derived: acute_count count(iv_loop_diuretic, np_elevated, new_o2) iv_loop_diuretic=True, new_o2=False, np_elevated=False 1
derived: hf_type case(lvef <= t.ref, 'systolic', lvef >= t.pres, 'diastolic', 'midrange') lvef=30.0, 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=30.0, 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=1, hf_history=True unknown
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=unknown, hf_type=systolic unknown
outcome: sys_acute hf_type == 'systolic' and acuity == 'acute' acuity=unknown, hf_type=systolic unknown
outcome: sys_chronic hf_type == 'systolic' and acuity == 'chronic' acuity=unknown, hf_type=systolic unknown
outcome: dia_aoc hf_type == 'diastolic' and acuity == 'acute on chronic' acuity=unknown, hf_type=systolic false
outcome: dia_acute hf_type == 'diastolic' and acuity == 'acute' acuity=unknown, hf_type=systolic false
outcome: dia_chronic hf_type == 'diastolic' and acuity == 'chronic' acuity=unknown, hf_type=systolic false
outcome: one_indicator acute_count == 1 acute_count=1 true

Documentation query

Title and question drafted by model clockworks-mock (audit entry #2025); 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: cardiac documentation
Encounter: ENC-00037   Patient: Amara Yardley   To: Dr. Cyrus Ellingham

Clinical indicators from the health record:
- Documented in the record: "congestive heart failure" [Progress note DOC-000124]
- echo LVEF 30% (2026-11-03 12:35) [echo ECH-000015]
- furosemide 40 mg IV (2026-11-02 20:35) [med MED-000134]
- BNP 45 pg/mL (2026-11-02 18:35) [lab LAB-001261]
- history: heart failure with reduced ejection fraction [history HX-000011]

Question:
Could you review the cardiac indicators above and clarify the type and acuity of the heart failure, if clinically appropriate?

Response options (select one or write your own):
( ) 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
2025 2026-11-14T20:57:23 system:llm
system
llm.call ENC-00037, ENC-00037.heart_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt b11cbc745b3f
output d92db0ffdad6
entry 8f0648f3b9dd
1199 2026-11-14T19:24:28 system:llm
system
llm.call ENC-00037, ENC-00037.heart_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt b11cbc745b3f
output d92db0ffdad6
entry 873610f6667c
457 2026-11-14T18:29:03 system:llm
system
llm.call ENC-00037, ENC-00037.heart_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt b11cbc745b3f
output d92db0ffdad6
entry 7b19d08ee921