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.

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Farah Juniper: Heart failure

ENC-00141 · 49F · Hospital Medicine · admitted Wed Oct 28, 2026 02:22 PM · discharged Tue Nov 03, 2026 04:22 PM · attending Dr. Wes Merriweather · resident Dr. Elena Nakashima

Specificity gap Criteria met Open

Documented “chronic diastolic heart failure” (I50.32); criteria support the more specific Acute on chronic diastolic (HFpEF) heart failure (I50.33).

Documented vs supported

Documented: “chronic diastolic heart failure” · I50.32 Chronic diastolic (congestive) heart failure
Criteria support: Acute on chronic diastolic (HFpEF) heart failure · I50.33 Acute on chronic diastolic (congestive) heart failure
Outcome: LVEF 64% 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: I50.32 -> I50.33
Secondary-diagnosis level: CC → MCC
MS-DRG (illustrative): 194 Simple pneumonia and pleurisy with CC → 193 Simple pneumonia and pleurisy with MCC
Relative weight: 0.8059 → 1.3144 (+0.5085)
Codes before: J18.9, N28.9, I50.32, E11.9
Codes after: J18.9, N28.9, E11.9, I50.33

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

0.5 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)
Input	Value	Source
Latest LVEF within 12 months (%)	64.0	echo LVEF 64% · echo ECH-000065 · 2026-10-29 05:22
IV loop diuretic given this stay	True	furosemide 40 mg IV · med MED-000554 · 2026-10-28 20:00 furosemide 40 mg IV · med MED-000555 · 2026-10-29 08:00 furosemide 40 mg IV · med MED-000556 · 2026-10-29 20:00 furosemide 40 mg IV · med MED-000557 · 2026-10-30 08:00
Highest BNP this stay (pg/mL)	2280.0	BNP 2280 pg/mL · lab LAB-004813 · 2026-10-28 15:22
Prior heart failure on the problem list / history	True	history: heart failure with preserved ejection fraction · history HX-000050

Rule trace (inputs, thresholds, outcome)

Rule trace (rule heart_failure v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
Step	Expression	Inputs and thresholds read	Result
derived: np_elevated	`coalesce(bnp_max >= t.bnp, false) or coalesce(ntprobnp_max >= t.ntprobnp, false)`	bnp_max=2280.0, 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=64.0, 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=64.0, 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 #2242); 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-00141   Patient: Farah Juniper   To: Dr. Wes Merriweather

Clinical indicators from the health record:
- Documented in the record: "chronic diastolic heart failure" [Progress note DOC-000477]
- echo LVEF 64% (2026-10-29 05:22) [echo ECH-000065]
- furosemide 40 mg IV (2026-10-28 20:00) [med MED-000554]
- furosemide 40 mg IV (2026-10-29 08:00) [med MED-000555]
- furosemide 40 mg IV (2026-10-29 20:00) [med MED-000556]
- furosemide 40 mg IV (2026-10-30 08:00) [med MED-000557]
- BNP 2280 pg/mL (2026-10-28 15:22) [lab LAB-004813]
- history: heart failure with preserved ejection fraction [history HX-000050]

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

Acute kidney injury · Clinical judgement required Clinical judgement required: AKI criteria met only against a presumed baseline (no pre-admission creatinine on file).

History

Audit entries for this finding (newest first)
Seq	When (UTC)	Actor	Action	Entities	Decision / reason	Model / hashes
2242	2026-11-14T20:57:25	system:llm system	`llm.call`	ENC-00141, ENC-00141.heart_failure	—	clockworks-mock mock-1/exactdx.draft_query@1 prompt 97eeabcf72dd output 752ce96b1cd3 entry 69bf0ce09368
1416	2026-11-14T19:24:31	system:llm system	`llm.call`	ENC-00141, ENC-00141.heart_failure	—	clockworks-mock mock-1/exactdx.draft_query@1 prompt 97eeabcf72dd output 752ce96b1cd3 entry 0071bb9413e8
674	2026-11-14T18:29:06	system:llm system	`llm.call`	ENC-00141, ENC-00141.heart_failure	—	clockworks-mock mock-1/exactdx.draft_query@1 prompt 97eeabcf72dd output 752ce96b1cd3 entry 66d3da326c8b