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-00039

Sana Pemberton: Acute blood loss anaemia

ENC-00039 · 67F · Cardiology · admitted Mon Nov 09, 2026 04:36 PM · in hospital · attending Dr. Wes Merriweather · resident Dr. Keira Upfield

Specificity gap Criteria met Open In hospital: concurrent review Resident note awaiting attending cosign

Criteria support Acute blood loss anemia (D62); no corresponding diagnosis is documented.

Documented vs supported

Documented
not documented
Criteria support
Acute blood loss anemia · D62 Acute posthemorrhagic anemia
Outcome
Haemoglobin fell 3.2 g/dL to 9 with 2 unit(s) transfused and a documented bleeding source
Rule
Acute blood loss anaemia v2026.11-1
Published source
WHO guideline on haemoglobin cutoffs to define anaemia in individuals and populations (2024), Adult cut-offs: men <13 g/dL, non-pregnant women <12 g/dL (unchanged from 2011) · source (checked 2026-11-14)
Contested
There is no published clinical definition of "acute blood loss anaemia". This rule is a LOCAL CONVENTION: WHO anaemia threshold at the nadir, a documented bleeding source, and an acute fall of >=2 g/dL OR >=2 units transfused (borrowed from the ISTH major-bleeding definition, which secondary restatements word inconsistently as AND/OR).

Effect if the clinician agrees (illustrative)

Change
add D62
Secondary-diagnosis level
— → CC
MS-DRG (illustrative)
292 Heart failure and shock with CC → 292 Heart failure and shock with CC
Relative weight
0.8490 → 0.8490 (+0.0000)
Codes before
I50.33, E46, E78.5
Codes after
I50.33, E46, E78.5, D62

All open gaps on this encounter together: MS-DRG 292 → 291 (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

0.5 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)
InputValueSource
Sex F
sex F · encounter ENC-00039
First haemoglobin this stay (g/dL) 12.13
hemoglobin 12.13 g/dL (first) · lab LAB-001353 · 2026-11-09 17:36
Lowest haemoglobin this stay (g/dL) 8.98
hemoglobin 8.98 g/dL (lowest) · lab LAB-001355 · 2026-11-11 05:00
Highest value before the nadir minus the nadir (g/dL)
highest value before the nadir minus the nadir
3.2
hemoglobin 12.13 · lab LAB-001353 · 2026-11-09 17:36
hemoglobin 8.98 · lab LAB-001355 · 2026-11-11 05:00
Red cell units transfused 2
transfuse 2 unit(s) PRBC · order ORD-000032 · 2026-11-10 09:00
A bleeding source quoted from a note, or a bleeding principal diagnosis True
“bleeding from the surgical drain” · History and physical DOC-000131, p. 1, line 5 · quoted span verified
Show the quote in the note
… ing: Dr. Wes Merriweather History of present illness: 67-year-old woman admitted with acute on chronic diastolic heart failure. Hospital course complicated by bleeding from the surgical drain. Past medical history: heart failure with preserved ejection fraction, hyperlipidemia. Review of systems otherwise negative. Exam: Lungs: scattered crackles at …
Rule trace (inputs, thresholds, outcome)
Rule trace (rule blood_loss_anemia v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: anaemic case(sex == 'M', hgb_nadir < t.hb_m, sex == 'F', hgb_nadir < t.hb_f, null) hgb_nadir=8.98, sex=F, t.hb_f=12, t.hb_m=13 true
derived: acute_fall hgb_drop >= t.drop_major or prbc_units >= t.prbc_major hgb_drop=3.2, prbc_units=2, t.drop_major=2.0, t.prbc_major=2 true
outcome: met bleeding_documented and anaemic and acute_fall acute_fall=True, anaemic=True, bleeding_documented=True true

Documentation query

Title and question drafted by model clockworks-mock (audit entry #2029); 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: hematology documentation
Encounter: ENC-00039   Patient: Sana Pemberton   To: Dr. Wes Merriweather

Clinical indicators from the health record:
- sex F [encounter ENC-00039]
- hemoglobin 12.13 g/dL (first) (2026-11-09 17:36) [lab LAB-001353]
- hemoglobin 8.98 g/dL (lowest) (2026-11-11 05:00) [lab LAB-001355]
- transfuse 2 unit(s) PRBC (2026-11-10 09:00) [order ORD-000032]
- "bleeding from the surgical drain" (2026-11-09 19:36) [History and physical DOC-000131, p. 1, line 5]

Question:
Based on your clinical judgement and the indicators above, can the type or cause of the condition being monitored and treated be further specified?

Response options (select one or write your own):
( ) Acute blood loss anemia
( ) Anemia, type not further specified
( ) 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
2029 2026-11-14T20:57:23 system:llm
system
llm.call ENC-00039, ENC-00039.blood_loss_anemia — clockworks-mock mock-1/exactdx.draft_query@1
prompt 6be16a7af78b
output bfa18fc1e32e
entry 08f16d5b9fb0
1203 2026-11-14T19:24:28 system:llm
system
llm.call ENC-00039, ENC-00039.blood_loss_anemia — clockworks-mock mock-1/exactdx.draft_query@1
prompt 6be16a7af78b
output bfa18fc1e32e
entry ef14c075bff9
461 2026-11-14T18:29:03 system:llm
system
llm.call ENC-00039, ENC-00039.blood_loss_anemia — clockworks-mock mock-1/exactdx.draft_query@1
prompt 6be16a7af78b
output bfa18fc1e32e
entry 8f3dc5b5afa8