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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-00131

Quinn Yardley: Acute respiratory failure

ENC-00131 · 49M · Cardiology · admitted Mon Oct 26, 2026 09:17 PM · discharged Sun Nov 01, 2026 11:20 AM · attending Dr. Jalen Carrow · resident Dr. Keira Upfield

Clinical judgement required Clinical judgement required Open

Clinical judgement required: Hypoxaemia without a charted sign of respiratory distress.

Documented vs supported

Documented
“acute hypoxic respiratory failure” · J96.01 Acute respiratory failure with hypoxia
Criteria support
no conclusion: clinical judgement required
Outcome
Hypoxaemia without a charted sign of respiratory distress
Rule
Acute hypoxic respiratory failure v2026.11-1
Published source
Merck Manual Professional Version: Acute Hypoxemic Respiratory Failure (AHRF), including ARDS (2026), Definition/evaluation: PaO2 <60 mmHg, PaO2/FiO2 <300, or SpO2 <88%, with dyspnea and tachypnea · source (checked 2026-11-14)
Contested
Organizations use different oxygen-saturation cut-offs (SpO2 <88%, <=90% or <91% on room air). This rule uses <88% (the source above) and a LOCAL respiratory-rate cut-off of 28/min as one sign of respiratory distress.

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
MCC → —
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, J96.01, D62, I10, E11.9
Codes after
I50.9, J96.01, D62, I10, E11.9

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

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
Lowest SpO2 on room air (%) 87.0
SpO2 87% on room air · vital VIT-012815 · 2026-10-26 21:37
Highest respiratory rate (/min) 23.0
respiratory rate 23/min · vital VIT-012824 · 2026-10-27 21:37
Highest supplemental oxygen flow (L/min) 2.0
O2 2 L/min (nasal cannula) · vital VIT-012819 · 2026-10-27 05:37
Rule trace (inputs, thresholds, outcome)
Rule trace (rule respiratory_failure v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: measured present(spo2_min_ra) or present(pao2_min_ra) or present(pf_min) pao2_min_ra=unknown, pf_min=unknown, spo2_min_ra=87.0 true
derived: hypoxemia coalesce(spo2_min_ra < t.spo2_ra, false) or coalesce(pao2_min_ra < t.pao2, false) or coalesce(pf_min < t.pf, false) pao2_min_ra=unknown, pf_min=unknown, spo2_min_ra=87.0, t.pao2=60, t.pf=300, t.spo2_ra=88 true
derived: distress coalesce(rr_max >= t.rr_distress, false) or coalesce(wob_increased, false) or adv_resp_support adv_resp_support=False, rr_max=23.0, t.rr_distress=28, wob_increased=unknown false
outcome: chronic_baseline home_o2 and hypoxemia home_o2=False, hypoxemia=True false
outcome: met hypoxemia and distress distress=False, hypoxemia=True false
outcome: hypoxemia_only hypoxemia hypoxemia=True true

Documentation query

Title and question drafted by model clockworks-mock (audit entry #2223); 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: respiratory documentation
Encounter: ENC-00131   Patient: Quinn Yardley   To: Dr. Jalen Carrow

Clinical indicators from the health record:
- Documented in the record: "acute hypoxic respiratory failure" [Progress note DOC-000443]
- SpO2 87% on room air (2026-10-26 21:37) [vital VIT-012815]
- respiratory rate 23/min (2026-10-27 21:37) [vital VIT-012824]
- O2 2 L/min (nasal cannula) (2026-10-27 05:37) [vital VIT-012819]

Question:
Could you review the respiratory indicators above and clarify any related diagnosis, if clinically appropriate?

Response options (select one or write your own):
( ) Acute respiratory failure with hypoxia
( ) Hypoxemia without respiratory failure
( ) 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
2223 2026-11-14T20:57:25 system:llm
system
llm.call ENC-00131, ENC-00131.respiratory_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt fd4ead32b26b
output c1df7b9475f4
entry ccd16431cfbb
1397 2026-11-14T19:24:31 system:llm
system
llm.call ENC-00131, ENC-00131.respiratory_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt fd4ead32b26b
output c1df7b9475f4
entry 5c4c9d4f86af
655 2026-11-14T18:29:06 system:llm
system
llm.call ENC-00131, ENC-00131.respiratory_failure — clockworks-mock mock-1/exactdx.draft_query@1
prompt fd4ead32b26b
output c1df7b9475f4
entry 199d023c1143