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Farah Juniper: Acute kidney injury
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
Clinical judgement required: AKI criteria met only against a presumed baseline (no pre-admission creatinine on file).
Documented vs supported
- Documented
- “worsening renal function” · N28.9 Disorder of kidney and ureter, unspecified (renal insufficiency)
- Criteria support
- no conclusion: clinical judgement required
- Outcome
- AKI criteria met only against a presumed baseline (no pre-admission creatinine on file)
- Rule
- Acute kidney injury (KDIGO staging) v2026.11-1
- Published source
- KDIGO Clinical Practice Guideline for Acute Kidney Injury (Kidney Int Suppl 2012;2:19-36) (2012), Recommendations 2.1.1 (definition) and 2.1.2 (staging), Table 2 · source (checked 2026-11-14)
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, N28.9, I50.32, E11.9
- Codes after
- J18.9, N28.9, I50.32, E11.9
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.
| Input | Value | Source |
|---|---|---|
| Baseline creatinine (mg/dL); most recent pre-admission value within 365 days, else lowest this stay (presumed) no pre-admission value: lowest value this stay used as a presumed baseline |
0.93 |
creatinine 0.93 mg/dL (lowest this stay)
|
| Peak creatinine this stay (mg/dL) | 1.66 |
creatinine 1.66 mg/dL (peak this stay)
|
| Peak / baseline peak / baseline |
1.785 |
creatinine 1.66 mg/dL (peak this stay)
creatinine 0.93 mg/dL (lowest this stay)
|
| Largest creatinine rise between two values within 48 h (mg/dL) largest rise between two values within 48 hours |
0.02 |
creatinine 0.93
creatinine 0.95
|
Rule trace (inputs, thresholds, outcome)
| Step | Expression | Inputs and thresholds read | Result |
|---|---|---|---|
| derived: meets_definition | creat_ratio >= t.ratio_s1 or creat_rise_48h >= t.rise_abs or coalesce(uo_hours_lt_0_5 >= t.uo_s1_h, false) |
creat_ratio=1.785, creat_rise_48h=0.02, t.ratio_s1=1.5, t.rise_abs=0.3, t.uo_s1_h=6, uo_hours_lt_0_5=unknown | true |
| derived: stage3 | meets_definition and (creat_ratio >= t.ratio_s3 or creat_peak >= t.scr_s3 or rrt_started or coalesce(uo_hours_lt_0_3 >= t.uo_s3_h, false) or coalesce(anuria_hours >= t.anuria_h, false)) |
anuria_hours=unknown, creat_peak=1.66, creat_ratio=1.785, meets_definition=True, rrt_started=False, t.anuria_h=12, t.ratio_s3=3.0, t.scr_s3=4.0, t.uo_s3_h=24, uo_hours_lt_0_3=unknown | false |
| derived: stage2 | creat_ratio >= t.ratio_s2 or coalesce(uo_hours_lt_0_5 >= t.uo_s2_h, false) |
creat_ratio=1.785, t.ratio_s2=2.0, t.uo_s2_h=12, uo_hours_lt_0_5=unknown | false |
| derived: stage | case(stage3, 3, stage2, 2, meets_definition, 1, 0) |
meets_definition=True, stage2=False, stage3=False | 1 |
| derived: baseline_independent | creat_baseline_known or creat_rise_48h >= t.rise_abs or rrt_started |
creat_baseline_known=False, creat_rise_48h=0.02, rrt_started=False, t.rise_abs=0.3 | false |
| outcome: aki_staged | stage >= 1 and baseline_independent |
baseline_independent=False, stage=1 | false |
| outcome: aki_presumed_baseline | stage >= 1 |
stage=1 | true |
Documentation query
Title and question drafted by model clockworks-mock (audit entry #2241); 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: kidney function documentation Encounter: ENC-00141 Patient: Farah Juniper To: Dr. Wes Merriweather Clinical indicators from the health record: - Documented in the record: "worsening renal function" [Progress note DOC-000477] - creatinine 0.93 mg/dL (lowest this stay) (2026-11-02 05:00) [lab LAB-004811] - creatinine 1.66 mg/dL (peak this stay) (2026-10-28 15:22) [lab LAB-004806] - creatinine 0.95 (2026-11-03 05:00) [lab LAB-004812] Question: Could you review the kidney function indicators above and clarify any related diagnosis, if clinically appropriate? Response options (select one or write your own): ( ) Acute kidney injury (please specify stage, if known) ( ) 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
- Heart failure · Specificity gap Documented “chronic diastolic heart failure” (I50.32); criteria support the more specific Acute on chronic diastolic (HFpEF) heart failure (I50.33).
History
| Seq | When (UTC) | Actor | Action | Entities | Decision / reason | Model / hashes |
|---|---|---|---|---|---|---|
| 2241 | 2026-11-14T20:57:25 | system:llm system |
llm.call |
ENC-00141, ENC-00141.aki | — | clockworks-mock mock-1/exactdx.draft_query@1 prompt f0cdabb7d1a8 output 437190b718a1 entry 7f5fe9755909 |
| 1415 | 2026-11-14T19:24:31 | system:llm system |
llm.call |
ENC-00141, ENC-00141.aki | — | clockworks-mock mock-1/exactdx.draft_query@1 prompt f0cdabb7d1a8 output 437190b718a1 entry 8fc461e94b0c |
| 673 | 2026-11-14T18:29:06 | system:llm system |
llm.call |
ENC-00141, ENC-00141.aki | — | clockworks-mock mock-1/exactdx.draft_query@1 prompt f0cdabb7d1a8 output 437190b718a1 entry 1f600dca94e8 |