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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-00090

Farah Nakashima: Malnutrition

ENC-00090 · 78F · Cardiology · admitted Wed Nov 04, 2026 06:58 PM · discharged Mon Nov 09, 2026 03:19 PM · attending Dr. Gideon Zeller

Clinical validation gap Criteria not met Open

Documented “malnourished” (E46) but the criteria are not met: 4 characteristics assessed and none met.

Documented vs supported

Documented
“malnourished” · E46 Unspecified protein-calorie malnutrition
Criteria support
criteria not met
Outcome
4 characteristics assessed and none met
Rule
Malnutrition severity (ASPEN/Academy 2012 consensus characteristics) v2026.11-1
Published source
Consensus statement: Academy of Nutrition and Dietetics and ASPEN: characteristics recommended for the identification and documentation of adult malnutrition (White JV et al., J Acad Nutr Diet 2012;112:730-738) (2012), Table: clinical characteristics; at least two of six characteristics; acute illness and chronic illness contexts · source (checked 2026-11-14)
Contested
GLIM (2019) is an alternative, internationally endorsed framework with different thresholds; an organization must choose one per policy. This rule encodes ASPEN/Academy 2012 and lists GLIM as the alternative.

Effect if the clinician agrees (illustrative)

Change
remove E46
Secondary-diagnosis level
CC → removed
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
I50.31, E46, N17.9, L89.154, E11.9, K21.9
Codes after
I50.31, N17.9, L89.154, E11.9, K21.9

All open gaps on this encounter together: MS-DRG 291 → 292 (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
Context from the dietitian assessment ("acute" or "chronic" illness) acute
“Context: acute illness” · Nutrition assessment DOC-000304, p. 1, line 4 · quoted span verified
Show the quote in the note
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Farah Nakashima MRN: MRN80931376 Context: acute illness Intake: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle was …
Energy intake as % of estimated need 100.0
“eating 100% of meals” · Nutrition assessment DOC-000304, p. 1, line 5 · quoted span verified
Show the quote in the note
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Farah Nakashima MRN: MRN80931376 Context: acute illness Intake: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. …
Subcutaneous fat loss (0 none, 1 mild, 2 moderate, 3 severe) 0
“no loss of subcutaneous fat” · Nutrition assessment DOC-000304, p. 1, line 7 · quoted span verified
Show the quote in the note
… MRN: MRN80931376 Context: acute illness Intake: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. Assessment: well nourished; no malnutrition identified.
Muscle mass loss (0-3) 0
“no muscle wasting” · Nutrition assessment DOC-000304, p. 1, line 7 · quoted span verified
Show the quote in the note
… acute illness Intake: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. Assessment: well nourished; no malnutrition identified.
Fluid accumulation (0-3) 0
“no fluid accumulation” · Nutrition assessment DOC-000304, p. 1, line 7 · quoted span verified
Show the quote in the note
… e: eating 100% of meals. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. Assessment: well nourished; no malnutrition identified.
Rule trace (inputs, thresholds, outcome)
Rule trace (rule malnutrition v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: a_sev_intake intake_pct <= t.a_sev_intake_pct and intake_days >= t.a_sev_intake_days intake_days=unknown, intake_pct=100.0, t.a_sev_intake_days=5, t.a_sev_intake_pct=50 false
derived: a_mod_intake intake_pct < t.a_mod_intake_pct and intake_days > t.a_mod_intake_days intake_days=unknown, intake_pct=100.0, t.a_mod_intake_days=7, t.a_mod_intake_pct=75 false
derived: a_sev_wt (wt_loss_days <= 7 and wt_loss_pct > 2) or (wt_loss_days <= 31 and wt_loss_pct > 5) or (wt_loss_days <= 92 and wt_loss_pct > 7.5) wt_loss_days=unknown, wt_loss_pct=unknown unknown
derived: a_mod_wt (wt_loss_days <= 7 and wt_loss_pct >= 1) or (wt_loss_days <= 31 and wt_loss_pct >= 5) or (wt_loss_days <= 92 and wt_loss_pct >= 7.5) wt_loss_days=unknown, wt_loss_pct=unknown unknown
derived: c_sev_intake intake_pct <= t.c_intake_pct and intake_days >= t.c_intake_days intake_days=unknown, intake_pct=100.0, t.c_intake_days=30, t.c_intake_pct=75 false
derived: c_mod_intake intake_pct < t.c_intake_pct and intake_days >= t.c_intake_days intake_days=unknown, intake_pct=100.0, t.c_intake_days=30, t.c_intake_pct=75 false
derived: c_sev_wt (wt_loss_days <= 31 and wt_loss_pct > 5) or (wt_loss_days <= 92 and wt_loss_pct > 7.5) or (wt_loss_days <= 183 and wt_loss_pct > 10) or (wt_loss_days <= 366 and wt_loss_pct > 20) wt_loss_days=unknown, wt_loss_pct=unknown unknown
derived: c_mod_wt (wt_loss_days <= 31 and wt_loss_pct >= 5) or (wt_loss_days <= 92 and wt_loss_pct >= 7.5) or (wt_loss_days <= 183 and wt_loss_pct >= 10) or (wt_loss_days <= 366 and wt_loss_pct >= 20) wt_loss_days=unknown, wt_loss_pct=unknown unknown
derived: n_assessed known(intake_pct, wt_loss_pct, fat_loss, muscle_loss, fluid, grip_reduced) fat_loss=0, fluid=0, grip_reduced=unknown, intake_pct=100.0, muscle_loss=0, wt_loss_pct=unknown 4
derived: n_severe case(nutr_context == 'acute', count(a_sev_intake, a_sev_wt, fat_loss >= 2, muscle_loss >= 2, fluid >= 2, grip_reduced), nutr_context == 'chronic', count(c_sev_intake, c_sev_wt, fat_loss >= 3, muscle_loss >= 3, fluid >= 3, grip_reduced), null) a_sev_intake=False, a_sev_wt=unknown, c_sev_intake=False, c_sev_wt=unknown, fat_loss=0, fluid=0, grip_reduced=unknown, muscle_loss=0, nutr_context=acute 0
derived: n_moderate case(nutr_context == 'acute', count(a_sev_intake or a_mod_intake, a_sev_wt or a_mod_wt, fat_loss >= 1, muscle_loss >= 1, fluid >= 1, grip_reduced), nutr_context == 'chronic', count(c_sev_intake or c_mod_intake, c_sev_wt or c_mod_wt, fat_loss >= 1, muscle_loss >= 1, fluid >= 1, grip_reduced), null) a_mod_intake=False, a_mod_wt=unknown, a_sev_intake=False, a_sev_wt=unknown, c_mod_intake=False, c_mod_wt=unknown, c_sev_intake=False, c_sev_wt=unknown, fat_loss=0, fluid=0, grip_reduced=unknown, muscle_loss=0, nutr_context=acute 0
outcome: severe n_severe >= 2 n_severe=0 false
outcome: moderate n_moderate >= 2 n_moderate=0 false
outcome: one_characteristic n_moderate == 1 n_moderate=0 false
outcome: not_met n_moderate == 0 and n_assessed >= 2 n_assessed=4, n_moderate=0 true

Documentation query

Title and question drafted by model clockworks-mock (audit entry #2143); clinical indicators and answer options assembled by code from the rule and the record.

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DOCUMENTATION QUERY (draft)
Title: Clarification request: nutrition documentation
Encounter: ENC-00090   Patient: Farah Nakashima   To: Dr. Gideon Zeller

Clinical indicators from the health record:
- Documented in the record: "malnourished" [Progress note DOC-000307]
- "Context: acute illness" (2026-11-05 21:58) [Nutrition assessment DOC-000304, p. 1, line 4]
- "eating 100% of meals" (2026-11-05 21:58) [Nutrition assessment DOC-000304, p. 1, line 5]
- "no loss of subcutaneous fat" (2026-11-05 21:58) [Nutrition assessment DOC-000304, p. 1, line 7]
- "no muscle wasting" (2026-11-05 21:58) [Nutrition assessment DOC-000304, p. 1, line 7]
- "no fluid accumulation" (2026-11-05 21:58) [Nutrition assessment DOC-000304, p. 1, line 7]

Question:
The nutrition indicators above are documented in this encounter. Could you clarify the status and severity of the documented nutritional diagnosis?

Response options (select one or write your own):
( ) Malnourished: confirmed (please document the supporting clinical information)
( ) Malnourished: ruled out
( ) Other explanation of the clinical findings (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
2143 2026-11-14T20:57:24 system:llm
system
llm.call ENC-00090, ENC-00090.malnutrition — clockworks-mock mock-1/exactdx.draft_query@1
prompt 660c3e4baa90
output 50433f2a28f4
entry 72ce5e65263c
1317 2026-11-14T19:24:30 system:llm
system
llm.call ENC-00090, ENC-00090.malnutrition — clockworks-mock mock-1/exactdx.draft_query@1
prompt 660c3e4baa90
output 50433f2a28f4
entry 1c36cbff8577
575 2026-11-14T18:29:05 system:llm
system
llm.call ENC-00090, ENC-00090.malnutrition — clockworks-mock mock-1/exactdx.draft_query@1
prompt 660c3e4baa90
output 50433f2a28f4
entry 94c72d7bb5eb