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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-00134

Florian Treadwell: Malnutrition

ENC-00134 · 52M · Hospital Medicine · admitted Tue Nov 03, 2026 06:49 PM · discharged Sat Nov 07, 2026 03:32 PM · attending Dr. Cyrus Ellingham · resident Dr. Greta Kowalczyk

Clinical judgement required Clinical judgement required Open

Clinical judgement required: Only one consensus characteristic documented; two are required.

Documented vs supported

Documented
“malnutrition” · E46 Unspecified protein-calorie malnutrition
Criteria support
no conclusion: clinical judgement required
Outcome
Only one consensus characteristic documented; two are required
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.

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
CC → —
MS-DRG (illustrative)
871 Septicemia or severe sepsis without MV >96 hours with MCC → 871 Septicemia or severe sepsis without MV >96 hours with MCC
Relative weight
1.9425 → 1.9425 (+0.0000)
Codes before
A41.9, J18.9, E46, N18.31, N28.9, L89.159, K21.9, I10, E11.9
Codes after
A41.9, J18.9, E46, N18.31, N28.9, L89.159, K21.9, I10, E11.9

All open gaps on this encounter together: MS-DRG 871 → 871 (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
Context from the dietitian assessment ("acute" or "chronic" illness) acute
“Context: acute illness” · Nutrition assessment DOC-000452, p. 1, line 4 · quoted span verified
Show the quote in the note
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Florian Treadwell MRN: MRN75281212 Context: acute illness Intake: estimated energy intake 60% of needs for 10 days. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of sub …
Energy intake as % of estimated need 60.0
“estimated energy intake 60% of needs for 10 days” · Nutrition assessment DOC-000452, p. 1, line 5 · quoted span verified
Show the quote in the note
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Florian Treadwell MRN: MRN75281212 Context: acute illness Intake: estimated energy intake 60% of needs for 10 days. Weight history: weight stable over the past 3 months. Nutrition-focused physical exam: no loss of subcutaneous fat; no muscle wasting; no fluid accumulation. …
Duration of reduced intake (days) 10.0
“estimated energy intake 60% of needs for 10 days” · Nutrition assessment DOC-000452, p. 1, line 5 · quoted span verified
Show the quote in the note
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Florian Treadwell MRN: MRN75281212 Context: acute illness Intake: estimated energy intake 60% of needs for 10 days. 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-000452, p. 1, line 7 · quoted span verified
Show the quote in the note
… acute illness Intake: estimated energy intake 60% of needs for 10 days. 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: at risk; continue calorie counts.
Muscle mass loss (0-3) 0
“no muscle wasting” · Nutrition assessment DOC-000452, p. 1, line 7 · quoted span verified
Show the quote in the note
… ted energy intake 60% of needs for 10 days. 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: at risk; continue calorie counts.
Fluid accumulation (0-3) 0
“no fluid accumulation” · Nutrition assessment DOC-000452, p. 1, line 7 · quoted span verified
Show the quote in the note
… 0% of needs for 10 days. 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: at risk; continue calorie counts.
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=10.0, intake_pct=60.0, 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=10.0, intake_pct=60.0, t.a_mod_intake_days=7, t.a_mod_intake_pct=75 true
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=10.0, intake_pct=60.0, 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=10.0, intake_pct=60.0, 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=60.0, 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=True, 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 1
outcome: severe n_severe >= 2 n_severe=0 false
outcome: moderate n_moderate >= 2 n_moderate=1 false
outcome: one_characteristic n_moderate == 1 n_moderate=1 true

Documentation query

Title and question drafted by model clockworks-mock (audit entry #2227); 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-00134   Patient: Florian Treadwell   To: Dr. Cyrus Ellingham

Clinical indicators from the health record:
- Documented in the record: "malnutrition" [Progress note DOC-000455]
- "Context: acute illness" (2026-11-04 22:49) [Nutrition assessment DOC-000452, p. 1, line 4]
- "estimated energy intake 60% of needs for 10 days" (2026-11-04 22:49) [Nutrition assessment DOC-000452, p. 1, line 5]
- "estimated energy intake 60% of needs for 10 days" (2026-11-04 22:49) [Nutrition assessment DOC-000452, p. 1, line 5]
- "no loss of subcutaneous fat" (2026-11-04 22:49) [Nutrition assessment DOC-000452, p. 1, line 7]
- "no muscle wasting" (2026-11-04 22:49) [Nutrition assessment DOC-000452, p. 1, line 7]
- "no fluid accumulation" (2026-11-04 22:49) [Nutrition assessment DOC-000452, p. 1, line 7]

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

Response options (select one or write your own):
( ) 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
2227 2026-11-14T20:57:25 system:llm
system
llm.call ENC-00134, ENC-00134.malnutrition — clockworks-mock mock-1/exactdx.draft_query@1
prompt b16b1ad157cf
output 6db30627be78
entry b3bc463099d1
1401 2026-11-14T19:24:31 system:llm
system
llm.call ENC-00134, ENC-00134.malnutrition — clockworks-mock mock-1/exactdx.draft_query@1
prompt b16b1ad157cf
output 6db30627be78
entry 21c2e9fd19dc
659 2026-11-14T18:29:06 system:llm
system
llm.call ENC-00134, ENC-00134.malnutrition — clockworks-mock mock-1/exactdx.draft_query@1
prompt b16b1ad157cf
output 6db30627be78
entry adb9156316bf