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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.

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ENC-00017: Zara Whitlock

70M · MRN32001162 · Pulmonology · admitted Sun Nov 08, 2026 05:21 PM · in hospital · attending Dr. Kenji Stavros · resident Dr. Noor Halvorsen · 170 cm, 57.9 kg

Documented diagnoses (current)

  • Principal: “COPD exacerbation” · J44.1 Chronic obstructive pulmonary disease with (acute) exacerbation
  • “malnourished” · E46 Unspecified protein-calorie malnutrition
  • “heart failure” · I50.9 Heart failure, unspecified
  • “sacral decubitus ulcer” · L89.159 Pressure ulcer of sacral region, unspecified stage
  • “hyperlipidemia” · E78.5 Hyperlipidemia, unspecified
  • “hypertension” · I10 Essential (primary) hypertension

Illustrative grouping now: MS-DRG 191 Chronic obstructive pulmonary disease with CC. If every open specificity/validation gap were answered as the criteria suggest: MS-DRG 190.

Queries and events

No queries yet.

All rules applied

Every rule's outcome for this encounter (clean results included)
RuleCriteriaFindingOutcome
Acute kidney injury Criteria not met No gap Not documented and not supported.
Trace
Rule trace (rule aki v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
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=1.05, t.ratio_s1=1.5, creat_rise_48h=0.06, t.rise_abs=0.3, uo_hours_lt_0_5=unknown, t.uo_s1_h=6 false
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)) meets_definition=False, creat_ratio=1.05, t.ratio_s3=3.0, creat_peak=1.06, t.scr_s3=4.0, rrt_started=False, uo_hours_lt_0_3=unknown, t.uo_s3_h=24, anuria_hours=unknown, t.anuria_h=12 false
derived: stage2 creat_ratio >= t.ratio_s2 or coalesce(uo_hours_lt_0_5 >= t.uo_s2_h, false) creat_ratio=1.05, t.ratio_s2=2.0, uo_hours_lt_0_5=unknown, t.uo_s2_h=12 false
derived: stage case(stage3, 3, stage2, 2, meets_definition, 1, 0) stage3=False, stage2=False, meets_definition=False 0
derived: baseline_independent creat_baseline_known or creat_rise_48h >= t.rise_abs or rrt_started creat_baseline_known=True, creat_rise_48h=0.06, t.rise_abs=0.3, rrt_started=False true
outcome: aki_staged stage >= 1 and baseline_independent stage=0, baseline_independent=True false
outcome: aki_presumed_baseline stage >= 1 stage=0 false
outcome: not_met stage == 0 stage=0 true
Acute blood loss anaemia Criteria not met No gap Not documented and not supported.
Trace
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) sex=M, hgb_nadir=13.49, t.hb_m=13, t.hb_f=12 false
derived: acute_fall hgb_drop >= t.drop_major or prbc_units >= t.prbc_major hgb_drop=0.4, t.drop_major=2.0, prbc_units=0, t.prbc_major=2 false
outcome: met bleeding_documented and anaemic and acute_fall bleeding_documented=True, anaemic=False, acute_fall=False false
outcome: anaemia_only anaemic and hgb_drop < t.drop_min and prbc_units == 0 anaemic=False, hgb_drop=0.4, t.drop_min=1.0, prbc_units=0 false
outcome: not_anaemic present(hgb_nadir) and not anaemic hgb_nadir=13.49, anaemic=False true
Chronic kidney disease Clinical judgement required No gap Not documented; egfr 60 or above; ckd g1-g2 requires markers of kidney damage, which are not assessed here.
Trace
Rule trace (rule ckd v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: chronic egfr_n >= 2 and egfr_span_days >= t.chronic_days egfr_n=2, egfr_span_days=323, t.chronic_days=90 true
derived: staging_egfr max(egfr_early, egfr_late) egfr_early=78.1, egfr_late=80.0 80.0
derived: both_below_60 egfr_early < t.g2 and egfr_late < t.g2 egfr_early=78.1, t.g2=60, egfr_late=80.0 false
derived: category case(staging_egfr >= t.g2, 'G1-G2', staging_egfr >= t.g3a, 'G3a', staging_egfr >= t.g3b, 'G3b', staging_egfr >= t.g4, 'G4', 'G5') staging_egfr=80.0, t.g2=60, t.g3a=45, t.g3b=30, t.g4=15 G1-G2
outcome: duration_not_shown not chronic chronic=True false
outcome: straddles_60 not both_below_60 and min(egfr_early, egfr_late) < t.g2 both_below_60=False, egfr_early=78.1, egfr_late=80.0, t.g2=60 false
outcome: g1_g2 staging_egfr >= t.g2 staging_egfr=80.0, t.g2=60 true
Heart failure Clinical judgement required Clinical judgement required Clinical judgement required: Only one acute indicator; acuity needs clinical judgement.
Trace
Rule trace (rule heart_failure v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: np_elevated coalesce(bnp_max >= t.bnp, false) or coalesce(ntprobnp_max >= t.ntprobnp, false) bnp_max=88.0, t.bnp=100, ntprobnp_max=unknown, t.ntprobnp=300 false
derived: acute_count count(iv_loop_diuretic, np_elevated, new_o2) iv_loop_diuretic=True, np_elevated=False, new_o2=False 1
derived: hf_type case(lvef <= t.ref, 'systolic', lvef >= t.pres, 'diastolic', 'midrange') lvef=26.0, t.ref=40, t.pres=50 systolic
derived: improved coalesce(lvef_prior_min <= t.ref and lvef > t.ref and lvef - lvef_prior_min >= t.improved_rise, false) lvef_prior_min=unknown, t.ref=40, lvef=26.0, t.improved_rise=10 false
derived: acuity case(acute_count >= 2 and hf_history, 'acute on chronic', acute_count >= 2, 'acute', acute_count == 0 and hf_history, 'chronic', null) acute_count=1, hf_history=False unknown
outcome: improved_ef improved improved=False false
outcome: midrange hf_type == 'midrange' hf_type=systolic false
outcome: sys_aoc hf_type == 'systolic' and acuity == 'acute on chronic' hf_type=systolic, acuity=unknown unknown
outcome: sys_acute hf_type == 'systolic' and acuity == 'acute' hf_type=systolic, acuity=unknown unknown
outcome: sys_chronic hf_type == 'systolic' and acuity == 'chronic' hf_type=systolic, acuity=unknown unknown
outcome: dia_aoc hf_type == 'diastolic' and acuity == 'acute on chronic' hf_type=systolic, acuity=unknown false
outcome: dia_acute hf_type == 'diastolic' and acuity == 'acute' hf_type=systolic, acuity=unknown false
outcome: dia_chronic hf_type == 'diastolic' and acuity == 'chronic' hf_type=systolic, acuity=unknown false
outcome: one_indicator acute_count == 1 acute_count=1 true
Hyponatraemia Criteria not met No gap Not documented and not supported.
Trace
Rule trace (rule hyponatremia v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: severity case(na_min < t.profound, 'profound', na_min < t.moderate, 'moderate', na_min < t.low, 'mild', 'none') na_min=136.0, t.profound=125, t.moderate=130, t.low=135 none
outcome: met na_min < t.low and na_low_count >= t.repeat and na_treated na_min=136.0, t.low=135, na_low_count=0, t.repeat=2, na_treated=False false
outcome: untreated na_min < t.low na_min=136.0, t.low=135 false
outcome: not_met na_min >= t.low na_min=136.0, t.low=135 true
Malnutrition Criteria not met Clinical validation gap Documented “malnourished” (E46) but the criteria are not met: 4 characteristics assessed and none met.
Trace
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_pct=100.0, t.a_sev_intake_pct=50, intake_days=unknown, t.a_sev_intake_days=5 false
derived: a_mod_intake intake_pct < t.a_mod_intake_pct and intake_days > t.a_mod_intake_days intake_pct=100.0, t.a_mod_intake_pct=75, intake_days=unknown, t.a_mod_intake_days=7 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_pct=100.0, t.c_intake_pct=75, intake_days=unknown, t.c_intake_days=30 false
derived: c_mod_intake intake_pct < t.c_intake_pct and intake_days >= t.c_intake_days intake_pct=100.0, t.c_intake_pct=75, intake_days=unknown, t.c_intake_days=30 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) intake_pct=100.0, wt_loss_pct=unknown, fat_loss=0, muscle_loss=0, fluid=0, grip_reduced=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) nutr_context=acute, a_sev_intake=False, a_sev_wt=unknown, fat_loss=0, muscle_loss=0, fluid=0, grip_reduced=unknown, c_sev_intake=False, c_sev_wt=unknown 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) nutr_context=acute, a_sev_intake=False, a_mod_intake=False, a_sev_wt=unknown, a_mod_wt=unknown, fat_loss=0, muscle_loss=0, fluid=0, grip_reduced=unknown, c_sev_intake=False, c_mod_intake=False, c_sev_wt=unknown, c_mod_wt=unknown 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_moderate=0, n_assessed=4 true
Obesity Criteria not met No gap Not documented and not supported.
Trace
Rule trace (rule obesity v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
outcome: not_adult age < t.adult age=70, t.adult=20 false
outcome: class3 bmi >= t.c3 bmi=20.0, t.c3=40 false
outcome: class2 bmi >= t.c2 bmi=20.0, t.c2=35 false
outcome: class1 bmi >= t.c1 bmi=20.0, t.c1=30 false
outcome: not_met bmi < t.c1 bmi=20.0, t.c1=30 true
Pressure injury Criteria met Specificity gap Documented “sacral decubitus ulcer” (L89.159); criteria support the more specific Pressure injury of sacral region, stage 3 (L89.153).
Trace
Rule trace (rule pressure_injury v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: sacral wound_site == 'sacral' wound_site=sacral true
outcome: no_wound_note not present(wound_stage) wound_stage=3 false
outcome: other_site wound_site != 'sacral' wound_site=sacral false
outcome: stage1 sacral and wound_stage == '1' sacral=True, wound_stage=3 false
outcome: stage2 sacral and wound_stage == '2' sacral=True, wound_stage=3 false
outcome: stage3 sacral and wound_stage == '3' sacral=True, wound_stage=3 true
Acute respiratory failure Criteria not met No gap Not documented and not supported.
Trace
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) spo2_min_ra=94.0, pao2_min_ra=unknown, pf_min=unknown 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) spo2_min_ra=94.0, t.spo2_ra=88, pao2_min_ra=unknown, t.pao2=60, pf_min=unknown, t.pf=300 false
derived: distress coalesce(rr_max >= t.rr_distress, false) or coalesce(wob_increased, false) or adv_resp_support rr_max=20.0, t.rr_distress=28, wob_increased=unknown, adv_resp_support=False false
outcome: chronic_baseline home_o2 and hypoxemia home_o2=False, hypoxemia=False false
outcome: met hypoxemia and distress hypoxemia=False, distress=False false
outcome: hypoxemia_only hypoxemia hypoxemia=False false
outcome: not_met measured and not hypoxemia and o2_max_lpm <= t.o2_low and not adv_resp_support measured=True, hypoxemia=False, o2_max_lpm=0.0, t.o2_low=2, adv_resp_support=False true
Sepsis Criteria not met No gap Not documented and not supported.
Trace
Rule trace (rule sepsis v2026.11-1; evaluated in order, first true outcome wins; "unknown" = missing input)
StepExpressionInputs and thresholds readResult
derived: sirs_temp coalesce(temp_max_48h > t.t_hi, false) or coalesce(temp_min_48h < t.t_lo, false) temp_max_48h=37.6, t.t_hi=38, temp_min_48h=36.6, t.t_lo=36 false
derived: sirs_hr coalesce(hr_max_48h > t.hr, false) hr_max_48h=90.0, t.hr=90 false
derived: sirs_rr coalesce(rr_max_48h > t.rr, false) or coalesce(paco2_min_48h < t.paco2, false) rr_max_48h=18.0, t.rr=20, paco2_min_48h=unknown, t.paco2=32 false
derived: sirs_wbc coalesce(wbc_max_48h > t.wbc_hi, false) or coalesce(wbc_min_48h < t.wbc_lo, false) or coalesce(bands_max_48h > t.bands, false) wbc_max_48h=11.0, t.wbc_hi=12, wbc_min_48h=6.97, t.wbc_lo=4, bands_max_48h=unknown, t.bands=10 false
derived: sirs_count count(sirs_temp, sirs_hr, sirs_rr, sirs_wbc) sirs_temp=False, sirs_hr=False, sirs_rr=False, sirs_wbc=False 0
derived: sofa_resp coalesce(case(pf_min_48h < 100 and adv_resp_support, 4, pf_min_48h < 200 and adv_resp_support, 3, pf_min_48h < 300, 2, pf_min_48h < 400, 1, 0), 0) pf_min_48h=unknown, adv_resp_support=False 0
derived: sofa_coag coalesce(case(platelets_min_48h < 20, 4, platelets_min_48h < 50, 3, platelets_min_48h < 100, 2, platelets_min_48h < 150, 1, 0), 0) platelets_min_48h=168.0 0
derived: sofa_liver coalesce(case(bili_max_48h >= 12, 4, bili_max_48h >= 6, 3, bili_max_48h >= 2, 2, bili_max_48h >= 1.2, 1, 0), 0) bili_max_48h=0.95 0
derived: sofa_cardio coalesce(case(norepi_max_48h > 0.1, 4, norepi_max_48h > 0, 3, map_min_48h < 70, 1, 0), 0) norepi_max_48h=0.0, map_min_48h=79.0 0
derived: sofa_cns coalesce(case(gcs_min_48h < 6, 4, gcs_min_48h < 10, 3, gcs_min_48h < 13, 2, gcs_min_48h < 15, 1, 0), 0) gcs_min_48h=15.0 0
derived: sofa_renal coalesce(case(creat_max_48h >= 5, 4, creat_max_48h >= 3.5, 3, creat_max_48h >= 2, 2, creat_max_48h >= 1.2, 1, 0), 0) creat_max_48h=1.04 0
derived: sofa_renal_baseline coalesce(case(creat_baseline >= 5, 4, creat_baseline >= 3.5, 3, creat_baseline >= 2, 2, creat_baseline >= 1.2, 1, 0), 0) creat_baseline=1.01 0
derived: sofa_delta sofa_resp + sofa_coag + sofa_liver + sofa_cardio + sofa_cns + sofa_renal - sofa_renal_baseline sofa_resp=0, sofa_coag=0, sofa_liver=0, sofa_cardio=0, sofa_cns=0, sofa_renal=0, sofa_renal_baseline=0 0
derived: sepsis3 infection_documented and sofa_delta >= t.sofa_delta infection_documented=False, sofa_delta=0, t.sofa_delta=2 false
derived: sepsis2 infection_documented and sirs_count >= t.sirs_min infection_documented=False, sirs_count=0, t.sirs_min=2 false
derived: shock sepsis3 and norepi_max_48h > 0 and coalesce(lactate_max_48h > t.lactate, false) sepsis3=False, norepi_max_48h=0.0, lactate_max_48h=unknown, t.lactate=2 false
outcome: no_infection not infection_documented infection_documented=False true

Structured data

Labs (34)
Labs (pre-admission rows are outpatient values)
RowWhenTestValue
LAB-000557Wed Nov 12, 2025 09:15 AMcreatinine1.03 mg/dL
LAB-000558Fri Oct 02, 2026 10:05 AMcreatinine1.01 mg/dL
LAB-000559Sun Nov 08, 2026 06:21 PMcreatinine1.04 mg/dL
LAB-000565Sun Nov 08, 2026 06:21 PMbnp88.0 pg/mL
LAB-000566Sun Nov 08, 2026 06:21 PMsodium136.0 mmol/L
LAB-000572Sun Nov 08, 2026 06:21 PMhemoglobin13.91 g/dL
LAB-000578Sun Nov 08, 2026 06:21 PMwbc8.94 x10^3/uL
LAB-000579Sun Nov 08, 2026 06:21 PMplatelets250.0 x10^3/uL
LAB-000590Sun Nov 08, 2026 06:21 PMbilirubin0.95 mg/dL
LAB-000560Mon Nov 09, 2026 05:00 AMcreatinine1.01 mg/dL
LAB-000567Mon Nov 09, 2026 05:00 AMsodium139.0 mmol/L
LAB-000573Mon Nov 09, 2026 05:00 AMhemoglobin13.71 g/dL
LAB-000580Mon Nov 09, 2026 05:00 AMwbc11.0 x10^3/uL
LAB-000581Mon Nov 09, 2026 05:00 AMplatelets282.0 x10^3/uL
LAB-000561Tue Nov 10, 2026 05:00 AMcreatinine1.0 mg/dL
LAB-000568Tue Nov 10, 2026 05:00 AMsodium136.0 mmol/L
LAB-000574Tue Nov 10, 2026 05:00 AMhemoglobin13.85 g/dL
LAB-000582Tue Nov 10, 2026 05:00 AMwbc6.97 x10^3/uL
LAB-000583Tue Nov 10, 2026 05:00 AMplatelets168.0 x10^3/uL
LAB-000562Wed Nov 11, 2026 05:00 AMcreatinine1.0 mg/dL
LAB-000569Wed Nov 11, 2026 05:00 AMsodium140.0 mmol/L
LAB-000575Wed Nov 11, 2026 05:00 AMhemoglobin13.49 g/dL
LAB-000584Wed Nov 11, 2026 05:00 AMwbc10.99 x10^3/uL
LAB-000585Wed Nov 11, 2026 05:00 AMplatelets302.0 x10^3/uL
LAB-000563Thu Nov 12, 2026 05:00 AMcreatinine1.06 mg/dL
LAB-000570Thu Nov 12, 2026 05:00 AMsodium142.0 mmol/L
LAB-000576Thu Nov 12, 2026 05:00 AMhemoglobin13.84 g/dL
LAB-000586Thu Nov 12, 2026 05:00 AMwbc8.08 x10^3/uL
LAB-000587Thu Nov 12, 2026 05:00 AMplatelets274.0 x10^3/uL
LAB-000564Fri Nov 13, 2026 05:00 AMcreatinine1.02 mg/dL
LAB-000571Fri Nov 13, 2026 05:00 AMsodium141.0 mmol/L
LAB-000577Fri Nov 13, 2026 05:00 AMhemoglobin13.69 g/dL
LAB-000588Fri Nov 13, 2026 05:00 AMwbc9.77 x10^3/uL
LAB-000589Fri Nov 13, 2026 05:00 AMplatelets199.0 x10^3/uL
Vitals (90)
Vitals
RowWhenKindValueDetail
VIT-001582Sun Nov 08, 2026 05:41 PMspo294.0room air
VIT-001583Sun Nov 08, 2026 05:41 PMrr16.0
VIT-001612Sun Nov 08, 2026 05:41 PMtemp_c36.9
VIT-001613Sun Nov 08, 2026 05:41 PMhr81.0
VIT-001614Sun Nov 08, 2026 05:41 PMmap82.0
VIT-001615Sun Nov 08, 2026 05:41 PMgcs15.0
VIT-001584Mon Nov 09, 2026 01:41 AMspo298.0room air
VIT-001585Mon Nov 09, 2026 01:41 AMrr18.0
VIT-001616Mon Nov 09, 2026 01:41 AMtemp_c37.3
VIT-001617Mon Nov 09, 2026 01:41 AMhr90.0
VIT-001618Mon Nov 09, 2026 01:41 AMmap89.0
VIT-001619Mon Nov 09, 2026 01:41 AMgcs15.0
VIT-001586Mon Nov 09, 2026 09:41 AMspo299.0room air
VIT-001587Mon Nov 09, 2026 09:41 AMrr17.0
VIT-001620Mon Nov 09, 2026 09:41 AMtemp_c36.6
VIT-001621Mon Nov 09, 2026 09:41 AMhr75.0
VIT-001622Mon Nov 09, 2026 09:41 AMmap91.0
VIT-001623Mon Nov 09, 2026 09:41 AMgcs15.0
VIT-001588Mon Nov 09, 2026 05:41 PMspo296.0room air
VIT-001589Mon Nov 09, 2026 05:41 PMrr17.0
VIT-001624Mon Nov 09, 2026 05:41 PMtemp_c37.6
VIT-001625Mon Nov 09, 2026 05:41 PMhr82.0
VIT-001626Mon Nov 09, 2026 05:41 PMmap80.0
VIT-001627Mon Nov 09, 2026 05:41 PMgcs15.0
VIT-001590Tue Nov 10, 2026 01:41 AMspo296.0room air
VIT-001591Tue Nov 10, 2026 01:41 AMrr15.0
VIT-001628Tue Nov 10, 2026 01:41 AMtemp_c37.1
VIT-001629Tue Nov 10, 2026 01:41 AMhr89.0
VIT-001630Tue Nov 10, 2026 01:41 AMmap79.0
VIT-001631Tue Nov 10, 2026 01:41 AMgcs15.0
VIT-001592Tue Nov 10, 2026 09:41 AMspo295.0room air
VIT-001593Tue Nov 10, 2026 09:41 AMrr14.0
VIT-001632Tue Nov 10, 2026 09:41 AMtemp_c37.3
VIT-001633Tue Nov 10, 2026 09:41 AMhr79.0
VIT-001634Tue Nov 10, 2026 09:41 AMmap79.0
VIT-001635Tue Nov 10, 2026 09:41 AMgcs15.0
VIT-001594Tue Nov 10, 2026 05:41 PMspo294.0room air
VIT-001595Tue Nov 10, 2026 05:41 PMrr14.0
VIT-001636Tue Nov 10, 2026 05:41 PMtemp_c36.5
VIT-001637Tue Nov 10, 2026 05:41 PMhr82.0
VIT-001638Tue Nov 10, 2026 05:41 PMmap92.0
VIT-001639Tue Nov 10, 2026 05:41 PMgcs15.0
VIT-001596Wed Nov 11, 2026 01:41 AMspo298.0room air
VIT-001597Wed Nov 11, 2026 01:41 AMrr15.0
VIT-001640Wed Nov 11, 2026 01:41 AMtemp_c37.5
VIT-001641Wed Nov 11, 2026 01:41 AMhr69.0
VIT-001642Wed Nov 11, 2026 01:41 AMmap90.0
VIT-001643Wed Nov 11, 2026 01:41 AMgcs15.0
VIT-001598Wed Nov 11, 2026 09:41 AMspo294.0room air
VIT-001599Wed Nov 11, 2026 09:41 AMrr20.0
VIT-001644Wed Nov 11, 2026 09:41 AMtemp_c37.0
VIT-001645Wed Nov 11, 2026 09:41 AMhr77.0
VIT-001646Wed Nov 11, 2026 09:41 AMmap84.0
VIT-001647Wed Nov 11, 2026 09:41 AMgcs15.0
VIT-001600Wed Nov 11, 2026 05:41 PMspo297.0room air
VIT-001601Wed Nov 11, 2026 05:41 PMrr18.0
VIT-001648Wed Nov 11, 2026 05:41 PMtemp_c37.4
VIT-001649Wed Nov 11, 2026 05:41 PMhr77.0
VIT-001650Wed Nov 11, 2026 05:41 PMmap85.0
VIT-001651Wed Nov 11, 2026 05:41 PMgcs15.0
VIT-001602Thu Nov 12, 2026 01:41 AMspo295.0room air
VIT-001603Thu Nov 12, 2026 01:41 AMrr15.0
VIT-001652Thu Nov 12, 2026 01:41 AMtemp_c37.1
VIT-001653Thu Nov 12, 2026 01:41 AMhr77.0
VIT-001654Thu Nov 12, 2026 01:41 AMmap86.0
VIT-001655Thu Nov 12, 2026 01:41 AMgcs15.0
VIT-001604Thu Nov 12, 2026 09:41 AMspo296.0room air
VIT-001605Thu Nov 12, 2026 09:41 AMrr14.0
VIT-001656Thu Nov 12, 2026 09:41 AMtemp_c36.6
VIT-001657Thu Nov 12, 2026 09:41 AMhr69.0
VIT-001658Thu Nov 12, 2026 09:41 AMmap74.0
VIT-001659Thu Nov 12, 2026 09:41 AMgcs15.0
VIT-001606Thu Nov 12, 2026 05:41 PMspo297.0room air
VIT-001607Thu Nov 12, 2026 05:41 PMrr15.0
VIT-001660Thu Nov 12, 2026 05:41 PMtemp_c36.6
VIT-001661Thu Nov 12, 2026 05:41 PMhr80.0
VIT-001662Thu Nov 12, 2026 05:41 PMmap79.0
VIT-001663Thu Nov 12, 2026 05:41 PMgcs15.0
VIT-001608Fri Nov 13, 2026 01:41 AMspo296.0room air
VIT-001609Fri Nov 13, 2026 01:41 AMrr17.0
VIT-001664Fri Nov 13, 2026 01:41 AMtemp_c37.5
VIT-001665Fri Nov 13, 2026 01:41 AMhr68.0
VIT-001666Fri Nov 13, 2026 01:41 AMmap76.0
VIT-001667Fri Nov 13, 2026 01:41 AMgcs15.0
VIT-001610Fri Nov 13, 2026 09:41 AMspo296.0room air
VIT-001611Fri Nov 13, 2026 09:41 AMrr20.0
VIT-001668Fri Nov 13, 2026 09:41 AMtemp_c37.1
VIT-001669Fri Nov 13, 2026 09:41 AMhr89.0
VIT-001670Fri Nov 13, 2026 09:41 AMmap85.0
VIT-001671Fri Nov 13, 2026 09:41 AMgcs15.0
Medications, orders, echo, history (2)

Notes

History and physical · DOC-000056 · Dr. Noor Halvorsen (resident) · Sun Nov 08, 2026 08:21 PM

Cited facts from this note (1)
bleeding_source
bleeding · cited p. 1, line 7 · confidence 0.50
Show source for bleeding_source
… ng: Dr. Kenji Stavros History of present illness: 70-year-old man admitted with COPD exacerbation. Past medical history: hyperlipidemia, hypertension. Denies bleeding, chest pain or fever. Exam: Lungs: clear to auscultation bilaterally. Assessment and plan: 1. COPD exacerbation: bronchodilators and steroids.
Source document DOC-000056: History and physical (synthetic)
HISTORY AND PHYSICAL
Patient: Zara Whitlock   MRN: MRN32001162   Admitted: 2026-11-08 17:21
Service: Pulmonology   Attending: Dr. Kenji Stavros

History of present illness: 70-year-old man admitted with COPD exacerbation. 
Past medical history: hyperlipidemia, hypertension.
Denies bleeding, chest pain or fever.
Exam: Lungs: clear to auscultation bilaterally.
Assessment and plan:
1. COPD exacerbation: bronchodilators and steroids.

Nutrition assessment · DOC-000054 · Vera Pemberton, RD (dietitian) · Mon Nov 09, 2026 08:21 PM

Cited facts from this note (5)
fat_loss
none · cited p. 1, line 7 · confidence 0.90
Show source for fat_loss
… MRN: MRN32001162 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.
fluid_accumulation
none · cited p. 1, line 7 · confidence 0.90
Show source for fluid_accumulation
… 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.
intake_pct
100 · cited p. 1, line 5 · confidence 0.90
Show source for intake_pct
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Zara Whitlock MRN: MRN32001162 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. …
muscle_loss
none · cited p. 1, line 7 · confidence 0.90
Show source for muscle_loss
… 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.
nutrition_context
acute · cited p. 1, line 4 · confidence 0.95
Show source for nutrition_context
NUTRITION ASSESSMENT (Registered Dietitian) Patient: Zara Whitlock MRN: MRN32001162 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 …
Source document DOC-000054: Nutrition assessment (synthetic)
NUTRITION ASSESSMENT (Registered Dietitian)
Patient: Zara Whitlock   MRN: MRN32001162

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.

Wound care note · DOC-000055 · Ines Ingram, RN, CWOCN (wound_nurse) · Tue Nov 10, 2026 01:21 AM

Cited facts from this note (2)
wound_site
sacral · cited p. 1, line 4 · confidence 0.95
Show source for wound_site
WOUND CARE NOTE Patient: Zara Whitlock MRN: MRN32001162 Location: sacrum Stage: 3 (NPIAP) Description: full-thickness skin loss, adipose visible, no tendon or bone. Size: 2.4 x 2.9 x 0.6 cm. Plan: offloading every 2 hours, foam dres …
wound_stage
3 · cited p. 1, line 5 · confidence 0.95
Show source for wound_stage
WOUND CARE NOTE Patient: Zara Whitlock MRN: MRN32001162 Location: sacrum Stage: 3 (NPIAP) Description: full-thickness skin loss, adipose visible, no tendon or bone. Size: 2.4 x 2.9 x 0.6 cm. Plan: offloading every 2 hours, foam dressing, nut …
Source document DOC-000055: Wound care note (synthetic)
WOUND CARE NOTE
Patient: Zara Whitlock   MRN: MRN32001162

Location: sacrum
Stage: 3 (NPIAP)
Description: full-thickness skin loss, adipose visible, no tendon or bone.
Size: 2.4 x 2.9 x 0.6 cm.
Plan: offloading every 2 hours, foam dressing, nutrition consult.

Progress note · DOC-000057 · Dr. Noor Halvorsen (resident) · Fri Nov 13, 2026 01:55 PM · awaiting cosign

Source document DOC-000057: Progress note (synthetic)
PROGRESS NOTE (Resident)
Patient: Zara Whitlock   MRN: MRN32001162   Hospital day 5

Subjective: resting, tolerating diet.
Objective: vitals and labs reviewed in the flowsheet.
Assessment and plan:
1. COPD exacerbation: continue current management.
2. Malnourished: dietitian following.
3. Heart failure: diuresis and daily weights; monitor electrolytes.
4. Sacral decubitus ulcer: wound care following, offloading.

Resident: Dr. Noor Halvorsen   Attending cosign: pending